Fix TTFB metric and add multi-context WebSocket support for Async TTS
This commit is contained in:
@@ -6,6 +6,15 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
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and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
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and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
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<!-- towncrier release notes start -->
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<!-- towncrier release notes start -->
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## [Unreleased]
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### Changed
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- Enhanced interruption handling in `AsyncAITTSService` by supporting multi-context WebSocket sessions for more robust context management.
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### Fixed
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- Corrected TTFB metric calculation in `AsyncAIHttpTTSService`.
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## [0.0.99] - 2026-01-13
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## [0.0.99] - 2026-01-13
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@@ -9,8 +9,9 @@
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import asyncio
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import asyncio
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import base64
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import base64
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import json
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import json
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from typing import AsyncGenerator, Optional
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from typing import AsyncGenerator, Optional, Dict
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import uuid
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import aiohttp
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import aiohttp
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from loguru import logger
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from loguru import logger
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from pydantic import BaseModel
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from pydantic import BaseModel
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@@ -27,7 +28,7 @@ from pipecat.frames.frames import (
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TTSStoppedFrame,
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TTSStoppedFrame,
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)
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)
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from pipecat.processors.frame_processor import FrameDirection
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from pipecat.processors.frame_processor import FrameDirection
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from pipecat.services.tts_service import InterruptibleTTSService, TTSService
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from pipecat.services.tts_service import WebsocketTTSService, TTSService
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from pipecat.transcriptions.language import Language, resolve_language
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from pipecat.transcriptions.language import Language, resolve_language
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from pipecat.utils.tracing.service_decorators import traced_tts
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from pipecat.utils.tracing.service_decorators import traced_tts
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@@ -72,7 +73,7 @@ def language_to_async_language(language: Language) -> Optional[str]:
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return resolve_language(language, LANGUAGE_MAP, use_base_code=True)
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return resolve_language(language, LANGUAGE_MAP, use_base_code=True)
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class AsyncAITTSService(InterruptibleTTSService):
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class AsyncAITTSService(WebsocketTTSService):
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"""Async TTS service with WebSocket streaming.
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"""Async TTS service with WebSocket streaming.
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Provides text-to-speech using Async's streaming WebSocket API.
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Provides text-to-speech using Async's streaming WebSocket API.
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@@ -126,6 +127,10 @@ class AsyncAITTSService(InterruptibleTTSService):
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**kwargs,
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**kwargs,
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)
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)
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self._contexts: Dict[str, asyncio.Queue] = {}
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self._audio_context_task = None
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self._context_id = None
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params = params or AsyncAITTSService.InputParams()
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params = params or AsyncAITTSService.InputParams()
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self._api_key = api_key
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self._api_key = api_key
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@@ -148,6 +153,148 @@ class AsyncAITTSService(InterruptibleTTSService):
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self._receive_task = None
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self._receive_task = None
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self._keepalive_task = None
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self._keepalive_task = None
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self._started = False
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self._started = False
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async def create_audio_context(self, context_id: str):
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"""Create a new audio context for grouping related audio.
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Args:
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context_id: Unique identifier for the audio context.
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"""
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await self._contexts_queue.put(context_id)
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self._contexts[context_id] = asyncio.Queue()
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logger.trace(f"{self} created audio context {context_id}")
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async def append_to_audio_context(self, context_id: str, frame: TTSAudioRawFrame):
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"""Append audio to an existing context.
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Args:
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context_id: The context to append audio to.
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frame: The audio frame to append.
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"""
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if self.audio_context_available(context_id):
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logger.trace(f"{self} appending audio {frame} to audio context {context_id}")
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await self._contexts[context_id].put(frame)
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else:
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logger.warning(f"{self} unable to append audio to context {context_id}")
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async def remove_audio_context(self, context_id: str):
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"""Remove an existing audio context.
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Args:
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context_id: The context to remove.
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"""
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if self.audio_context_available(context_id):
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# We just mark the audio context for deletion by appending
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# None. Once we reach None while handling audio we know we can
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# safely remove the context.
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logger.trace(f"{self} marking audio context {context_id} for deletion")
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await self._contexts[context_id].put(None)
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else:
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logger.warning(f"{self} unable to remove context {context_id}")
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def audio_context_available(self, context_id: str) -> bool:
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"""Check whether the given audio context is registered.
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Args:
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context_id: The context ID to check.
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Returns:
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True if the context exists and is available.
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"""
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return context_id in self._contexts
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async def start(self, frame: StartFrame):
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"""Start the Async TTS service.
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Args:
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frame: The start frame containing initialization parameters.
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"""
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await super().start(frame)
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self._create_audio_context_task()
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self._settings["output_format"]["sample_rate"] = self.sample_rate
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await self._connect()
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async def stop(self, frame: EndFrame):
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"""Stop the Async TTS service.
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Args:
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frame: The end frame.
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"""
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await super().stop(frame)
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if self._audio_context_task:
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# Indicate no more audio contexts are available. this will end the
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# task cleanly after all contexts have been processed.
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await self._contexts_queue.put(None)
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await self._audio_context_task
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self._audio_context_task = None
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await self._disconnect()
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async def cancel(self, frame: CancelFrame):
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"""Cancel the Async TTS service.
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Args:
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frame: The cancel frame.
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"""
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await super().cancel(frame)
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await self._stop_audio_context_task()
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await self._disconnect()
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async def _handle_interruption(self, frame: InterruptionFrame, direction: FrameDirection):
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await super()._handle_interruption(frame, direction)
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await self._stop_audio_context_task()
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self._create_audio_context_task()
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def _create_audio_context_task(self):
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if not self._audio_context_task:
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self._contexts_queue = asyncio.Queue()
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self._contexts: Dict[str, asyncio.Queue] = {}
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self._audio_context_task = self.create_task(self._audio_context_task_handler())
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async def _stop_audio_context_task(self):
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if self._audio_context_task:
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await self.cancel_task(self._audio_context_task)
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self._audio_context_task = None
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async def _audio_context_task_handler(self):
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"""In this task we process audio contexts in order."""
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running = True
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while running:
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context_id = await self._contexts_queue.get()
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if context_id:
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# Process the audio context until the context doesn't have more
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# audio available (i.e. we find None).
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await self._handle_audio_context(context_id)
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# We just finished processing the context, so we can safely remove it.
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del self._contexts[context_id]
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# Append some silence between sentences.
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silence = b"\x00" * self.sample_rate
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frame = TTSAudioRawFrame(
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audio=silence, sample_rate=self.sample_rate, num_channels=1
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)
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await self.push_frame(frame)
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else:
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running = False
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self._contexts_queue.task_done()
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async def _handle_audio_context(self, context_id: str):
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# If we don't receive any audio during this time, we consider the context finished.
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AUDIO_CONTEXT_TIMEOUT = 3.0
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queue = self._contexts[context_id]
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running = True
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while running:
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try:
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frame = await asyncio.wait_for(queue.get(), timeout=AUDIO_CONTEXT_TIMEOUT)
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if frame:
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await self.push_frame(frame)
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running = frame is not None
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except asyncio.TimeoutError:
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# We didn't get audio, so let's consider this context finished.
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logger.trace(f"{self} time out on audio context {context_id}")
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break
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def can_generate_metrics(self) -> bool:
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def can_generate_metrics(self) -> bool:
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"""Check if this service can generate processing metrics.
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"""Check if this service can generate processing metrics.
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@@ -168,38 +315,10 @@ class AsyncAITTSService(InterruptibleTTSService):
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"""
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"""
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return language_to_async_language(language)
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return language_to_async_language(language)
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def _build_msg(self, text: str = "", force: bool = False) -> str:
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def _build_msg(self, text: str = "", context_id: str = "", force: bool = False) -> str:
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msg = {"transcript": text, "force": force}
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msg = {"transcript": text, "context_id": context_id, "force": force}
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return json.dumps(msg)
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return json.dumps(msg)
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async def start(self, frame: StartFrame):
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"""Start the Async TTS service.
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Args:
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frame: The start frame containing initialization parameters.
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"""
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await super().start(frame)
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self._settings["output_format"]["sample_rate"] = self.sample_rate
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await self._connect()
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async def stop(self, frame: EndFrame):
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"""Stop the Async TTS service.
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Args:
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frame: The end frame.
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"""
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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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"""Cancel the Async TTS service.
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Args:
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frame: The cancel frame.
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"""
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await super().cancel(frame)
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await self._disconnect()
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async def _connect(self):
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async def _connect(self):
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await super()._connect()
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await super()._connect()
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@@ -253,11 +372,16 @@ class AsyncAITTSService(InterruptibleTTSService):
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if self._websocket:
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if self._websocket:
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logger.debug("Disconnecting from Async")
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logger.debug("Disconnecting from Async")
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# Close all contexts and the socket
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if self._context_id:
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await self._websocket.send(json.dumps({"terminate": True}))
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await self._websocket.close()
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await self._websocket.close()
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logger.debug("Disconnected from Async")
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except Exception as e:
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except Exception as e:
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await self.push_error(error_msg=f"Unknown error occurred: {e}", exception=e)
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logger.error(f"{self} error closing websocket: {e}")
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finally:
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finally:
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self._websocket = None
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self._websocket = None
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self._context_id = None
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self._started = False
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self._started = False
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await self._call_event_handler("on_disconnected")
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await self._call_event_handler("on_disconnected")
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@@ -268,10 +392,10 @@ class AsyncAITTSService(InterruptibleTTSService):
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async def flush_audio(self):
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async def flush_audio(self):
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"""Flush any pending audio."""
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"""Flush any pending audio."""
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if not self._websocket:
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if not self._context_id or not self._websocket:
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return
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return
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logger.trace(f"{self}: flushing audio")
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logger.trace(f"{self}: flushing audio")
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msg = self._build_msg(text=" ", force=True)
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msg = self._build_msg(text=" ", context_id=self._context_id, force=True)
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await self._websocket.send(msg)
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await self._websocket.send(msg)
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async def push_frame(self, frame: Frame, direction: FrameDirection = FrameDirection.DOWNSTREAM):
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async def push_frame(self, frame: Frame, direction: FrameDirection = FrameDirection.DOWNSTREAM):
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@@ -291,35 +415,70 @@ class AsyncAITTSService(InterruptibleTTSService):
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if not msg:
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if not msg:
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continue
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continue
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elif msg.get("audio"):
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received_ctx_id = msg.get("context_id")
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# Handle final messages first, regardless of context availability
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# At the moment, this message is received AFTER the close_context message is
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# sent, so it doesn't serve any functional purpose. For now, we'll just log it.
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if msg.get("final") is True:
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logger.trace(f"Received final message for context {received_ctx_id}")
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continue
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# Check if this message belongs to the current context.
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if not self.audio_context_available(received_ctx_id):
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if self._context_id == received_ctx_id:
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logger.debug(
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f"Received a delayed message, recreating the context: {self._context_id}"
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)
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await self.create_audio_context(self._context_id)
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else:
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# This can happen if a message is received _after_ we have closed a context
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# due to user interruption but _before_ the `isFinal` message for the context
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# is received.
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logger.debug(f"Ignoring message from unavailable context: {received_ctx_id}")
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continue
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if msg.get("audio"):
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await self.stop_ttfb_metrics()
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await self.stop_ttfb_metrics()
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frame = TTSAudioRawFrame(
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audio = base64.b64decode(msg["audio"])
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audio=base64.b64decode(msg["audio"]),
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frame = TTSAudioRawFrame(audio, self.sample_rate, 1)
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sample_rate=self.sample_rate,
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await self.append_to_audio_context(received_ctx_id, frame)
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num_channels=1,
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)
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await self.push_frame(frame)
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elif msg.get("error_code"):
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await self.push_frame(TTSStoppedFrame())
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await self.stop_all_metrics()
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await self.push_error(error_msg=f"Error: {msg['message']}")
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else:
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await self.push_error(error_msg=f"Unknown message type: {msg}")
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async def _keepalive_task_handler(self):
|
async def _keepalive_task_handler(self):
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"""Send periodic keepalive messages to maintain WebSocket connection."""
|
"""Send periodic keepalive messages to maintain WebSocket connection."""
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KEEPALIVE_SLEEP = 3
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KEEPALIVE_SLEEP = 10
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while True:
|
while True:
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await asyncio.sleep(KEEPALIVE_SLEEP)
|
await asyncio.sleep(KEEPALIVE_SLEEP)
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try:
|
try:
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if self._websocket and self._websocket.state is State.OPEN:
|
if self._websocket and self._websocket.state is State.OPEN:
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keepalive_message = {"transcript": " "}
|
if self._context_id:
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logger.trace("Sending keepalive message")
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keepalive_message = {"transcript": " ", "context_id": self._context_id,}
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logger.trace("Sending keepalive message")
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else:
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# It's possible to have a user interruption which clears the context
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# without generating a new TTS response. In this case, we'll just send
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# an empty message to keep the connection alive.
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keepalive_message = {"transcript": " "}
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logger.trace("Sending keepalive without context")
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await self._websocket.send(json.dumps(keepalive_message))
|
await self._websocket.send(json.dumps(keepalive_message))
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except websockets.ConnectionClosed as e:
|
except websockets.ConnectionClosed as e:
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logger.warning(f"{self} keepalive error: {e}")
|
logger.warning(f"{self} keepalive error: {e}")
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break
|
break
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|
async def _handle_interruption(self, frame: InterruptionFrame, direction: FrameDirection):
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||||||
|
"""Handle interruption by closing the current context."""
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||||||
|
await super()._handle_interruption(frame, direction)
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||||||
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||||||
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# Close the current context when interrupted without closing the websocket
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||||||
|
if self._context_id and self._websocket:
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||||||
|
try:
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||||||
|
await self._websocket.send(
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||||||
|
json.dumps({"context_id": self._context_id, "close_context": True, "transcript": ""})
|
||||||
|
)
|
||||||
|
except Exception as e:
|
||||||
|
logger.error(f"Error closing context on interruption: {e}")
|
||||||
|
self._context_id = None
|
||||||
|
self._started = False
|
||||||
|
|
||||||
@traced_tts
|
@traced_tts
|
||||||
async def run_tts(self, text: str) -> AsyncGenerator[Frame, None]:
|
async def run_tts(self, text: str) -> AsyncGenerator[Frame, None]:
|
||||||
"""Generate speech from text using Async API websocket endpoint.
|
"""Generate speech from text using Async API websocket endpoint.
|
||||||
@@ -336,26 +495,35 @@ class AsyncAITTSService(InterruptibleTTSService):
|
|||||||
if not self._websocket or self._websocket.state is State.CLOSED:
|
if not self._websocket or self._websocket.state is State.CLOSED:
|
||||||
await self._connect()
|
await self._connect()
|
||||||
|
|
||||||
if not self._started:
|
try:
|
||||||
await self.start_ttfb_metrics()
|
if not self._started:
|
||||||
yield TTSStartedFrame()
|
await self.start_ttfb_metrics()
|
||||||
self._started = True
|
yield TTSStartedFrame()
|
||||||
|
self._started = True
|
||||||
|
|
||||||
msg = self._build_msg(text=text, force=True)
|
if not self._context_id:
|
||||||
|
self._context_id = str(uuid.uuid4())
|
||||||
|
if not self.audio_context_available(self._context_id):
|
||||||
|
await self.create_audio_context(self._context_id)
|
||||||
|
|
||||||
try:
|
msg = self._build_msg(text=" ", context_id=self._context_id)
|
||||||
await self._get_websocket().send(msg)
|
await self._get_websocket().send(msg)
|
||||||
await self.start_tts_usage_metrics(text)
|
msg = self._build_msg(text=text, force=True, context_id=self._context_id)
|
||||||
|
await self._get_websocket().send(msg)
|
||||||
|
await self.start_tts_usage_metrics(text)
|
||||||
|
else:
|
||||||
|
if self._websocket and self._context_id:
|
||||||
|
msg = self._build_msg(text=text, force=True, context_id=self._context_id)
|
||||||
|
await self._get_websocket().send(msg)
|
||||||
|
|
||||||
except Exception as e:
|
except Exception as e:
|
||||||
yield ErrorFrame(error=f"Unknown error occurred: {e}")
|
logger.error(f"{self} error sending message: {e}")
|
||||||
yield TTSStoppedFrame()
|
yield TTSStoppedFrame()
|
||||||
await self._disconnect()
|
self._started = False
|
||||||
await self._connect()
|
|
||||||
return
|
return
|
||||||
yield None
|
yield None
|
||||||
except Exception as e:
|
except Exception as e:
|
||||||
yield ErrorFrame(error=f"Unknown error occurred: {e}")
|
logger.error(f"{self} exception: {e}")
|
||||||
|
|
||||||
|
|
||||||
class AsyncAIHttpTTSService(TTSService):
|
class AsyncAIHttpTTSService(TTSService):
|
||||||
"""HTTP-based Async TTS service.
|
"""HTTP-based Async TTS service.
|
||||||
@@ -466,9 +634,9 @@ class AsyncAIHttpTTSService(TTSService):
|
|||||||
"""
|
"""
|
||||||
logger.debug(f"{self}: Generating TTS [{text}]")
|
logger.debug(f"{self}: Generating TTS [{text}]")
|
||||||
|
|
||||||
|
first_byte_seen = False
|
||||||
try:
|
try:
|
||||||
voice_config = {"mode": "id", "id": self._voice_id}
|
voice_config = {"mode": "id", "id": self._voice_id}
|
||||||
await self.start_ttfb_metrics()
|
|
||||||
payload = {
|
payload = {
|
||||||
"model_id": self._model_name,
|
"model_id": self._model_name,
|
||||||
"transcript": text,
|
"transcript": text,
|
||||||
@@ -476,7 +644,6 @@ class AsyncAIHttpTTSService(TTSService):
|
|||||||
"output_format": self._settings["output_format"],
|
"output_format": self._settings["output_format"],
|
||||||
"language": self._settings["language"],
|
"language": self._settings["language"],
|
||||||
}
|
}
|
||||||
yield TTSStartedFrame()
|
|
||||||
headers = {
|
headers = {
|
||||||
"version": self._api_version,
|
"version": self._api_version,
|
||||||
"x-api-key": self._api_key,
|
"x-api-key": self._api_key,
|
||||||
@@ -484,26 +651,36 @@ class AsyncAIHttpTTSService(TTSService):
|
|||||||
}
|
}
|
||||||
url = f"{self._base_url}/text_to_speech/streaming"
|
url = f"{self._base_url}/text_to_speech/streaming"
|
||||||
|
|
||||||
|
yield TTSStartedFrame()
|
||||||
|
await self.start_ttfb_metrics()
|
||||||
async with self._session.post(url, json=payload, headers=headers) as response:
|
async with self._session.post(url, json=payload, headers=headers) as response:
|
||||||
if response.status != 200:
|
if response.status != 200:
|
||||||
error_text = await response.text()
|
error_text = await response.text()
|
||||||
await self.push_error(error_msg=f"Async API error: {error_text}")
|
await self.push_error(error_msg=f"Async API error: {error_text}")
|
||||||
raise Exception(f"Async API returned status {response.status}: {error_text}")
|
raise Exception(f"Async API returned status {response.status}: {error_text}")
|
||||||
|
|
||||||
audio_data = await response.read()
|
# Read streaming bytes; stop TTFB on the *first* received chunk
|
||||||
|
buffer = bytearray()
|
||||||
|
async for chunk in response.content.iter_chunked(64 * 1024):
|
||||||
|
if not chunk:
|
||||||
|
continue
|
||||||
|
if not first_byte_seen:
|
||||||
|
first_byte_seen = True
|
||||||
|
await self.stop_ttfb_metrics()
|
||||||
|
await self.start_tts_usage_metrics(text)
|
||||||
|
|
||||||
await self.start_tts_usage_metrics(text)
|
buffer.extend(chunk)
|
||||||
|
audio_data = bytes(buffer)
|
||||||
|
|
||||||
frame = TTSAudioRawFrame(
|
yield TTSAudioRawFrame(
|
||||||
audio=audio_data,
|
audio=audio_data,
|
||||||
sample_rate=self.sample_rate,
|
sample_rate=self.sample_rate,
|
||||||
num_channels=1,
|
num_channels=1,
|
||||||
)
|
)
|
||||||
|
|
||||||
yield frame
|
|
||||||
|
|
||||||
except Exception as e:
|
except Exception as e:
|
||||||
await self.push_error(error_msg=f"Unknown error occurred: {e}", exception=e)
|
await self.push_error(error_msg=f"Unknown error occurred: {e}", exception=e)
|
||||||
finally:
|
finally:
|
||||||
await self.stop_ttfb_metrics()
|
if not first_byte_seen:
|
||||||
|
await self.stop_ttfb_metrics()
|
||||||
yield TTSStoppedFrame()
|
yield TTSStoppedFrame()
|
||||||
|
|||||||
Reference in New Issue
Block a user