blakeblackshear.frigate/frigate/comms/dispatcher.py

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2023-01-13 14:18:15 +01:00
"""Handle communication between Frigate and other applications."""
import datetime
import json
import logging
from abc import ABC, abstractmethod
from typing import Any, Callable, Optional
from frigate.camera import PTZMetrics
from frigate.comms.config_updater import ConfigPublisher
from frigate.config import BirdseyeModeEnum, FrigateConfig
from frigate.const import (
CLEAR_ONGOING_REVIEW_SEGMENTS,
INSERT_MANY_RECORDINGS,
INSERT_PREVIEW,
REQUEST_REGION_GRID,
UPDATE_CAMERA_ACTIVITY,
UPDATE_EVENT_DESCRIPTION,
Use sqlite-vec extension instead of chromadb for embeddings (#14163) * swap sqlite_vec for chroma in requirements * load sqlite_vec in embeddings manager * remove chroma and revamp Embeddings class for sqlite_vec * manual minilm onnx inference * remove chroma in clip model * migrate api from chroma to sqlite_vec * migrate event cleanup from chroma to sqlite_vec * migrate embedding maintainer from chroma to sqlite_vec * genai description for sqlite_vec * load sqlite_vec in main thread db * extend the SqliteQueueDatabase class and use peewee db.execute_sql * search with Event type for similarity * fix similarity search * install and add comment about transformers * fix normalization * add id filter * clean up * clean up * fully remove chroma and add transformers env var * readd uvicorn for fastapi * readd tokenizer parallelism env var * remove chroma from docs * remove chroma from UI * try removing custom pysqlite3 build * hard code limit * optimize queries * revert explore query * fix query * keep building pysqlite3 * single pass fetch and process * remove unnecessary re-embed * update deps * move SqliteVecQueueDatabase to db directory * make search thumbnail take up full size of results box * improve typing * improve model downloading and add status screen * daemon downloading thread * catch case when semantic search is disabled * fix typing * build sqlite_vec from source * resolve conflict * file permissions * try build deps * remove sources * sources * fix thread start * include git in build * reorder embeddings after detectors are started * build with sqlite amalgamation * non-platform specific * use wget instead of curl * remove unzip -d * remove sqlite_vec from requirements and load the compiled version * fix build * avoid race in db connection * add scale_factor and bias to description zscore normalization
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UPDATE_MODEL_STATE,
UPSERT_REVIEW_SEGMENT,
)
from frigate.models import Event, Previews, Recordings, ReviewSegment
from frigate.ptz.onvif import OnvifCommandEnum, OnvifController
Use sqlite-vec extension instead of chromadb for embeddings (#14163) * swap sqlite_vec for chroma in requirements * load sqlite_vec in embeddings manager * remove chroma and revamp Embeddings class for sqlite_vec * manual minilm onnx inference * remove chroma in clip model * migrate api from chroma to sqlite_vec * migrate event cleanup from chroma to sqlite_vec * migrate embedding maintainer from chroma to sqlite_vec * genai description for sqlite_vec * load sqlite_vec in main thread db * extend the SqliteQueueDatabase class and use peewee db.execute_sql * search with Event type for similarity * fix similarity search * install and add comment about transformers * fix normalization * add id filter * clean up * clean up * fully remove chroma and add transformers env var * readd uvicorn for fastapi * readd tokenizer parallelism env var * remove chroma from docs * remove chroma from UI * try removing custom pysqlite3 build * hard code limit * optimize queries * revert explore query * fix query * keep building pysqlite3 * single pass fetch and process * remove unnecessary re-embed * update deps * move SqliteVecQueueDatabase to db directory * make search thumbnail take up full size of results box * improve typing * improve model downloading and add status screen * daemon downloading thread * catch case when semantic search is disabled * fix typing * build sqlite_vec from source * resolve conflict * file permissions * try build deps * remove sources * sources * fix thread start * include git in build * reorder embeddings after detectors are started * build with sqlite amalgamation * non-platform specific * use wget instead of curl * remove unzip -d * remove sqlite_vec from requirements and load the compiled version * fix build * avoid race in db connection * add scale_factor and bias to description zscore normalization
2024-10-07 22:30:45 +02:00
from frigate.types import ModelStatusTypesEnum
from frigate.util.object import get_camera_regions_grid
from frigate.util.services import restart_frigate
logger = logging.getLogger(__name__)
class Communicator(ABC):
"""pub/sub model via specific protocol."""
@abstractmethod
def publish(self, topic: str, payload: Any, retain: bool = False) -> None:
"""Send data via specific protocol."""
pass
@abstractmethod
def subscribe(self, receiver: Callable) -> None:
"""Pass receiver so communicators can pass commands."""
pass
@abstractmethod
def stop(self) -> None:
"""Stop the communicator."""
pass
class Dispatcher:
2023-01-13 14:18:15 +01:00
"""Handle communication between Frigate and communicators."""
def __init__(
self,
config: FrigateConfig,
config_updater: ConfigPublisher,
onvif: OnvifController,
ptz_metrics: dict[str, PTZMetrics],
communicators: list[Communicator],
) -> None:
self.config = config
self.config_updater = config_updater
self.onvif = onvif
self.ptz_metrics = ptz_metrics
self.comms = communicators
self._camera_settings_handlers: dict[str, Callable] = {
"audio": self._on_audio_command,
"detect": self._on_detect_command,
"improve_contrast": self._on_motion_improve_contrast_command,
"ptz_autotracker": self._on_ptz_autotracker_command,
"motion": self._on_motion_command,
"motion_contour_area": self._on_motion_contour_area_command,
"motion_threshold": self._on_motion_threshold_command,
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"recordings": self._on_recordings_command,
"snapshots": self._on_snapshots_command,
"birdseye": self._on_birdseye_command,
"birdseye_mode": self._on_birdseye_mode_command,
}
self._global_settings_handlers: dict[str, Callable] = {
"notifications": self._on_notification_command,
}
for comm in self.comms:
comm.subscribe(self._receive)
self.camera_activity = {}
Use sqlite-vec extension instead of chromadb for embeddings (#14163) * swap sqlite_vec for chroma in requirements * load sqlite_vec in embeddings manager * remove chroma and revamp Embeddings class for sqlite_vec * manual minilm onnx inference * remove chroma in clip model * migrate api from chroma to sqlite_vec * migrate event cleanup from chroma to sqlite_vec * migrate embedding maintainer from chroma to sqlite_vec * genai description for sqlite_vec * load sqlite_vec in main thread db * extend the SqliteQueueDatabase class and use peewee db.execute_sql * search with Event type for similarity * fix similarity search * install and add comment about transformers * fix normalization * add id filter * clean up * clean up * fully remove chroma and add transformers env var * readd uvicorn for fastapi * readd tokenizer parallelism env var * remove chroma from docs * remove chroma from UI * try removing custom pysqlite3 build * hard code limit * optimize queries * revert explore query * fix query * keep building pysqlite3 * single pass fetch and process * remove unnecessary re-embed * update deps * move SqliteVecQueueDatabase to db directory * make search thumbnail take up full size of results box * improve typing * improve model downloading and add status screen * daemon downloading thread * catch case when semantic search is disabled * fix typing * build sqlite_vec from source * resolve conflict * file permissions * try build deps * remove sources * sources * fix thread start * include git in build * reorder embeddings after detectors are started * build with sqlite amalgamation * non-platform specific * use wget instead of curl * remove unzip -d * remove sqlite_vec from requirements and load the compiled version * fix build * avoid race in db connection * add scale_factor and bias to description zscore normalization
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self.model_state = {}
def _receive(self, topic: str, payload: str) -> Optional[Any]:
"""Handle receiving of payload from communicators."""
if topic.endswith("set"):
try:
# example /cam_name/detect/set payload=ON|OFF
if topic.count("/") == 2:
camera_name = topic.split("/")[-3]
command = topic.split("/")[-2]
self._camera_settings_handlers[command](camera_name, payload)
elif topic.count("/") == 1:
command = topic.split("/")[-2]
self._global_settings_handlers[command](payload)
except IndexError:
logger.error(f"Received invalid set command: {topic}")
return
elif topic.endswith("ptz"):
try:
# example /cam_name/ptz payload=MOVE_UP|MOVE_DOWN|STOP...
camera_name = topic.split("/")[-2]
self._on_ptz_command(camera_name, payload)
except IndexError:
logger.error(f"Received invalid ptz command: {topic}")
return
elif topic == "restart":
restart_frigate()
elif topic == INSERT_MANY_RECORDINGS:
Recordings.insert_many(payload).execute()
elif topic == REQUEST_REGION_GRID:
camera = payload
grid = get_camera_regions_grid(
camera,
self.config.cameras[camera].detect,
max(self.config.model.width, self.config.model.height),
)
return grid
elif topic == INSERT_PREVIEW:
Previews.insert(payload).execute()
elif topic == UPSERT_REVIEW_SEGMENT:
(
ReviewSegment.insert(payload)
.on_conflict(
conflict_target=[ReviewSegment.id],
update=payload,
)
.execute()
)
elif topic == CLEAR_ONGOING_REVIEW_SEGMENTS:
ReviewSegment.update(end_time=datetime.datetime.now().timestamp()).where(
ReviewSegment.end_time == None
).execute()
elif topic == UPDATE_CAMERA_ACTIVITY:
self.camera_activity = payload
elif topic == UPDATE_EVENT_DESCRIPTION:
event: Event = Event.get(Event.id == payload["id"])
event.data["description"] = payload["description"]
event.save()
self.publish(
"event_update",
json.dumps({"id": event.id, "description": event.data["description"]}),
)
Use sqlite-vec extension instead of chromadb for embeddings (#14163) * swap sqlite_vec for chroma in requirements * load sqlite_vec in embeddings manager * remove chroma and revamp Embeddings class for sqlite_vec * manual minilm onnx inference * remove chroma in clip model * migrate api from chroma to sqlite_vec * migrate event cleanup from chroma to sqlite_vec * migrate embedding maintainer from chroma to sqlite_vec * genai description for sqlite_vec * load sqlite_vec in main thread db * extend the SqliteQueueDatabase class and use peewee db.execute_sql * search with Event type for similarity * fix similarity search * install and add comment about transformers * fix normalization * add id filter * clean up * clean up * fully remove chroma and add transformers env var * readd uvicorn for fastapi * readd tokenizer parallelism env var * remove chroma from docs * remove chroma from UI * try removing custom pysqlite3 build * hard code limit * optimize queries * revert explore query * fix query * keep building pysqlite3 * single pass fetch and process * remove unnecessary re-embed * update deps * move SqliteVecQueueDatabase to db directory * make search thumbnail take up full size of results box * improve typing * improve model downloading and add status screen * daemon downloading thread * catch case when semantic search is disabled * fix typing * build sqlite_vec from source * resolve conflict * file permissions * try build deps * remove sources * sources * fix thread start * include git in build * reorder embeddings after detectors are started * build with sqlite amalgamation * non-platform specific * use wget instead of curl * remove unzip -d * remove sqlite_vec from requirements and load the compiled version * fix build * avoid race in db connection * add scale_factor and bias to description zscore normalization
2024-10-07 22:30:45 +02:00
elif topic == UPDATE_MODEL_STATE:
model = payload["model"]
state = payload["state"]
self.model_state[model] = ModelStatusTypesEnum[state]
self.publish("model_state", json.dumps(self.model_state))
elif topic == "modelState":
model_state = self.model_state.copy()
self.publish("model_state", json.dumps(model_state))
elif topic == "onConnect":
camera_status = self.camera_activity.copy()
for camera in camera_status.keys():
camera_status[camera]["config"] = {
"detect": self.config.cameras[camera].detect.enabled,
"snapshots": self.config.cameras[camera].snapshots.enabled,
"record": self.config.cameras[camera].record.enabled,
"audio": self.config.cameras[camera].audio.enabled,
"autotracking": self.config.cameras[
camera
].onvif.autotracking.enabled,
}
self.publish("camera_activity", json.dumps(camera_status))
else:
self.publish(topic, payload, retain=False)
def publish(self, topic: str, payload: Any, retain: bool = False) -> None:
"""Handle publishing to communicators."""
for comm in self.comms:
comm.publish(topic, payload, retain)
def stop(self) -> None:
for comm in self.comms:
comm.stop()
def _on_detect_command(self, camera_name: str, payload: str) -> None:
"""Callback for detect topic."""
detect_settings = self.config.cameras[camera_name].detect
motion_settings = self.config.cameras[camera_name].motion
if payload == "ON":
if not detect_settings.enabled:
logger.info(f"Turning on detection for {camera_name}")
detect_settings.enabled = True
if not motion_settings.enabled:
logger.info(
f"Turning on motion for {camera_name} due to detection being enabled."
)
motion_settings.enabled = True
self.config_updater.publish(
f"config/motion/{camera_name}", motion_settings
)
self.publish(f"{camera_name}/motion/state", payload, retain=True)
elif payload == "OFF":
if detect_settings.enabled:
logger.info(f"Turning off detection for {camera_name}")
detect_settings.enabled = False
self.config_updater.publish(f"config/detect/{camera_name}", detect_settings)
self.publish(f"{camera_name}/detect/state", payload, retain=True)
def _on_motion_command(self, camera_name: str, payload: str) -> None:
"""Callback for motion topic."""
detect_settings = self.config.cameras[camera_name].detect
motion_settings = self.config.cameras[camera_name].motion
if payload == "ON":
if not motion_settings.enabled:
logger.info(f"Turning on motion for {camera_name}")
motion_settings.enabled = True
elif payload == "OFF":
if detect_settings.enabled:
logger.error(
"Turning off motion is not allowed when detection is enabled."
)
return
if motion_settings.enabled:
logger.info(f"Turning off motion for {camera_name}")
motion_settings.enabled = False
self.config_updater.publish(f"config/motion/{camera_name}", motion_settings)
self.publish(f"{camera_name}/motion/state", payload, retain=True)
def _on_motion_improve_contrast_command(
self, camera_name: str, payload: str
) -> None:
"""Callback for improve_contrast topic."""
motion_settings = self.config.cameras[camera_name].motion
if payload == "ON":
if not motion_settings.improve_contrast:
logger.info(f"Turning on improve contrast for {camera_name}")
motion_settings.improve_contrast = True # type: ignore[union-attr]
elif payload == "OFF":
if motion_settings.improve_contrast:
logger.info(f"Turning off improve contrast for {camera_name}")
motion_settings.improve_contrast = False # type: ignore[union-attr]
self.config_updater.publish(f"config/motion/{camera_name}", motion_settings)
self.publish(f"{camera_name}/improve_contrast/state", payload, retain=True)
def _on_ptz_autotracker_command(self, camera_name: str, payload: str) -> None:
"""Callback for ptz_autotracker topic."""
ptz_autotracker_settings = self.config.cameras[camera_name].onvif.autotracking
if payload == "ON":
if not self.config.cameras[
camera_name
].onvif.autotracking.enabled_in_config:
logger.error(
"Autotracking must be enabled in the config to be turned on via MQTT."
)
return
if not self.ptz_metrics[camera_name].autotracker_enabled.value:
logger.info(f"Turning on ptz autotracker for {camera_name}")
self.ptz_metrics[camera_name].autotracker_enabled.value = True
self.ptz_metrics[camera_name].start_time.value = 0
ptz_autotracker_settings.enabled = True
elif payload == "OFF":
if self.ptz_metrics[camera_name].autotracker_enabled.value:
logger.info(f"Turning off ptz autotracker for {camera_name}")
self.ptz_metrics[camera_name].autotracker_enabled.value = False
self.ptz_metrics[camera_name].start_time.value = 0
ptz_autotracker_settings.enabled = False
self.publish(f"{camera_name}/ptz_autotracker/state", payload, retain=True)
def _on_motion_contour_area_command(self, camera_name: str, payload: int) -> None:
"""Callback for motion contour topic."""
try:
payload = int(payload)
except ValueError:
f"Received unsupported value for motion contour area: {payload}"
return
motion_settings = self.config.cameras[camera_name].motion
logger.info(f"Setting motion contour area for {camera_name}: {payload}")
motion_settings.contour_area = payload # type: ignore[union-attr]
self.config_updater.publish(f"config/motion/{camera_name}", motion_settings)
self.publish(f"{camera_name}/motion_contour_area/state", payload, retain=True)
def _on_motion_threshold_command(self, camera_name: str, payload: int) -> None:
"""Callback for motion threshold topic."""
try:
payload = int(payload)
except ValueError:
f"Received unsupported value for motion threshold: {payload}"
return
motion_settings = self.config.cameras[camera_name].motion
logger.info(f"Setting motion threshold for {camera_name}: {payload}")
motion_settings.threshold = payload # type: ignore[union-attr]
self.config_updater.publish(f"config/motion/{camera_name}", motion_settings)
self.publish(f"{camera_name}/motion_threshold/state", payload, retain=True)
def _on_notification_command(self, payload: str) -> None:
"""Callback for notification topic."""
if payload != "ON" and payload != "OFF":
f"Received unsupported value for notification: {payload}"
return
notification_settings = self.config.notifications
logger.info(f"Setting notifications: {payload}")
notification_settings.enabled = payload == "ON" # type: ignore[union-attr]
self.config_updater.publish("config/notifications", notification_settings)
self.publish("notifications/state", payload, retain=True)
def _on_audio_command(self, camera_name: str, payload: str) -> None:
"""Callback for audio topic."""
audio_settings = self.config.cameras[camera_name].audio
if payload == "ON":
if not self.config.cameras[camera_name].audio.enabled_in_config:
logger.error(
"Audio detection must be enabled in the config to be turned on via MQTT."
)
return
if not audio_settings.enabled:
logger.info(f"Turning on audio detection for {camera_name}")
audio_settings.enabled = True
elif payload == "OFF":
if audio_settings.enabled:
logger.info(f"Turning off audio detection for {camera_name}")
audio_settings.enabled = False
self.config_updater.publish(f"config/audio/{camera_name}", audio_settings)
self.publish(f"{camera_name}/audio/state", payload, retain=True)
def _on_recordings_command(self, camera_name: str, payload: str) -> None:
"""Callback for recordings topic."""
record_settings = self.config.cameras[camera_name].record
if payload == "ON":
if not self.config.cameras[camera_name].record.enabled_in_config:
logger.error(
"Recordings must be enabled in the config to be turned on via MQTT."
)
return
if not record_settings.enabled:
logger.info(f"Turning on recordings for {camera_name}")
record_settings.enabled = True
elif payload == "OFF":
if record_settings.enabled:
logger.info(f"Turning off recordings for {camera_name}")
record_settings.enabled = False
self.config_updater.publish(f"config/record/{camera_name}", record_settings)
self.publish(f"{camera_name}/recordings/state", payload, retain=True)
def _on_snapshots_command(self, camera_name: str, payload: str) -> None:
"""Callback for snapshots topic."""
snapshots_settings = self.config.cameras[camera_name].snapshots
if payload == "ON":
if not snapshots_settings.enabled:
logger.info(f"Turning on snapshots for {camera_name}")
snapshots_settings.enabled = True
elif payload == "OFF":
if snapshots_settings.enabled:
logger.info(f"Turning off snapshots for {camera_name}")
snapshots_settings.enabled = False
self.publish(f"{camera_name}/snapshots/state", payload, retain=True)
def _on_ptz_command(self, camera_name: str, payload: str) -> None:
"""Callback for ptz topic."""
try:
if "preset" in payload.lower():
command = OnvifCommandEnum.preset
param = payload.lower()[payload.index("_") + 1 :]
elif "move_relative" in payload.lower():
command = OnvifCommandEnum.move_relative
param = payload.lower()[payload.index("_") + 1 :]
else:
command = OnvifCommandEnum[payload.lower()]
param = ""
self.onvif.handle_command(camera_name, command, param)
logger.info(f"Setting ptz command to {command} for {camera_name}")
except KeyError as k:
logger.error(f"Invalid PTZ command {payload}: {k}")
def _on_birdseye_command(self, camera_name: str, payload: str) -> None:
"""Callback for birdseye topic."""
birdseye_settings = self.config.cameras[camera_name].birdseye
if payload == "ON":
if not birdseye_settings.enabled:
logger.info(f"Turning on birdseye for {camera_name}")
birdseye_settings.enabled = True
elif payload == "OFF":
if birdseye_settings.enabled:
logger.info(f"Turning off birdseye for {camera_name}")
birdseye_settings.enabled = False
self.config_updater.publish(f"config/birdseye/{camera_name}", birdseye_settings)
self.publish(f"{camera_name}/birdseye/state", payload, retain=True)
def _on_birdseye_mode_command(self, camera_name: str, payload: str) -> None:
"""Callback for birdseye mode topic."""
if payload not in ["CONTINUOUS", "MOTION", "OBJECTS"]:
logger.info(f"Invalid birdseye_mode command: {payload}")
return
birdseye_settings = self.config.cameras[camera_name].birdseye
if not birdseye_settings.enabled:
logger.info(f"Birdseye mode not enabled for {camera_name}")
return
birdseye_settings.mode = BirdseyeModeEnum(payload.lower())
logger.info(
f"Setting birdseye mode for {camera_name} to {birdseye_settings.mode}"
)
self.config_updater.publish(f"config/birdseye/{camera_name}", birdseye_settings)
self.publish(f"{camera_name}/birdseye_mode/state", payload, retain=True)