mirror of
https://github.com/blakeblackshear/frigate.git
synced 2024-11-21 19:07:46 +01:00
804 lines
25 KiB
Python
804 lines
25 KiB
Python
import base64
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from collections import OrderedDict
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from datetime import datetime, timedelta
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import copy
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import json
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import glob
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import logging
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import os
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import re
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import subprocess as sp
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import time
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from functools import reduce
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from pathlib import Path
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import cv2
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from flask.helpers import send_file
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import numpy as np
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from flask import (
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Blueprint,
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Flask,
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Response,
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current_app,
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jsonify,
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make_response,
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request,
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)
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from peewee import SqliteDatabase, operator, fn, DoesNotExist, Value
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from playhouse.shortcuts import model_to_dict
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from frigate.const import CLIPS_DIR, RECORD_DIR
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from frigate.models import Event, Recordings
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from frigate.stats import stats_snapshot
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from frigate.util import calculate_region
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from frigate.version import VERSION
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logger = logging.getLogger(__name__)
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bp = Blueprint("frigate", __name__)
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def create_app(
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frigate_config,
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database: SqliteDatabase,
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stats_tracking,
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detected_frames_processor,
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):
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app = Flask(__name__)
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@app.before_request
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def _db_connect():
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if database.is_closed():
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database.connect()
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@app.teardown_request
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def _db_close(exc):
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if not database.is_closed():
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database.close()
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app.frigate_config = frigate_config
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app.stats_tracking = stats_tracking
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app.detected_frames_processor = detected_frames_processor
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app.register_blueprint(bp)
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return app
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@bp.route("/")
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def is_healthy():
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return "Frigate is running. Alive and healthy!"
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@bp.route("/events/summary")
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def events_summary():
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has_clip = request.args.get("has_clip", type=int)
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has_snapshot = request.args.get("has_snapshot", type=int)
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clauses = []
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if not has_clip is None:
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clauses.append((Event.has_clip == has_clip))
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if not has_snapshot is None:
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clauses.append((Event.has_snapshot == has_snapshot))
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if len(clauses) == 0:
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clauses.append((True))
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groups = (
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Event.select(
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Event.camera,
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Event.label,
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fn.strftime(
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"%Y-%m-%d", fn.datetime(Event.start_time, "unixepoch", "localtime")
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).alias("day"),
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Event.zones,
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fn.COUNT(Event.id).alias("count"),
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)
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.where(reduce(operator.and_, clauses))
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.group_by(
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Event.camera,
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Event.label,
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fn.strftime(
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"%Y-%m-%d", fn.datetime(Event.start_time, "unixepoch", "localtime")
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),
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Event.zones,
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)
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)
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return jsonify([e for e in groups.dicts()])
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@bp.route("/events/<id>", methods=("GET",))
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def event(id):
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try:
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return model_to_dict(Event.get(Event.id == id))
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except DoesNotExist:
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return "Event not found", 404
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@bp.route("/events/<id>/retain", methods=("POST",))
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def set_retain(id):
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try:
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event = Event.get(Event.id == id)
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except DoesNotExist:
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return make_response(
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jsonify({"success": False, "message": "Event" + id + " not found"}), 404
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)
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event.retain_indefinitely = True
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event.save()
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return make_response(
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jsonify({"success": True, "message": "Event" + id + " retained"}), 200
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)
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@bp.route("/events/<id>/retain", methods=("DELETE",))
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def delete_retain(id):
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try:
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event = Event.get(Event.id == id)
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except DoesNotExist:
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return make_response(
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jsonify({"success": False, "message": "Event" + id + " not found"}), 404
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)
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event.retain_indefinitely = False
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event.save()
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return make_response(
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jsonify({"success": True, "message": "Event" + id + " un-retained"}), 200
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)
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@bp.route("/events/<id>", methods=("DELETE",))
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def delete_event(id):
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try:
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event = Event.get(Event.id == id)
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except DoesNotExist:
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return make_response(
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jsonify({"success": False, "message": "Event" + id + " not found"}), 404
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)
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media_name = f"{event.camera}-{event.id}"
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if event.has_snapshot:
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media = Path(f"{os.path.join(CLIPS_DIR, media_name)}.jpg")
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media.unlink(missing_ok=True)
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media = Path(f"{os.path.join(CLIPS_DIR, media_name)}-clean.png")
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media.unlink(missing_ok=True)
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if event.has_clip:
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media = Path(f"{os.path.join(CLIPS_DIR, media_name)}.mp4")
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media.unlink(missing_ok=True)
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event.delete_instance()
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return make_response(
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jsonify({"success": True, "message": "Event" + id + " deleted"}), 200
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)
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@bp.route("/events/<id>/thumbnail.jpg")
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def event_thumbnail(id):
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format = request.args.get("format", "ios")
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thumbnail_bytes = None
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event_complete = False
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try:
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event = Event.get(Event.id == id)
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if not event.end_time is None:
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event_complete = True
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thumbnail_bytes = base64.b64decode(event.thumbnail)
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except DoesNotExist:
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# see if the object is currently being tracked
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try:
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camera_states = current_app.detected_frames_processor.camera_states.values()
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for camera_state in camera_states:
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if id in camera_state.tracked_objects:
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tracked_obj = camera_state.tracked_objects.get(id)
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if not tracked_obj is None:
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thumbnail_bytes = tracked_obj.get_thumbnail()
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except:
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return "Event not found", 404
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if thumbnail_bytes is None:
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return "Event not found", 404
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# android notifications prefer a 2:1 ratio
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if format == "android":
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jpg_as_np = np.frombuffer(thumbnail_bytes, dtype=np.uint8)
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img = cv2.imdecode(jpg_as_np, flags=1)
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thumbnail = cv2.copyMakeBorder(
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img,
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0,
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0,
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int(img.shape[1] * 0.5),
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int(img.shape[1] * 0.5),
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cv2.BORDER_CONSTANT,
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(0, 0, 0),
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)
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ret, jpg = cv2.imencode(".jpg", thumbnail, [int(cv2.IMWRITE_JPEG_QUALITY), 70])
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thumbnail_bytes = jpg.tobytes()
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response = make_response(thumbnail_bytes)
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response.headers["Content-Type"] = "image/jpeg"
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if event_complete:
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response.headers["Cache-Control"] = "private, max-age=31536000"
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return response
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@bp.route("/events/<id>/snapshot.jpg")
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def event_snapshot(id):
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download = request.args.get("download", type=bool)
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jpg_bytes = None
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try:
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event = Event.get(Event.id == id, Event.end_time != None)
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if not event.has_snapshot:
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return "Snapshot not available", 404
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# read snapshot from disk
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with open(
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os.path.join(CLIPS_DIR, f"{event.camera}-{id}.jpg"), "rb"
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) as image_file:
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jpg_bytes = image_file.read()
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except DoesNotExist:
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# see if the object is currently being tracked
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try:
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camera_states = current_app.detected_frames_processor.camera_states.values()
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for camera_state in camera_states:
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if id in camera_state.tracked_objects:
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tracked_obj = camera_state.tracked_objects.get(id)
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if not tracked_obj is None:
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jpg_bytes = tracked_obj.get_jpg_bytes(
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timestamp=request.args.get("timestamp", type=int),
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bounding_box=request.args.get("bbox", type=int),
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crop=request.args.get("crop", type=int),
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height=request.args.get("h", type=int),
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quality=request.args.get("quality", default=70, type=int),
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)
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except:
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return "Event not found", 404
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except:
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return "Event not found", 404
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if jpg_bytes is None:
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return "Event not found", 404
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response = make_response(jpg_bytes)
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response.headers["Content-Type"] = "image/jpeg"
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if download:
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response.headers[
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"Content-Disposition"
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] = f"attachment; filename=snapshot-{id}.jpg"
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return response
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@bp.route("/events/<id>/clip.mp4")
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def event_clip(id):
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download = request.args.get("download", type=bool)
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try:
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event: Event = Event.get(Event.id == id)
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except DoesNotExist:
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return "Event not found.", 404
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if not event.has_clip:
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return "Clip not available", 404
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file_name = f"{event.camera}-{id}.mp4"
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clip_path = os.path.join(CLIPS_DIR, file_name)
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if not os.path.isfile(clip_path):
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end_ts = (
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datetime.now().timestamp() if event.end_time is None else event.end_time
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)
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return recording_clip(event.camera, event.start_time, end_ts)
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response = make_response()
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response.headers["Content-Description"] = "File Transfer"
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response.headers["Cache-Control"] = "no-cache"
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response.headers["Content-Type"] = "video/mp4"
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if download:
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response.headers["Content-Disposition"] = "attachment; filename=%s" % file_name
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response.headers["Content-Length"] = os.path.getsize(clip_path)
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response.headers[
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"X-Accel-Redirect"
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] = f"/clips/{file_name}" # nginx: http://wiki.nginx.org/NginxXSendfile
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return response
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@bp.route("/events")
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def events():
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limit = request.args.get("limit", 100)
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camera = request.args.get("camera", "all")
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label = request.args.get("label", "all")
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zone = request.args.get("zone", "all")
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after = request.args.get("after", type=float)
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before = request.args.get("before", type=float)
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has_clip = request.args.get("has_clip", type=int)
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has_snapshot = request.args.get("has_snapshot", type=int)
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include_thumbnails = request.args.get("include_thumbnails", default=1, type=int)
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clauses = []
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excluded_fields = []
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if camera != "all":
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clauses.append((Event.camera == camera))
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if label != "all":
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clauses.append((Event.label == label))
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if zone != "all":
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clauses.append((Event.zones.cast("text") % f'*"{zone}"*'))
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if after:
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clauses.append((Event.start_time > after))
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if before:
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clauses.append((Event.start_time < before))
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if not has_clip is None:
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clauses.append((Event.has_clip == has_clip))
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if not has_snapshot is None:
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clauses.append((Event.has_snapshot == has_snapshot))
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if not include_thumbnails:
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excluded_fields.append(Event.thumbnail)
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if len(clauses) == 0:
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clauses.append((True))
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events = (
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Event.select()
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.where(reduce(operator.and_, clauses))
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.order_by(Event.start_time.desc())
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.limit(limit)
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)
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return jsonify([model_to_dict(e, exclude=excluded_fields) for e in events])
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@bp.route("/config")
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def config():
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config = current_app.frigate_config.dict()
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# add in the ffmpeg_cmds
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for camera_name, camera in current_app.frigate_config.cameras.items():
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camera_dict = config["cameras"][camera_name]
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camera_dict["ffmpeg_cmds"] = copy.deepcopy(camera.ffmpeg_cmds)
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for cmd in camera_dict["ffmpeg_cmds"]:
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cmd["cmd"] = " ".join(cmd["cmd"])
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return jsonify(config)
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@bp.route("/config/schema")
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def config_schema():
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return current_app.response_class(
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current_app.frigate_config.schema_json(), mimetype="application/json"
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)
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@bp.route("/version")
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def version():
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return VERSION
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@bp.route("/stats")
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def stats():
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stats = stats_snapshot(current_app.stats_tracking)
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return jsonify(stats)
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@bp.route("/<camera_name>/<label>/best.jpg")
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def best(camera_name, label):
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if camera_name in current_app.frigate_config.cameras:
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best_object = current_app.detected_frames_processor.get_best(camera_name, label)
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best_frame = best_object.get("frame")
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if best_frame is None:
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best_frame = np.zeros((720, 1280, 3), np.uint8)
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else:
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best_frame = cv2.cvtColor(best_frame, cv2.COLOR_YUV2BGR_I420)
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crop = bool(request.args.get("crop", 0, type=int))
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if crop:
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box_size = 300
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box = best_object.get("box", (0, 0, box_size, box_size))
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region = calculate_region(
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best_frame.shape,
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box[0],
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box[1],
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box[2],
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box[3],
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box_size,
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multiplier=1.1,
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)
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best_frame = best_frame[region[1] : region[3], region[0] : region[2]]
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height = int(request.args.get("h", str(best_frame.shape[0])))
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width = int(height * best_frame.shape[1] / best_frame.shape[0])
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resize_quality = request.args.get("quality", default=70, type=int)
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best_frame = cv2.resize(
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best_frame, dsize=(width, height), interpolation=cv2.INTER_AREA
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)
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ret, jpg = cv2.imencode(
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".jpg", best_frame, [int(cv2.IMWRITE_JPEG_QUALITY), resize_quality]
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)
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response = make_response(jpg.tobytes())
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response.headers["Content-Type"] = "image/jpeg"
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return response
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else:
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return "Camera named {} not found".format(camera_name), 404
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@bp.route("/<camera_name>")
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def mjpeg_feed(camera_name):
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fps = int(request.args.get("fps", "3"))
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height = int(request.args.get("h", "360"))
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draw_options = {
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"bounding_boxes": request.args.get("bbox", type=int),
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"timestamp": request.args.get("timestamp", type=int),
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"zones": request.args.get("zones", type=int),
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"mask": request.args.get("mask", type=int),
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"motion_boxes": request.args.get("motion", type=int),
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"regions": request.args.get("regions", type=int),
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}
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if camera_name in current_app.frigate_config.cameras:
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# return a multipart response
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return Response(
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imagestream(
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current_app.detected_frames_processor,
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camera_name,
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fps,
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height,
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draw_options,
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),
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mimetype="multipart/x-mixed-replace; boundary=frame",
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)
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else:
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return "Camera named {} not found".format(camera_name), 404
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@bp.route("/<camera_name>/latest.jpg")
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def latest_frame(camera_name):
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draw_options = {
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"bounding_boxes": request.args.get("bbox", type=int),
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"timestamp": request.args.get("timestamp", type=int),
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"zones": request.args.get("zones", type=int),
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"mask": request.args.get("mask", type=int),
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"motion_boxes": request.args.get("motion", type=int),
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"regions": request.args.get("regions", type=int),
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}
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resize_quality = request.args.get("quality", default=70, type=int)
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if camera_name in current_app.frigate_config.cameras:
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frame = current_app.detected_frames_processor.get_current_frame(
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camera_name, draw_options
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)
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if frame is None:
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frame = np.zeros((720, 1280, 3), np.uint8)
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height = int(request.args.get("h", str(frame.shape[0])))
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width = int(height * frame.shape[1] / frame.shape[0])
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frame = cv2.resize(frame, dsize=(width, height), interpolation=cv2.INTER_AREA)
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ret, jpg = cv2.imencode(
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".jpg", frame, [int(cv2.IMWRITE_JPEG_QUALITY), resize_quality]
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)
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response = make_response(jpg.tobytes())
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response.headers["Content-Type"] = "image/jpeg"
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return response
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else:
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return "Camera named {} not found".format(camera_name), 404
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@bp.route("/<camera_name>/recordings")
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def recordings(camera_name):
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dates = OrderedDict()
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# Retrieve all recordings for this camera
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recordings = (
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Recordings.select()
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.where(Recordings.camera == camera_name)
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.order_by(Recordings.start_time.asc())
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)
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last_end = 0
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recording: Recordings
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for recording in recordings:
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date = datetime.fromtimestamp(recording.start_time)
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key = date.strftime("%Y-%m-%d")
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hour = date.strftime("%H")
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# Create Day Record
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if key not in dates:
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dates[key] = OrderedDict()
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# Create Hour Record
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if hour not in dates[key]:
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dates[key][hour] = {"delay": {}, "events": []}
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# Check for delay
|
|
the_hour = datetime.strptime(f"{key} {hour}", "%Y-%m-%d %H").timestamp()
|
|
# diff current recording start time and the greater of the previous end time or top of the hour
|
|
diff = recording.start_time - max(last_end, the_hour)
|
|
# Determine seconds into recording
|
|
seconds = 0
|
|
if datetime.fromtimestamp(last_end).strftime("%H") == hour:
|
|
seconds = int(last_end - the_hour)
|
|
# Determine the delay
|
|
delay = min(int(diff), 3600 - seconds)
|
|
if delay > 1:
|
|
# Add an offset for any delay greater than a second
|
|
dates[key][hour]["delay"][seconds] = delay
|
|
|
|
last_end = recording.end_time
|
|
|
|
# Packing intervals to return all events with same label and overlapping times as one row.
|
|
# See: https://blogs.solidq.com/en/sqlserver/packing-intervals/
|
|
events = Event.raw(
|
|
"""WITH C1 AS
|
|
(
|
|
SELECT id, label, camera, top_score, start_time AS ts, +1 AS type, 1 AS sub
|
|
FROM event
|
|
WHERE camera = ?
|
|
UNION ALL
|
|
SELECT id, label, camera, top_score, end_time + 15 AS ts, -1 AS type, 0 AS sub
|
|
FROM event
|
|
WHERE camera = ?
|
|
),
|
|
C2 AS
|
|
(
|
|
SELECT C1.*,
|
|
SUM(type) OVER(PARTITION BY label ORDER BY ts, type DESC
|
|
ROWS BETWEEN UNBOUNDED PRECEDING
|
|
AND CURRENT ROW) - sub AS cnt
|
|
FROM C1
|
|
),
|
|
C3 AS
|
|
(
|
|
SELECT id, label, camera, top_score, ts,
|
|
(ROW_NUMBER() OVER(PARTITION BY label ORDER BY ts) - 1) / 2 + 1
|
|
AS grpnum
|
|
FROM C2
|
|
WHERE cnt = 0
|
|
)
|
|
SELECT id, label, camera, top_score, start_time, end_time
|
|
FROM event
|
|
WHERE camera = ? AND end_time IS NULL
|
|
UNION ALL
|
|
SELECT MIN(id) as id, label, camera, MAX(top_score) as top_score, MIN(ts) AS start_time, max(ts) AS end_time
|
|
FROM C3
|
|
GROUP BY label, grpnum
|
|
ORDER BY start_time;""",
|
|
camera_name,
|
|
camera_name,
|
|
camera_name,
|
|
)
|
|
|
|
event: Event
|
|
for event in events:
|
|
date = datetime.fromtimestamp(event.start_time)
|
|
key = date.strftime("%Y-%m-%d")
|
|
hour = date.strftime("%H")
|
|
if key in dates and hour in dates[key]:
|
|
dates[key][hour]["events"].append(
|
|
model_to_dict(
|
|
event,
|
|
exclude=[
|
|
Event.false_positive,
|
|
Event.zones,
|
|
Event.thumbnail,
|
|
Event.has_clip,
|
|
Event.has_snapshot,
|
|
],
|
|
)
|
|
)
|
|
|
|
return jsonify(
|
|
[
|
|
{
|
|
"date": date,
|
|
"events": sum([len(value["events"]) for value in hours.values()]),
|
|
"recordings": [
|
|
{"hour": hour, "delay": value["delay"], "events": value["events"]}
|
|
for hour, value in hours.items()
|
|
],
|
|
}
|
|
for date, hours in dates.items()
|
|
]
|
|
)
|
|
|
|
|
|
@bp.route("/<camera>/start/<int:start_ts>/end/<int:end_ts>/clip.mp4")
|
|
@bp.route("/<camera>/start/<float:start_ts>/end/<float:end_ts>/clip.mp4")
|
|
def recording_clip(camera, start_ts, end_ts):
|
|
download = request.args.get("download", type=bool)
|
|
|
|
recordings = (
|
|
Recordings.select()
|
|
.where(
|
|
(Recordings.start_time.between(start_ts, end_ts))
|
|
| (Recordings.end_time.between(start_ts, end_ts))
|
|
| ((start_ts > Recordings.start_time) & (end_ts < Recordings.end_time))
|
|
)
|
|
.where(Recordings.camera == camera)
|
|
.order_by(Recordings.start_time.asc())
|
|
)
|
|
|
|
playlist_lines = []
|
|
clip: Recordings
|
|
for clip in recordings:
|
|
playlist_lines.append(f"file '{clip.path}'")
|
|
# if this is the starting clip, add an inpoint
|
|
if clip.start_time < start_ts:
|
|
playlist_lines.append(f"inpoint {int(start_ts - clip.start_time)}")
|
|
# if this is the ending clip, add an outpoint
|
|
if clip.end_time > end_ts:
|
|
playlist_lines.append(f"outpoint {int(end_ts - clip.start_time)}")
|
|
|
|
file_name = f"clip_{camera}_{start_ts}-{end_ts}.mp4"
|
|
path = f"/tmp/cache/{file_name}"
|
|
|
|
ffmpeg_cmd = [
|
|
"ffmpeg",
|
|
"-y",
|
|
"-protocol_whitelist",
|
|
"pipe,file",
|
|
"-f",
|
|
"concat",
|
|
"-safe",
|
|
"0",
|
|
"-i",
|
|
"/dev/stdin",
|
|
"-c",
|
|
"copy",
|
|
"-movflags",
|
|
"+faststart",
|
|
path,
|
|
]
|
|
|
|
p = sp.run(
|
|
ffmpeg_cmd,
|
|
input="\n".join(playlist_lines),
|
|
encoding="ascii",
|
|
capture_output=True,
|
|
)
|
|
if p.returncode != 0:
|
|
logger.error(p.stderr)
|
|
return f"Could not create clip from recordings for {camera}.", 500
|
|
|
|
response = make_response()
|
|
response.headers["Content-Description"] = "File Transfer"
|
|
response.headers["Cache-Control"] = "no-cache"
|
|
response.headers["Content-Type"] = "video/mp4"
|
|
if download:
|
|
response.headers["Content-Disposition"] = "attachment; filename=%s" % file_name
|
|
response.headers["Content-Length"] = os.path.getsize(path)
|
|
response.headers[
|
|
"X-Accel-Redirect"
|
|
] = f"/cache/{file_name}" # nginx: http://wiki.nginx.org/NginxXSendfile
|
|
|
|
return response
|
|
|
|
|
|
@bp.route("/vod/<camera>/start/<int:start_ts>/end/<int:end_ts>")
|
|
@bp.route("/vod/<camera>/start/<float:start_ts>/end/<float:end_ts>")
|
|
def vod_ts(camera, start_ts, end_ts):
|
|
recordings = (
|
|
Recordings.select()
|
|
.where(
|
|
Recordings.start_time.between(start_ts, end_ts)
|
|
| Recordings.end_time.between(start_ts, end_ts)
|
|
| ((start_ts > Recordings.start_time) & (end_ts < Recordings.end_time))
|
|
)
|
|
.where(Recordings.camera == camera)
|
|
.order_by(Recordings.start_time.asc())
|
|
)
|
|
|
|
clips = []
|
|
durations = []
|
|
|
|
recording: Recordings
|
|
for recording in recordings:
|
|
clip = {"type": "source", "path": recording.path}
|
|
duration = int(recording.duration * 1000)
|
|
# Determine if offset is needed for first clip
|
|
if recording.start_time < start_ts:
|
|
offset = int((start_ts - recording.start_time) * 1000)
|
|
clip["clipFrom"] = offset
|
|
duration -= offset
|
|
# Determine if we need to end the last clip early
|
|
if recording.end_time > end_ts:
|
|
duration -= int((recording.end_time - end_ts) * 1000)
|
|
|
|
if duration > 0:
|
|
clips.append(clip)
|
|
durations.append(duration)
|
|
else:
|
|
logger.warning(f"Recording clip is missing or empty: {recording.path}")
|
|
|
|
if not clips:
|
|
logger.error("No recordings found for the requested time range")
|
|
return "No recordings found.", 404
|
|
|
|
hour_ago = datetime.now() - timedelta(hours=1)
|
|
return jsonify(
|
|
{
|
|
"cache": hour_ago.timestamp() > start_ts,
|
|
"discontinuity": False,
|
|
"durations": durations,
|
|
"sequences": [{"clips": clips}],
|
|
}
|
|
)
|
|
|
|
|
|
@bp.route("/vod/<year_month>/<day>/<hour>/<camera>")
|
|
def vod_hour(year_month, day, hour, camera):
|
|
start_date = datetime.strptime(f"{year_month}-{day} {hour}", "%Y-%m-%d %H")
|
|
end_date = start_date + timedelta(hours=1) - timedelta(milliseconds=1)
|
|
start_ts = start_date.timestamp()
|
|
end_ts = end_date.timestamp()
|
|
|
|
return vod_ts(camera, start_ts, end_ts)
|
|
|
|
|
|
@bp.route("/vod/event/<id>")
|
|
def vod_event(id):
|
|
try:
|
|
event: Event = Event.get(Event.id == id)
|
|
except DoesNotExist:
|
|
logger.error(f"Event not found: {id}")
|
|
return "Event not found.", 404
|
|
|
|
if not event.has_clip:
|
|
logger.error(f"Event does not have recordings: {id}")
|
|
return "Recordings not available", 404
|
|
|
|
clip_path = os.path.join(CLIPS_DIR, f"{event.camera}-{id}.mp4")
|
|
|
|
if not os.path.isfile(clip_path):
|
|
end_ts = (
|
|
datetime.now().timestamp() if event.end_time is None else event.end_time
|
|
)
|
|
vod_response = vod_ts(event.camera, event.start_time, end_ts)
|
|
# If the recordings are not found, set has_clip to false
|
|
if (
|
|
type(vod_response) == tuple
|
|
and len(vod_response) == 2
|
|
and vod_response[1] == 404
|
|
):
|
|
Event.update(has_clip=False).where(Event.id == id).execute()
|
|
return vod_response
|
|
|
|
duration = int((event.end_time - event.start_time) * 1000)
|
|
return jsonify(
|
|
{
|
|
"cache": True,
|
|
"discontinuity": False,
|
|
"durations": [duration],
|
|
"sequences": [{"clips": [{"type": "source", "path": clip_path}]}],
|
|
}
|
|
)
|
|
|
|
|
|
def imagestream(detected_frames_processor, camera_name, fps, height, draw_options):
|
|
while True:
|
|
# max out at specified FPS
|
|
time.sleep(1 / fps)
|
|
frame = detected_frames_processor.get_current_frame(camera_name, draw_options)
|
|
if frame is None:
|
|
frame = np.zeros((height, int(height * 16 / 9), 3), np.uint8)
|
|
|
|
width = int(height * frame.shape[1] / frame.shape[0])
|
|
frame = cv2.resize(frame, dsize=(width, height), interpolation=cv2.INTER_LINEAR)
|
|
|
|
ret, jpg = cv2.imencode(".jpg", frame, [int(cv2.IMWRITE_JPEG_QUALITY), 70])
|
|
yield (
|
|
b"--frame\r\n"
|
|
b"Content-Type: image/jpeg\r\n\r\n" + jpg.tobytes() + b"\r\n\r\n"
|
|
)
|