Merge pull request #962 from pipecat-ai/mb/improve-tts-reconnection-logic

Improve websocket based TTS service reconnection logic
This commit is contained in:
Mark Backman
2025-01-14 14:48:00 -05:00
committed by GitHub
6 changed files with 231 additions and 173 deletions

View File

@@ -9,6 +9,9 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
### Added
- Added a new `WebsocketService` based class for TTS services, containing
base functions and retry logic.
- Added `DeepSeekLLMService` for DeepSeek integration with an OpenAI-compatible
interface. Added foundational example `14l-function-calling-deepseek.py`.
@@ -61,6 +64,9 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
### Fixed
- Fixed an issue where websocket based TTS services could incorrectly terminate
their connection due to a retry counter not resetting.
- Fixed a `PipelineTask` issue that would cause a dangling task after stopping
the pipeline with an `EndFrame`.

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@@ -4,7 +4,6 @@
# SPDX-License-Identifier: BSD 2-Clause License
#
import asyncio
import base64
import json
import uuid
@@ -12,7 +11,6 @@ from typing import AsyncGenerator, List, Optional, Union
from loguru import logger
from pydantic import BaseModel
from tenacity import AsyncRetrying, RetryCallState, stop_after_attempt, wait_exponential
from pipecat.frames.frames import (
BotStoppedSpeakingFrame,
@@ -30,6 +28,7 @@ from pipecat.frames.frames import (
)
from pipecat.processors.frame_processor import FrameDirection
from pipecat.services.ai_services import TTSService, WordTTSService
from pipecat.services.websocket_service import WebsocketService
from pipecat.transcriptions.language import Language
# See .env.example for Cartesia configuration needed
@@ -76,7 +75,7 @@ def language_to_cartesia_language(language: Language) -> str | None:
return result
class CartesiaTTSService(WordTTSService):
class CartesiaTTSService(WordTTSService, WebsocketService):
class InputParams(BaseModel):
language: Optional[Language] = Language.EN
speed: Optional[Union[str, float]] = ""
@@ -106,12 +105,14 @@ class CartesiaTTSService(WordTTSService):
# if we're interrupted. Cartesia gives us word-by-word timestamps. We
# can use those to generate text frames ourselves aligned with the
# playout timing of the audio!
super().__init__(
WordTTSService.__init__(
self,
aggregate_sentences=True,
push_text_frames=False,
sample_rate=sample_rate,
**kwargs,
)
WebsocketService.__init__(self)
self._api_key = api_key
self._cartesia_version = cartesia_version
@@ -131,7 +132,6 @@ class CartesiaTTSService(WordTTSService):
self.set_model_name(model)
self.set_voice(voice_id)
self._websocket = None
self._context_id = None
self._receive_task = None
@@ -187,7 +187,9 @@ class CartesiaTTSService(WordTTSService):
async def _connect(self):
await self._connect_websocket()
self._receive_task = self.get_event_loop().create_task(self._receive_task_handler())
self._receive_task = self.get_event_loop().create_task(
self._receive_task_handler(self.push_error)
)
async def _disconnect(self):
await self._disconnect_websocket()
@@ -275,30 +277,6 @@ class CartesiaTTSService(WordTTSService):
else:
logger.error(f"{self} error, unknown message type: {msg}")
async def _reconnect_websocket(self, retry_state: RetryCallState):
logger.warning(f"{self} reconnecting (attempt: {retry_state.attempt_number})")
await self._disconnect_websocket()
await self._connect_websocket()
async def _receive_task_handler(self):
while True:
try:
async for attempt in AsyncRetrying(
stop=stop_after_attempt(3),
wait=wait_exponential(multiplier=1, min=4, max=10),
before_sleep=self._reconnect_websocket,
reraise=True,
):
with attempt:
await self._receive_messages()
except asyncio.CancelledError:
break
except Exception as e:
message = f"{self} error receiving messages: {e}"
logger.error(message)
await self.push_error(ErrorFrame(message, fatal=True))
break
async def process_frame(self, frame: Frame, direction: FrameDirection):
await super().process_frame(frame, direction)

View File

@@ -11,13 +11,11 @@ from typing import Any, AsyncGenerator, Dict, List, Literal, Mapping, Optional,
from loguru import logger
from pydantic import BaseModel, model_validator
from tenacity import AsyncRetrying, RetryCallState, stop_after_attempt, wait_exponential
from pipecat.frames.frames import (
BotStoppedSpeakingFrame,
CancelFrame,
EndFrame,
ErrorFrame,
Frame,
LLMFullResponseEndFrame,
StartFrame,
@@ -29,6 +27,7 @@ from pipecat.frames.frames import (
)
from pipecat.processors.frame_processor import FrameDirection
from pipecat.services.ai_services import WordTTSService
from pipecat.services.websocket_service import WebsocketService
from pipecat.transcriptions.language import Language
# See .env.example for ElevenLabs configuration needed
@@ -133,7 +132,7 @@ def calculate_word_times(
return word_times
class ElevenLabsTTSService(WordTTSService):
class ElevenLabsTTSService(WordTTSService, WebsocketService):
class InputParams(BaseModel):
language: Optional[Language] = Language.EN
optimize_streaming_latency: Optional[str] = None
@@ -178,7 +177,8 @@ class ElevenLabsTTSService(WordTTSService):
# Finally, ElevenLabs doesn't provide information on when the bot stops
# speaking for a while, so we want the parent class to send TTSStopFrame
# after a short period not receiving any audio.
super().__init__(
WordTTSService.__init__(
self,
aggregate_sentences=True,
push_text_frames=False,
push_stop_frames=True,
@@ -186,6 +186,7 @@ class ElevenLabsTTSService(WordTTSService):
sample_rate=sample_rate_from_output_format(output_format),
**kwargs,
)
WebsocketService.__init__(self)
self._api_key = api_key
self._url = url
@@ -206,8 +207,6 @@ class ElevenLabsTTSService(WordTTSService):
self.set_voice(voice_id)
self._voice_settings = self._set_voice_settings()
# Websocket connection to ElevenLabs.
self._websocket = None
# Indicates if we have sent TTSStartedFrame. It will reset to False when
# there's an interruption or TTSStoppedFrame.
self._started = False
@@ -297,7 +296,9 @@ class ElevenLabsTTSService(WordTTSService):
async def _connect(self):
await self._connect_websocket()
self._receive_task = self.get_event_loop().create_task(self._receive_task_handler())
self._receive_task = self.get_event_loop().create_task(
self._receive_task_handler(self.push_error)
)
self._keepalive_task = self.get_event_loop().create_task(self._keepalive_task_handler())
async def _disconnect(self):
@@ -377,30 +378,6 @@ class ElevenLabsTTSService(WordTTSService):
await self.add_word_timestamps(word_times)
self._cumulative_time = word_times[-1][1]
async def _reconnect_websocket(self, retry_state: RetryCallState):
logger.warning(f"{self} reconnecting (attempt: {retry_state.attempt_number})")
await self._disconnect_websocket()
await self._connect_websocket()
async def _receive_task_handler(self):
while True:
try:
async for attempt in AsyncRetrying(
stop=stop_after_attempt(3),
wait=wait_exponential(multiplier=1, min=4, max=10),
before_sleep=self._reconnect_websocket,
reraise=True,
):
with attempt:
await self._receive_messages()
except asyncio.CancelledError:
break
except Exception as e:
message = f"{self} error receiving messages: {e}"
logger.error(message)
await self.push_error(ErrorFrame(message, fatal=True))
break
async def _keepalive_task_handler(self):
while True:
try:

View File

@@ -4,11 +4,10 @@
# SPDX-License-Identifier: BSD 2-Clause License
#
import asyncio
import json
from typing import AsyncGenerator
from loguru import logger
from tenacity import AsyncRetrying, RetryCallState, stop_after_attempt, wait_exponential
from pipecat.frames.frames import (
CancelFrame,
@@ -23,11 +22,12 @@ from pipecat.frames.frames import (
)
from pipecat.processors.frame_processor import FrameDirection
from pipecat.services.ai_services import TTSService
from pipecat.services.websocket_service import WebsocketService
from pipecat.transcriptions.language import Language
# See .env.example for LMNT configuration needed
try:
from lmnt.api import Speech
import websockets
except ModuleNotFoundError as e:
logger.error(f"Exception: {e}")
logger.error(
@@ -60,7 +60,7 @@ def language_to_lmnt_language(language: Language) -> str | None:
return result
class LmntTTSService(TTSService):
class LmntTTSService(TTSService, WebsocketService):
def __init__(
self,
*,
@@ -70,27 +70,21 @@ class LmntTTSService(TTSService):
language: Language = Language.EN,
**kwargs,
):
# Let TTSService produce TTSStoppedFrames after a short delay of
# no activity.
super().__init__(push_stop_frames=True, sample_rate=sample_rate, **kwargs)
TTSService.__init__(
self,
push_stop_frames=True,
sample_rate=sample_rate,
**kwargs,
)
WebsocketService.__init__(self)
self._api_key = api_key
self._voice_id = voice_id
self._settings = {
"output_format": {
"container": "raw",
"encoding": "pcm_s16le",
"sample_rate": sample_rate,
},
"sample_rate": sample_rate,
"language": self.language_to_service_language(language),
"format": "raw", # Use raw format for direct PCM data
}
self.set_voice(voice_id)
self._speech = None
self._connection = None
self._receive_task = None
# Indicates if we have sent TTSStartedFrame. It will reset to False when
# there's an interruption or TTSStoppedFrame.
self._started = False
def can_generate_metrics(self) -> bool:
@@ -117,106 +111,107 @@ class LmntTTSService(TTSService):
self._started = False
async def _connect(self):
await self._connect_lmnt()
await self._connect_websocket()
self._receive_task = self.get_event_loop().create_task(self._receive_task_handler())
self._receive_task = self.get_event_loop().create_task(
self._receive_task_handler(self.push_error)
)
async def _disconnect(self):
await self._disconnect_lmnt()
await self._disconnect_websocket()
if self._receive_task:
self._receive_task.cancel()
await self._receive_task
self._receive_task = None
async def _connect_lmnt(self):
async def _connect_websocket(self):
"""Connect to LMNT websocket."""
try:
logger.debug("Connecting to LMNT")
self._speech = Speech()
self._connection = await self._speech.synthesize_streaming(
self._voice_id,
format="raw",
sample_rate=self._settings["output_format"]["sample_rate"],
language=self._settings["language"],
)
# Build initial connection message
init_msg = {
"X-API-Key": self._api_key,
"voice": self._voice_id,
"format": self._settings["format"],
"sample_rate": self._settings["sample_rate"],
"language": self._settings["language"],
}
# Connect to LMNT's websocket directly
self._websocket = await websockets.connect("wss://api.lmnt.com/v1/ai/speech/stream")
# Send initialization message
await self._websocket.send(json.dumps(init_msg))
except Exception as e:
logger.error(f"{self} initialization error: {e}")
self._connection = None
self._websocket = None
async def _disconnect_lmnt(self):
async def _disconnect_websocket(self):
"""Disconnect from LMNT websocket."""
try:
await self.stop_all_metrics()
if self._connection:
if self._websocket:
logger.debug("Disconnecting from LMNT")
await self._connection.socket.close()
self._connection = None
if self._speech:
await self._speech.close()
self._speech = None
# Send EOF message before closing
await self._websocket.send(json.dumps({"eof": True}))
await self._websocket.close()
self._websocket = None
self._started = False
except Exception as e:
logger.error(f"{self} error closing connection: {e}")
logger.error(f"{self} error closing websocket: {e}")
def _get_websocket(self):
if self._websocket:
return self._websocket
raise Exception("Websocket not connected")
async def _receive_messages(self):
async for msg in self._connection:
if "error" in msg:
logger.error(f'{self} error: {msg["error"]}')
await self.push_frame(TTSStoppedFrame())
await self.stop_all_metrics()
await self.push_error(ErrorFrame(f'{self} error: {msg["error"]}'))
elif "audio" in msg:
"""Receive messages from LMNT websocket."""
async for message in self._get_websocket():
if isinstance(message, bytes):
# Raw audio data
await self.stop_ttfb_metrics()
frame = TTSAudioRawFrame(
audio=msg["audio"],
sample_rate=self._settings["output_format"]["sample_rate"],
audio=message,
sample_rate=self._settings["sample_rate"],
num_channels=1,
)
await self.push_frame(frame)
else:
logger.error(f"{self}: LMNT error, unknown message type: {msg}")
async def _reconnect_websocket(self, retry_state: RetryCallState):
logger.warning(f"{self} reconnecting (attempt: {retry_state.attempt_number})")
await self._disconnect_lmnt()
await self._connect_lmnt()
async def _receive_task_handler(self):
while True:
try:
async for attempt in AsyncRetrying(
stop=stop_after_attempt(3),
wait=wait_exponential(multiplier=1, min=4, max=10),
before_sleep=self._reconnect_websocket,
reraise=True,
):
with attempt:
await self._receive_messages()
except asyncio.CancelledError:
break
except Exception as e:
message = f"{self} error receiving messages: {e}"
logger.error(message)
await self.push_error(ErrorFrame(message, fatal=True))
break
try:
msg = json.loads(message)
if "error" in msg:
logger.error(f'{self} error: {msg["error"]}')
await self.push_frame(TTSStoppedFrame())
await self.stop_all_metrics()
await self.push_error(ErrorFrame(f'{self} error: {msg["error"]}'))
return
except json.JSONDecodeError:
logger.error(f"Invalid JSON message: {message}")
async def run_tts(self, text: str) -> AsyncGenerator[Frame, None]:
"""Generate TTS audio from text."""
logger.debug(f"Generating TTS: [{text}]")
try:
if not self._connection:
if not self._websocket:
await self._connect()
if not self._started:
await self.start_ttfb_metrics()
yield TTSStartedFrame()
self._started = True
try:
await self._connection.append_text(text)
await self._connection.flush()
if not self._started:
await self.start_ttfb_metrics()
yield TTSStartedFrame()
self._started = True
# Send text to LMNT
await self._get_websocket().send(json.dumps({"text": text}))
# Force synthesis
await self._get_websocket().send(json.dumps({"flush": True}))
await self.start_tts_usage_metrics(text)
except Exception as e:
logger.error(f"{self} error sending message: {e}")

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@@ -4,7 +4,6 @@
# SPDX-License-Identifier: BSD 2-Clause License
#
import asyncio
import io
import json
import struct
@@ -15,7 +14,6 @@ import aiohttp
import websockets
from loguru import logger
from pydantic import BaseModel
from tenacity import AsyncRetrying, RetryCallState, stop_after_attempt, wait_exponential
from pipecat.frames.frames import (
BotStoppedSpeakingFrame,
@@ -33,6 +31,7 @@ from pipecat.frames.frames import (
)
from pipecat.processors.frame_processor import FrameDirection
from pipecat.services.ai_services import TTSService
from pipecat.services.websocket_service import WebsocketService
from pipecat.transcriptions.language import Language
try:
@@ -101,7 +100,7 @@ def language_to_playht_language(language: Language) -> str | None:
return result
class PlayHTTTSService(TTSService):
class PlayHTTTSService(TTSService, WebsocketService):
class InputParams(BaseModel):
language: Optional[Language] = Language.EN
speed: Optional[float] = 1.0
@@ -119,15 +118,16 @@ class PlayHTTTSService(TTSService):
params: InputParams = InputParams(),
**kwargs,
):
super().__init__(
TTSService.__init__(
self,
sample_rate=sample_rate,
**kwargs,
)
WebsocketService.__init__(self)
self._api_key = api_key
self._user_id = user_id
self._websocket_url = None
self._websocket = None
self._receive_task = None
self._request_id = None
@@ -165,7 +165,9 @@ class PlayHTTTSService(TTSService):
async def _connect(self):
await self._connect_websocket()
self._receive_task = self.get_event_loop().create_task(self._receive_task_handler())
self._receive_task = self.get_event_loop().create_task(
self._receive_task_handler(self.push_error)
)
async def _disconnect(self):
await self._disconnect_websocket()
@@ -271,30 +273,6 @@ class PlayHTTTSService(TTSService):
except json.JSONDecodeError:
logger.error(f"Invalid JSON message: {message}")
async def _reconnect_websocket(self, retry_state: RetryCallState):
logger.warning(f"{self} reconnecting (attempt: {retry_state.attempt_number})")
await self._disconnect_websocket()
await self._connect_websocket()
async def _receive_task_handler(self):
while True:
try:
async for attempt in AsyncRetrying(
stop=stop_after_attempt(3),
wait=wait_exponential(multiplier=1, min=4, max=10),
before_sleep=self._reconnect_websocket,
reraise=True,
):
with attempt:
await self._receive_messages()
except asyncio.CancelledError:
break
except Exception as e:
message = f"{self} error receiving messages: {e}"
logger.error(message)
await self.push_error(ErrorFrame(message, fatal=True))
break
async def process_frame(self, frame: Frame, direction: FrameDirection):
await super().process_frame(frame, direction)

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@@ -0,0 +1,124 @@
#
# Copyright (c) 2025, Daily
#
# SPDX-License-Identifier: BSD 2-Clause License
#
import asyncio
from abc import ABC, abstractmethod
from typing import Awaitable, Callable, Optional
import websockets
from loguru import logger
from pipecat.frames.frames import ErrorFrame
class WebsocketService(ABC):
"""Base class for websocket-based services with reconnection logic."""
def __init__(self):
"""Initialize websocket attributes."""
self._websocket: Optional[websockets.WebSocketClientProtocol] = None
async def _verify_connection(self) -> bool:
"""Verify websocket connection is working.
Returns:
bool: True if connection is verified working, False otherwise
"""
try:
if not self._websocket:
return False
await self._websocket.ping()
return True
except Exception as e:
logger.error(f"{self} connection verification failed: {e}")
return False
async def _reconnect_websocket(self, attempt_number: int) -> bool:
"""Reconnect the websocket.
Args:
attempt_number: Current retry attempt number
Returns:
bool: True if reconnection and verification successful, False otherwise
"""
logger.warning(f"{self} reconnecting (attempt: {attempt_number})")
await self._disconnect_websocket()
await self._connect_websocket()
return await self._verify_connection()
def _calculate_wait_time(
self, attempt: int, min_wait: float = 4, max_wait: float = 10, multiplier: float = 1
) -> float:
"""Calculate exponential backoff wait time.
Args:
attempt: Current attempt number (1-based)
min_wait: Minimum wait time in seconds
max_wait: Maximum wait time in seconds
multiplier: Base multiplier for exponential calculation
Returns:
Wait time in seconds
"""
try:
exp = 2 ** (attempt - 1) * multiplier
result = max(0, min(exp, max_wait))
return max(min_wait, result)
except (ValueError, ArithmeticError):
return max_wait
async def _receive_task_handler(self, report_error: Callable[[ErrorFrame], Awaitable[None]]):
"""Handles WebSocket message receiving with automatic retry logic.
Args:
report_error: Callback to report errors
"""
retry_count = 0
MAX_RETRIES = 3
while True:
try:
await self._receive_messages()
logger.debug(f"{self} connection established successfully")
retry_count = 0 # Reset counter on successful message receive
except asyncio.CancelledError:
break
except Exception as e:
retry_count += 1
if retry_count >= MAX_RETRIES:
message = f"{self} error receiving messages: {e}"
logger.error(message)
await report_error(ErrorFrame(message, fatal=True))
break
logger.warning(f"{self} connection error, will retry: {e}")
try:
if await self._reconnect_websocket(retry_count):
retry_count = 0 # Reset counter on successful reconnection
wait_time = self._calculate_wait_time(retry_count)
await asyncio.sleep(wait_time)
except Exception as reconnect_error:
logger.error(f"{self} reconnection failed: {reconnect_error}")
continue
@abstractmethod
async def _connect_websocket(self):
"""Implement service-specific websocket connection logic."""
pass
@abstractmethod
async def _disconnect_websocket(self):
"""Implement service-specific websocket disconnection logic."""
pass
@abstractmethod
async def _receive_messages(self):
"""Implement service-specific message receiving logic."""
pass