Merge pull request #603 from pipecat-ai/aleix/silero-vad-processor-fixes
vad: add support for interruption to SileroVAD processor
This commit is contained in:
10
CHANGELOG.md
10
CHANGELOG.md
@@ -12,6 +12,16 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
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- Renamed `OpenAILLMServiceRealtimeBeta` to `OpenAIRealtimeBetaLLMService` to
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- Renamed `OpenAILLMServiceRealtimeBeta` to `OpenAIRealtimeBetaLLMService` to
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match other services.
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match other services.
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### Fixed
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- Fixed `SileroVAD` processor to support interruptions properly.
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### Other
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- Added `examples/foundational/07-interruptible-vad.py`. This is the same as
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`07-interruptible.py` but using the `SileroVAD` processor instead of passing
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the `VADAnalyzer` in the transport.
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## [0.0.45] - 2024-10-16
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## [0.0.45] - 2024-10-16
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### Changed
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### Changed
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106
examples/foundational/07-interruptible-vad.py
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106
examples/foundational/07-interruptible-vad.py
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@@ -0,0 +1,106 @@
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#
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# Copyright (c) 2024, Daily
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#
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# SPDX-License-Identifier: BSD 2-Clause License
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#
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import asyncio
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import aiohttp
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import os
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import sys
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from pipecat.frames.frames import LLMMessagesFrame
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from pipecat.pipeline.pipeline import Pipeline
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from pipecat.pipeline.runner import PipelineRunner
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from pipecat.pipeline.task import PipelineParams, PipelineTask
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from pipecat.processors.aggregators.llm_response import (
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LLMAssistantResponseAggregator,
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LLMUserResponseAggregator,
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)
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from pipecat.services.cartesia import CartesiaTTSService
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from pipecat.services.openai import OpenAILLMService
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from pipecat.transports.services.daily import DailyParams, DailyTransport
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from pipecat.vad.silero import SileroVAD
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from runner import configure
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from loguru import logger
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from dotenv import load_dotenv
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load_dotenv(override=True)
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logger.remove(0)
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logger.add(sys.stderr, level="DEBUG")
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async def main():
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async with aiohttp.ClientSession() as session:
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(room_url, token) = await configure(session)
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transport = DailyTransport(
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room_url,
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token,
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"Respond bot",
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DailyParams(
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audio_in_enabled=True,
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audio_out_enabled=True,
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transcription_enabled=True,
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),
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)
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vad = SileroVAD()
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tts = CartesiaTTSService(
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api_key=os.getenv("CARTESIA_API_KEY"),
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voice_id="79a125e8-cd45-4c13-8a67-188112f4dd22", # British Lady
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)
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llm = OpenAILLMService(api_key=os.getenv("OPENAI_API_KEY"), model="gpt-4o")
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messages = [
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{
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"role": "system",
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"content": "You are a helpful LLM in a WebRTC call. Your goal is to demonstrate your capabilities in a succinct way. Your output will be converted to audio so don't include special characters in your answers. Respond to what the user said in a creative and helpful way.",
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},
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]
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tma_in = LLMUserResponseAggregator(messages)
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tma_out = LLMAssistantResponseAggregator(messages)
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pipeline = Pipeline(
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[
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transport.input(), # Transport user input
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vad,
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tma_in, # User responses
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llm, # LLM
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tts, # TTS
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transport.output(), # Transport bot output
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tma_out, # Assistant spoken responses
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]
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)
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task = PipelineTask(
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pipeline,
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PipelineParams(
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allow_interruptions=True,
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enable_metrics=True,
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enable_usage_metrics=True,
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report_only_initial_ttfb=True,
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),
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)
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@transport.event_handler("on_first_participant_joined")
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async def on_first_participant_joined(transport, participant):
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transport.capture_participant_transcription(participant["id"])
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# Kick off the conversation.
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messages.append({"role": "system", "content": "Please introduce yourself to the user."})
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await task.queue_frames([LLMMessagesFrame(messages)])
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runner = PipelineRunner()
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await runner.run(task)
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if __name__ == "__main__":
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asyncio.run(main())
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@@ -11,6 +11,8 @@ import numpy as np
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from pipecat.frames.frames import (
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from pipecat.frames.frames import (
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AudioRawFrame,
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AudioRawFrame,
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Frame,
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Frame,
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StartInterruptionFrame,
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StopInterruptionFrame,
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UserStartedSpeakingFrame,
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UserStartedSpeakingFrame,
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UserStoppedSpeakingFrame,
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UserStoppedSpeakingFrame,
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)
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)
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@@ -200,6 +202,27 @@ class SileroVAD(FrameProcessor):
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else:
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else:
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await self.push_frame(frame, direction)
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await self.push_frame(frame, direction)
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#
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# Handle interruptions
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#
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async def _handle_interruptions(self, frame: Frame):
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if self.interruptions_allowed:
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# Make sure we notify about interruptions quickly out-of-band.
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if isinstance(frame, UserStartedSpeakingFrame):
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logger.debug("User started speaking")
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await self._start_interruption()
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# Push an out-of-band frame (i.e. not using the ordered push
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# frame task) to stop everything, specially at the output
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# transport.
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await self.push_frame(StartInterruptionFrame())
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elif isinstance(frame, UserStoppedSpeakingFrame):
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logger.debug("User stopped speaking")
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await self._stop_interruption()
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await self.push_frame(StopInterruptionFrame())
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await self.push_frame(frame)
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async def _analyze_audio(self, frame: AudioRawFrame):
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async def _analyze_audio(self, frame: AudioRawFrame):
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# Check VAD and push event if necessary. We just care about changes
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# Check VAD and push event if necessary. We just care about changes
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# from QUIET to SPEAKING and vice versa.
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# from QUIET to SPEAKING and vice versa.
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@@ -217,5 +240,6 @@ class SileroVAD(FrameProcessor):
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new_frame = UserStoppedSpeakingFrame()
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new_frame = UserStoppedSpeakingFrame()
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if new_frame:
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if new_frame:
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await self.push_frame(new_frame)
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await self._handle_interruptions(new_frame)
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self._processor_vad_state = new_vad_state
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self._processor_vad_state = new_vad_state
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