audio: add new VADProcessor

This commit is contained in:
Aleix Conchillo Flaqué
2026-01-28 10:58:58 -08:00
parent c92080b0d2
commit b486f35c70
2 changed files with 243 additions and 0 deletions

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#
# Copyright (c) 2024-2026, Daily
#
# SPDX-License-Identifier: BSD 2-Clause License
#
"""Voice Activity Detection processor for detecting speech in audio streams.
This module provides a VADProcessor that wraps a VADController to process
audio frames and push VAD-related frames into the pipeline.
"""
from typing import Type
from loguru import logger
from pipecat.audio.vad.vad_analyzer import VADAnalyzer
from pipecat.audio.vad.vad_controller import VADController
from pipecat.frames.frames import (
Frame,
UserSpeakingFrame,
VADUserStartedSpeakingFrame,
VADUserStoppedSpeakingFrame,
)
from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
class VADProcessor(FrameProcessor):
"""Processes audio frames through voice activity detection.
This processor wraps a VADController to detect speech in audio streams
and push VAD frames into the pipeline:
- ``VADUserStartedSpeakingFrame``: Pushed when speech begins.
- ``VADUserStoppedSpeakingFrame``: Pushed when speech ends.
- ``UserSpeakingFrame``: Pushed periodically while speech is detected.
Example::
vad_processor = VADProcessor(vad_analyzer=SileroVADAnalyzer())
"""
def __init__(
self,
*,
vad_analyzer: VADAnalyzer,
speech_activity_period: float = 0.2,
**kwargs,
):
"""Initialize the VAD processor.
Args:
vad_analyzer: The VADAnalyzer instance for processing audio.
speech_activity_period: Minimum interval in seconds between
UserSpeakingFrame pushes. Defaults to 0.2.
**kwargs: Additional arguments passed to parent class.
"""
super().__init__(**kwargs)
self._vad_controller = VADController(
vad_analyzer, speech_activity_period=speech_activity_period
)
# Push VAD frames when speech events are detected
@self._vad_controller.event_handler("on_speech_started")
async def on_speech_started(_controller):
logger.debug(f"{self}: User started speaking")
await self.push_frame(VADUserStartedSpeakingFrame())
@self._vad_controller.event_handler("on_speech_stopped")
async def on_speech_stopped(_controller):
logger.debug(f"{self}: User stopped speaking")
await self.push_frame(VADUserStoppedSpeakingFrame())
@self._vad_controller.event_handler("on_speech_activity")
async def on_speech_activity(_controller):
await self.push_frame(UserSpeakingFrame())
# Wire up frame pushing from controller to processor
@self._vad_controller.event_handler("on_push_frame")
async def on_push_frame(_controller, frame: Frame, direction: FrameDirection):
await self.push_frame(frame, direction)
@self._vad_controller.event_handler("on_broadcast_frame")
async def on_broadcast_frame(_controller, frame_cls: Type[Frame], **kwargs):
await self.broadcast_frame(frame_cls, **kwargs)
async def process_frame(self, frame: Frame, direction: FrameDirection):
"""Process a frame through VAD and forward it.
Args:
frame: The frame to process.
direction: The direction of frame flow in the pipeline.
"""
await super().process_frame(frame, direction)
# Let the VAD controller handle the frame
await self._vad_controller.process_frame(frame)
# Always forward the frame
await self.push_frame(frame, direction)

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tests/test_vad_processor.py Normal file
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#
# Copyright (c) 2024-2026, Daily
#
# SPDX-License-Identifier: BSD 2-Clause License
#
import unittest
from typing import List
from pipecat.audio.vad.vad_analyzer import VADAnalyzer, VADState
from pipecat.frames.frames import (
InputAudioRawFrame,
UserSpeakingFrame,
VADUserStartedSpeakingFrame,
VADUserStoppedSpeakingFrame,
)
from pipecat.processors.audio.vad_processor import VADProcessor
from pipecat.tests.utils import run_test
class MockVADAnalyzer(VADAnalyzer):
"""A mock VAD analyzer that returns states from a predefined sequence."""
def __init__(self, states: List[VADState]):
super().__init__(sample_rate=16000)
self._states = list(states)
self._call_index = 0
def num_frames_required(self) -> int:
return 512
def voice_confidence(self, buffer: bytes) -> float:
return 0.9
async def analyze_audio(self, buffer: bytes) -> VADState:
if self._call_index < len(self._states):
state = self._states[self._call_index]
self._call_index += 1
return state
return VADState.QUIET
class TestVADProcessor(unittest.IsolatedAsyncioTestCase):
def _make_audio_frame(self):
return InputAudioRawFrame(audio=b"\x00" * 1024, sample_rate=16000, num_channels=1)
async def test_forwards_audio_frames(self):
"""Test that audio frames are forwarded downstream."""
analyzer = MockVADAnalyzer([VADState.QUIET])
processor = VADProcessor(vad_analyzer=analyzer)
await run_test(
processor,
frames_to_send=[self._make_audio_frame()],
expected_down_frames=[InputAudioRawFrame],
)
async def test_pushes_started_speaking_frame(self):
"""Test that VADUserStartedSpeakingFrame is pushed when speech starts."""
analyzer = MockVADAnalyzer([VADState.QUIET, VADState.SPEAKING])
processor = VADProcessor(vad_analyzer=analyzer)
await run_test(
processor,
frames_to_send=[self._make_audio_frame(), self._make_audio_frame()],
expected_down_frames=[
InputAudioRawFrame,
VADUserStartedSpeakingFrame,
UserSpeakingFrame,
InputAudioRawFrame,
],
)
async def test_pushes_stopped_speaking_frame(self):
"""Test that VADUserStoppedSpeakingFrame is pushed when speech stops."""
analyzer = MockVADAnalyzer([VADState.SPEAKING, VADState.QUIET])
processor = VADProcessor(vad_analyzer=analyzer)
await run_test(
processor,
frames_to_send=[self._make_audio_frame(), self._make_audio_frame()],
expected_down_frames=[
VADUserStartedSpeakingFrame,
UserSpeakingFrame,
InputAudioRawFrame,
VADUserStoppedSpeakingFrame,
InputAudioRawFrame,
],
)
async def test_pushes_user_speaking_frame(self):
"""Test that UserSpeakingFrame is pushed while speaking."""
analyzer = MockVADAnalyzer([VADState.SPEAKING, VADState.SPEAKING])
processor = VADProcessor(vad_analyzer=analyzer)
await run_test(
processor,
frames_to_send=[self._make_audio_frame(), self._make_audio_frame()],
expected_down_frames=[
VADUserStartedSpeakingFrame,
UserSpeakingFrame,
InputAudioRawFrame,
UserSpeakingFrame,
InputAudioRawFrame,
],
)
async def test_no_vad_frames_on_starting_state(self):
"""Test that STARTING state doesn't push VAD frames."""
analyzer = MockVADAnalyzer([VADState.STARTING])
processor = VADProcessor(vad_analyzer=analyzer)
await run_test(
processor,
frames_to_send=[self._make_audio_frame()],
expected_down_frames=[InputAudioRawFrame],
)
async def test_no_vad_frames_on_stopping_state(self):
"""Test that STOPPING state doesn't push VAD frames."""
analyzer = MockVADAnalyzer([VADState.STOPPING])
processor = VADProcessor(vad_analyzer=analyzer)
await run_test(
processor,
frames_to_send=[self._make_audio_frame()],
expected_down_frames=[InputAudioRawFrame],
)
async def test_no_vad_frames_when_quiet(self):
"""Test that no VAD frames are pushed when staying quiet."""
analyzer = MockVADAnalyzer([VADState.QUIET, VADState.QUIET])
processor = VADProcessor(vad_analyzer=analyzer)
await run_test(
processor,
frames_to_send=[self._make_audio_frame(), self._make_audio_frame()],
expected_down_frames=[InputAudioRawFrame, InputAudioRawFrame],
)
if __name__ == "__main__":
unittest.main()