mirror of
https://github.com/blakeblackshear/frigate.git
synced 2024-11-21 19:07:46 +01:00
Expose dBFS when doing audio analysis (#6979)
* Expose dBFS when doing audio analysis * Implement metadata communicator * revert test changes * Reverting the tests changes. For real this time * Address feedback * Address feedback * Address feedback * Address feedback
This commit is contained in:
parent
2d52fbd8e8
commit
b909ff4ecb
@ -18,6 +18,7 @@ from playhouse.sqlite_ext import SqliteExtDatabase
|
||||
from playhouse.sqliteq import SqliteQueueDatabase
|
||||
|
||||
from frigate.comms.dispatcher import Communicator, Dispatcher
|
||||
from frigate.comms.inter_process import InterProcessCommunicator
|
||||
from frigate.comms.mqtt import MqttClient
|
||||
from frigate.comms.ws import WebSocketClient
|
||||
from frigate.config import FrigateConfig
|
||||
@ -226,6 +227,9 @@ class FrigateApp:
|
||||
# Queue for timeline events
|
||||
self.timeline_queue: Queue = ff.Queue(DEFAULT_QUEUE_BUFFER_SIZE)
|
||||
|
||||
# Queue for inter process communication
|
||||
self.inter_process_queue: Queue = ff.Queue(DEFAULT_QUEUE_BUFFER_SIZE)
|
||||
|
||||
def init_database(self) -> None:
|
||||
def vacuum_db(db: SqliteExtDatabase) -> None:
|
||||
db.execute_sql("VACUUM;")
|
||||
@ -314,6 +318,11 @@ class FrigateApp:
|
||||
self.config, self.event_queue
|
||||
)
|
||||
|
||||
def init_inter_process_communicator(self) -> None:
|
||||
self.inter_process_communicator = InterProcessCommunicator(
|
||||
self.inter_process_queue
|
||||
)
|
||||
|
||||
def init_web_server(self) -> None:
|
||||
self.flask_app = create_app(
|
||||
self.config,
|
||||
@ -336,6 +345,8 @@ class FrigateApp:
|
||||
comms.append(MqttClient(self.config))
|
||||
|
||||
comms.append(WebSocketClient(self.config))
|
||||
comms.append(self.inter_process_communicator)
|
||||
|
||||
self.dispatcher = Dispatcher(
|
||||
self.config,
|
||||
self.onvif_controller,
|
||||
@ -466,7 +477,11 @@ class FrigateApp:
|
||||
audio_process = mp.Process(
|
||||
target=listen_to_audio,
|
||||
name="audio_capture",
|
||||
args=(self.config, self.feature_metrics),
|
||||
args=(
|
||||
self.config,
|
||||
self.feature_metrics,
|
||||
self.inter_process_communicator,
|
||||
),
|
||||
)
|
||||
audio_process.daemon = True
|
||||
audio_process.start()
|
||||
@ -559,6 +574,7 @@ class FrigateApp:
|
||||
self.init_recording_manager()
|
||||
self.init_go2rtc()
|
||||
self.bind_database()
|
||||
self.init_inter_process_communicator()
|
||||
self.init_dispatcher()
|
||||
except Exception as e:
|
||||
print(e)
|
||||
@ -630,6 +646,7 @@ class FrigateApp:
|
||||
self.detected_frames_queue,
|
||||
self.recordings_info_queue,
|
||||
self.log_queue,
|
||||
self.inter_process_queue,
|
||||
]:
|
||||
while not queue.empty():
|
||||
queue.get_nowait()
|
||||
|
@ -86,6 +86,8 @@ class Dispatcher:
|
||||
return
|
||||
elif topic == "restart":
|
||||
restart_frigate()
|
||||
else:
|
||||
self.publish(topic, payload, retain=False)
|
||||
|
||||
def publish(self, topic: str, payload: Any, retain: bool = False) -> None:
|
||||
"""Handle publishing to communicators."""
|
||||
|
40
frigate/comms/inter_process.py
Normal file
40
frigate/comms/inter_process.py
Normal file
@ -0,0 +1,40 @@
|
||||
import multiprocessing as mp
|
||||
import queue
|
||||
import threading
|
||||
from multiprocessing.synchronize import Event as MpEvent
|
||||
from typing import Callable
|
||||
|
||||
from faster_fifo import Queue
|
||||
|
||||
from frigate.comms.dispatcher import Communicator
|
||||
|
||||
|
||||
class InterProcessCommunicator(Communicator):
|
||||
def __init__(self, queue: Queue) -> None:
|
||||
self.queue = queue
|
||||
self.stop_event: MpEvent = mp.Event()
|
||||
|
||||
def publish(self, topic: str, payload: str, retain: bool) -> None:
|
||||
"""There is no communication back to the processes."""
|
||||
pass
|
||||
|
||||
def subscribe(self, receiver: Callable) -> None:
|
||||
self._dispatcher = receiver
|
||||
self.reader_thread = threading.Thread(target=self.read)
|
||||
self.reader_thread.start()
|
||||
|
||||
def read(self) -> None:
|
||||
while not self.stop_event.is_set():
|
||||
try:
|
||||
(
|
||||
topic,
|
||||
value,
|
||||
) = self.queue.get(True, 1)
|
||||
except queue.Empty:
|
||||
continue
|
||||
|
||||
self._dispatcher(topic, value)
|
||||
|
||||
def stop(self) -> None:
|
||||
self.stop_event.set()
|
||||
self.reader_thread.join()
|
@ -7,12 +7,13 @@ import os
|
||||
import signal
|
||||
import threading
|
||||
from types import FrameType
|
||||
from typing import Optional
|
||||
from typing import Optional, Tuple
|
||||
|
||||
import numpy as np
|
||||
import requests
|
||||
from setproctitle import setproctitle
|
||||
|
||||
from frigate.comms.inter_process import InterProcessCommunicator
|
||||
from frigate.config import CameraConfig, FrigateConfig
|
||||
from frigate.const import (
|
||||
AUDIO_DURATION,
|
||||
@ -51,6 +52,7 @@ def get_ffmpeg_command(input_args: list[str], input_path: str, pipe: str) -> lis
|
||||
def listen_to_audio(
|
||||
config: FrigateConfig,
|
||||
process_info: dict[str, FeatureMetricsTypes],
|
||||
inter_process_communicator: InterProcessCommunicator,
|
||||
) -> None:
|
||||
stop_event = mp.Event()
|
||||
audio_threads: list[threading.Thread] = []
|
||||
@ -74,7 +76,9 @@ def listen_to_audio(
|
||||
|
||||
for camera in config.cameras.values():
|
||||
if camera.enabled and camera.audio.enabled_in_config:
|
||||
audio = AudioEventMaintainer(camera, process_info, stop_event)
|
||||
audio = AudioEventMaintainer(
|
||||
camera, process_info, stop_event, inter_process_communicator
|
||||
)
|
||||
audio_threads.append(audio)
|
||||
audio.start()
|
||||
|
||||
@ -144,11 +148,13 @@ class AudioEventMaintainer(threading.Thread):
|
||||
camera: CameraConfig,
|
||||
feature_metrics: dict[str, FeatureMetricsTypes],
|
||||
stop_event: mp.Event,
|
||||
inter_process_communicator: InterProcessCommunicator,
|
||||
) -> None:
|
||||
threading.Thread.__init__(self)
|
||||
self.name = f"{camera.name}_audio_event_processor"
|
||||
self.config = camera
|
||||
self.feature_metrics = feature_metrics
|
||||
self.inter_process_communicator = inter_process_communicator
|
||||
self.detections: dict[dict[str, any]] = feature_metrics
|
||||
self.stop_event = stop_event
|
||||
self.detector = AudioTfl(stop_event)
|
||||
@ -169,7 +175,8 @@ class AudioEventMaintainer(threading.Thread):
|
||||
if not self.feature_metrics[self.config.name]["audio_enabled"].value:
|
||||
return
|
||||
|
||||
rms = np.sqrt(np.mean(np.absolute(np.square(audio.astype(np.float32)))))
|
||||
audio_as_float = audio.astype(np.float32)
|
||||
rms, _ = self.calculate_audio_levels(audio_as_float)
|
||||
|
||||
# only run audio detection when volume is above min_volume
|
||||
if rms >= self.config.audio.min_volume:
|
||||
@ -184,6 +191,23 @@ class AudioEventMaintainer(threading.Thread):
|
||||
|
||||
self.expire_detections()
|
||||
|
||||
def calculate_audio_levels(self, audio_as_float: np.float32) -> Tuple[float, float]:
|
||||
# Calculate RMS (Root-Mean-Square) which represents the average signal amplitude
|
||||
# Note: np.float32 isn't serializable, we must use np.float64 to publish the message
|
||||
rms = np.sqrt(np.mean(np.absolute(audio_as_float**2)))
|
||||
|
||||
# Transform RMS to dBFS (decibels relative to full scale)
|
||||
dBFS = 20 * np.log10(np.abs(rms) / AUDIO_MAX_BIT_RANGE)
|
||||
|
||||
self.inter_process_communicator.queue.put(
|
||||
(f"{self.config.name}/audio/dBFS", float(dBFS))
|
||||
)
|
||||
self.inter_process_communicator.queue.put(
|
||||
(f"{self.config.name}/audio/rms", float(rms))
|
||||
)
|
||||
|
||||
return float(rms), float(dBFS)
|
||||
|
||||
def handle_detection(self, label: str, score: float) -> None:
|
||||
if self.detections.get(label):
|
||||
self.detections[label][
|
||||
|
Loading…
Reference in New Issue
Block a user