Add AssemblyAI STT service
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154
src/pipecat/services/assemblyai.py
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154
src/pipecat/services/assemblyai.py
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import asyncio
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from typing import AsyncGenerator
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from loguru import logger
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from pipecat.frames.frames import (
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CancelFrame,
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EndFrame,
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ErrorFrame,
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Frame,
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InterimTranscriptionFrame,
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StartFrame,
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TranscriptionFrame,
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)
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from pipecat.services.ai_services import STTService
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from pipecat.transcriptions.language import Language
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from pipecat.utils.time import time_now_iso8601
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try:
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import assemblyai as aai
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from assemblyai import AudioEncoding
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except ModuleNotFoundError as e:
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logger.error(f"Exception: {e}")
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logger.error(
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"In order to use AssemblyAI, you need to `pip install pipecat-ai[assemblyai]`. Also, set `ASSEMBLYAI_API_KEY` environment variable."
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)
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raise Exception(f"Missing module: {e}")
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class AssemblyAISTTService(STTService):
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def __init__(
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self,
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*,
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api_key: str,
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sample_rate: int = 16000,
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encoding: AudioEncoding = AudioEncoding("pcm_s16le"),
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language=Language.EN, # Only English is supported for Realtime
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**kwargs,
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):
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super().__init__(**kwargs)
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aai.settings.api_key = api_key
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self._transcriber: aai.RealtimeTranscriber | None = None
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# Store reference to the main event loop for use in callback functions
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self._loop = asyncio.get_event_loop()
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self._settings = {
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"sample_rate": sample_rate,
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"encoding": encoding,
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"language": language,
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}
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async def set_language(self, language: Language):
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logger.info(f"Switching STT language to: [{language}]")
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self._settings["language"] = language
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await self._disconnect()
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await self._connect()
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async def start(self, frame: StartFrame):
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await super().start(frame)
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await self._connect()
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async def stop(self, frame: EndFrame):
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await super().stop(frame)
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await self._disconnect()
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async def cancel(self, frame: CancelFrame):
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await super().cancel(frame)
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await self._disconnect()
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async def run_stt(self, audio: bytes) -> AsyncGenerator[Frame, None]:
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"""
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Process an audio chunk for STT transcription.
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This method streams the audio data to AssemblyAI for real-time transcription.
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Transcription results are handled asynchronously via callback functions.
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:param audio: Audio data as bytes
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:yield: None (transcription frames are pushed via self.push_frame in callbacks)
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"""
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if self._transcriber:
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await self.start_processing_metrics()
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self._transcriber.stream(audio)
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await self.stop_processing_metrics()
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yield None
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async def _connect(self):
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"""
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Establish a connection to the AssemblyAI real-time transcription service.
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This method sets up the necessary callback functions and initializes the
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AssemblyAI transcriber.
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"""
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def on_open(session_opened: aai.RealtimeSessionOpened):
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"""Callback for when the connection to AssemblyAI is opened."""
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logger.info(f"{self}: Connected to AssemblyAI")
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def on_data(transcript: aai.RealtimeTranscript):
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"""
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Callback for handling incoming transcription data.
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This function runs in a separate thread from the main asyncio event loop.
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It creates appropriate transcription frames and schedules them to be
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pushed to the next stage of the pipeline in the main event loop.
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"""
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if not transcript.text:
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return
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timestamp = time_now_iso8601()
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if isinstance(transcript, aai.RealtimeFinalTranscript):
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frame = TranscriptionFrame(
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transcript.text, "", timestamp, self._settings["language"]
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)
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else:
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frame = InterimTranscriptionFrame(
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transcript.text, "", timestamp, self._settings["language"]
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)
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# Schedule the coroutine to run in the main event loop
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# This is necessary because this callback runs in a different thread
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asyncio.run_coroutine_threadsafe(self.push_frame(frame), self._loop)
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def on_error(error: aai.RealtimeError):
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"""
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Callback for handling errors from AssemblyAI.
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Like on_data, this runs in a separate thread and schedules error
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handling in the main event loop.
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"""
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logger.error(f"{self}: An error occurred: {error}")
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# Schedule the coroutine to run in the main event loop
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asyncio.run_coroutine_threadsafe(self.push_frame(ErrorFrame(str(error))), self._loop)
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def on_close():
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"""Callback for when the connection to AssemblyAI is closed."""
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logger.info(f"{self}: Disconnected from AssemblyAI")
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self._transcriber = aai.RealtimeTranscriber(
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sample_rate=self._settings["sample_rate"],
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encoding=self._settings["encoding"],
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on_data=on_data,
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on_error=on_error,
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on_open=on_open,
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on_close=on_close,
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)
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self._transcriber.connect()
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async def _disconnect(self):
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"""Disconnect from the AssemblyAI service and clean up resources."""
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if self._transcriber:
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self._transcriber.close()
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self._transcriber = None
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