blakeblackshear.frigate/frigate/events.py

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import datetime
import logging
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import os
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import queue
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import threading
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from pathlib import Path
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from peewee import fn
from frigate.config import EventsConfig, FrigateConfig
from frigate.const import CLIPS_DIR
from frigate.models import Event
from frigate.timeline import TimelineSourceEnum
from frigate.types import CameraMetricsTypes
from frigate.util import to_relative_box
from multiprocessing.queues import Queue
from multiprocessing.synchronize import Event as MpEvent
from typing import Dict
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logger = logging.getLogger(__name__)
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def should_update_db(prev_event: Event, current_event: Event) -> bool:
"""If current_event has updated fields and (clip or snapshot)."""
if current_event["has_clip"] or current_event["has_snapshot"]:
# if this is the first time has_clip or has_snapshot turned true
if not prev_event["has_clip"] and not prev_event["has_snapshot"]:
return True
# or if any of the following values changed
if (
prev_event["top_score"] != current_event["top_score"]
or prev_event["entered_zones"] != current_event["entered_zones"]
or prev_event["thumbnail"] != current_event["thumbnail"]
or prev_event["end_time"] != current_event["end_time"]
):
return True
return False
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class EventProcessor(threading.Thread):
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def __init__(
self,
config: FrigateConfig,
camera_processes: dict[str, CameraMetricsTypes],
event_queue: Queue,
event_processed_queue: Queue,
timeline_queue: Queue,
stop_event: MpEvent,
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):
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threading.Thread.__init__(self)
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self.name = "event_processor"
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self.config = config
self.camera_processes = camera_processes
self.event_queue = event_queue
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self.event_processed_queue = event_processed_queue
self.timeline_queue = timeline_queue
self.events_in_process: Dict[str, Event] = {}
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self.stop_event = stop_event
def run(self) -> None:
# set an end_time on events without an end_time on startup
Event.update(end_time=Event.start_time + 30).where(
Event.end_time == None
).execute()
while not self.stop_event.is_set():
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try:
event_type, camera, event_data = self.event_queue.get(timeout=1)
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except queue.Empty:
continue
logger.debug(f"Event received: {event_type} {camera} {event_data['id']}")
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self.timeline_queue.put(
(
camera,
TimelineSourceEnum.tracked_object,
event_type,
self.events_in_process.get(event_data["id"]),
event_data,
)
)
# if this is the first message, just store it and continue, its not time to insert it in the db
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if event_type == "start":
self.events_in_process[event_data["id"]] = event_data
continue
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if should_update_db(self.events_in_process[event_data["id"]], event_data):
camera_config = self.config.cameras[camera]
event_config: EventsConfig = camera_config.record.events
width = camera_config.detect.width
height = camera_config.detect.height
first_detector = list(self.config.detectors.values())[0]
start_time = event_data["start_time"] - event_config.pre_capture
end_time = (
None
if event_data["end_time"] is None
else event_data["end_time"] + event_config.post_capture
)
# score of the snapshot
score = (
None
if event_data["snapshot"] is None
else event_data["snapshot"]["score"]
)
# detection region in the snapshot
region = (
None
if event_data["snapshot"] is None
else to_relative_box(
width,
height,
event_data["snapshot"]["region"],
)
)
# bounding box for the snapshot
box = (
None
if event_data["snapshot"] is None
else to_relative_box(
width,
height,
event_data["snapshot"]["box"],
)
)
# keep these from being set back to false because the event
# may have started while recordings and snapshots were enabled
# this would be an issue for long running events
if self.events_in_process[event_data["id"]]["has_clip"]:
event_data["has_clip"] = True
if self.events_in_process[event_data["id"]]["has_snapshot"]:
event_data["has_snapshot"] = True
event = {
Event.id: event_data["id"],
Event.label: event_data["label"],
Event.camera: camera,
Event.start_time: start_time,
Event.end_time: end_time,
Event.top_score: event_data["top_score"],
Event.score: score,
Event.zones: list(event_data["entered_zones"]),
Event.thumbnail: event_data["thumbnail"],
Event.region: region,
Event.box: box,
Event.has_clip: event_data["has_clip"],
Event.has_snapshot: event_data["has_snapshot"],
Event.model_hash: first_detector.model.model_hash,
Event.model_type: first_detector.model.model_type,
Event.detector_type: first_detector.type,
}
(
Event.insert(event)
.on_conflict(
conflict_target=[Event.id],
update=event,
)
.execute()
)
# update the stored copy for comparison on future update messages
self.events_in_process[event_data["id"]] = event_data
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if event_type == "end":
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del self.events_in_process[event_data["id"]]
self.event_processed_queue.put((event_data["id"], camera))
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# set an end_time on events without an end_time before exiting
Event.update(end_time=datetime.datetime.now().timestamp()).where(
Event.end_time == None
).execute()
logger.info(f"Exiting event processor...")
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class EventCleanup(threading.Thread):
def __init__(self, config: FrigateConfig, stop_event: MpEvent):
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threading.Thread.__init__(self)
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self.name = "event_cleanup"
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self.config = config
self.stop_event = stop_event
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self.camera_keys = list(self.config.cameras.keys())
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def expire(self, media_type: str) -> None:
# TODO: Refactor media_type to enum
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## Expire events from unlisted cameras based on the global config
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if media_type == "clips":
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retain_config = self.config.record.events.retain
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file_extension = "mp4"
update_params = {"has_clip": False}
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else:
retain_config = self.config.snapshots.retain
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file_extension = "jpg"
update_params = {"has_snapshot": False}
distinct_labels = (
Event.select(Event.label)
.where(Event.camera.not_in(self.camera_keys))
.distinct()
)
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# loop over object types in db
for l in distinct_labels:
# get expiration time for this label
expire_days = retain_config.objects.get(l.label, retain_config.default)
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expire_after = (
datetime.datetime.now() - datetime.timedelta(days=expire_days)
).timestamp()
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# grab all events after specific time
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expired_events = Event.select().where(
Event.camera.not_in(self.camera_keys),
Event.start_time < expire_after,
Event.label == l.label,
Event.retain_indefinitely == False,
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)
# delete the media from disk
for event in expired_events:
media_name = f"{event.camera}-{event.id}"
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media_path = Path(
f"{os.path.join(CLIPS_DIR, media_name)}.{file_extension}"
)
media_path.unlink(missing_ok=True)
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if file_extension == "jpg":
media_path = Path(
f"{os.path.join(CLIPS_DIR, media_name)}-clean.png"
)
media_path.unlink(missing_ok=True)
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# update the clips attribute for the db entry
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update_query = Event.update(update_params).where(
Event.camera.not_in(self.camera_keys),
Event.start_time < expire_after,
Event.label == l.label,
Event.retain_indefinitely == False,
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)
update_query.execute()
## Expire events from cameras based on the camera config
for name, camera in self.config.cameras.items():
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if media_type == "clips":
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retain_config = camera.record.events.retain
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else:
retain_config = camera.snapshots.retain
# get distinct objects in database for this camera
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distinct_labels = (
Event.select(Event.label).where(Event.camera == name).distinct()
)
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# loop over object types in db
for l in distinct_labels:
# get expiration time for this label
expire_days = retain_config.objects.get(l.label, retain_config.default)
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expire_after = (
datetime.datetime.now() - datetime.timedelta(days=expire_days)
).timestamp()
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# grab all events after specific time
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expired_events = Event.select().where(
Event.camera == name,
Event.start_time < expire_after,
Event.label == l.label,
Event.retain_indefinitely == False,
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)
# delete the grabbed clips from disk
for event in expired_events:
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media_name = f"{event.camera}-{event.id}"
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media_path = Path(
f"{os.path.join(CLIPS_DIR, media_name)}.{file_extension}"
)
media_path.unlink(missing_ok=True)
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if file_extension == "jpg":
media_path = Path(
f"{os.path.join(CLIPS_DIR, media_name)}-clean.png"
)
media_path.unlink(missing_ok=True)
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# update the clips attribute for the db entry
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update_query = Event.update(update_params).where(
Event.camera == name,
Event.start_time < expire_after,
Event.label == l.label,
Event.retain_indefinitely == False,
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)
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update_query.execute()
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def purge_duplicates(self) -> None:
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duplicate_query = """with grouped_events as (
select id,
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label,
camera,
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has_snapshot,
has_clip,
row_number() over (
partition by label, camera, round(start_time/5,0)*5
order by end_time-start_time desc
) as copy_number
from event
)
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select distinct id, camera, has_snapshot, has_clip from grouped_events
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where copy_number > 1;"""
duplicate_events = Event.raw(duplicate_query)
for event in duplicate_events:
logger.debug(f"Removing duplicate: {event.id}")
media_name = f"{event.camera}-{event.id}"
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media_path = Path(f"{os.path.join(CLIPS_DIR, media_name)}.jpg")
media_path.unlink(missing_ok=True)
media_path = Path(f"{os.path.join(CLIPS_DIR, media_name)}-clean.png")
media_path.unlink(missing_ok=True)
media_path = Path(f"{os.path.join(CLIPS_DIR, media_name)}.mp4")
media_path.unlink(missing_ok=True)
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(
Event.delete()
.where(Event.id << [event.id for event in duplicate_events])
.execute()
)
def run(self) -> None:
# only expire events every 5 minutes
while not self.stop_event.wait(300):
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self.expire("clips")
self.expire("snapshots")
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self.purge_duplicates()
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# drop events from db where has_clip and has_snapshot are false
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delete_query = Event.delete().where(
Event.has_clip == False, Event.has_snapshot == False
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)
delete_query.execute()
logger.info(f"Exiting event cleanup...")