TavusVideoService: fix rate limiting and max size
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@@ -27,6 +27,8 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
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### Fixed
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- Fixed a `TavusVideoService` issue that was causing audio choppiness.
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- Fixed an issue in `SmallWebRTCTransport` where an error was thrown if the
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client did not create a video transceiver.
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@@ -6,7 +6,9 @@
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"""This module implements Tavus as a sink transport layer"""
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import asyncio
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import base64
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from typing import Optional
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import aiohttp
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from loguru import logger
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@@ -16,6 +18,7 @@ from pipecat.frames.frames import (
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CancelFrame,
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EndFrame,
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Frame,
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StartFrame,
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StartInterruptionFrame,
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TransportMessageUrgentFrame,
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TTSAudioRawFrame,
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@@ -50,6 +53,10 @@ class TavusVideoService(AIService):
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self._resampler = create_default_resampler()
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self._audio_buffer = bytearray()
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self._queue = asyncio.Queue()
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self._send_task: Optional[asyncio.Task] = None
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async def initialize(self) -> str:
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url = "https://tavusapi.com/v2/conversations"
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headers = {"Content-Type": "application/json", "x-api-key": self._api_key}
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@@ -78,45 +85,98 @@ class TavusVideoService(AIService):
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logger.debug(f"TavusVideoService persona grabbed {response_json}")
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return response_json["persona_name"]
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async def start(self, frame: StartFrame):
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await super().start(frame)
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await self._create_send_task()
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async def stop(self, frame: EndFrame):
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await super().stop(frame)
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await self._end_conversation()
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await self._cancel_send_task()
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async def cancel(self, frame: CancelFrame):
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await super().cancel(frame)
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await self._end_conversation()
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await self._cancel_send_task()
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async def _end_conversation(self) -> None:
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async def process_frame(self, frame: Frame, direction: FrameDirection):
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await super().process_frame(frame, direction)
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if isinstance(frame, StartInterruptionFrame):
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await self._handle_interruptions()
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await self.push_frame(frame, direction)
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elif isinstance(frame, TTSStartedFrame):
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await self.start_processing_metrics()
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await self.start_ttfb_metrics()
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self._current_idx_str = str(frame.id)
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elif isinstance(frame, TTSAudioRawFrame):
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await self._queue_audio(frame.audio, frame.sample_rate, done=False)
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elif isinstance(frame, TTSStoppedFrame):
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await self._queue_audio(b"\x00\x00", self._sample_rate, done=True)
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await self.stop_ttfb_metrics()
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await self.stop_processing_metrics()
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else:
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await self.push_frame(frame, direction)
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async def _handle_interruptions(self):
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await self._cancel_send_task()
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await self._create_send_task()
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await self._send_interrupt_message()
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async def _end_conversation(self):
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url = f"https://tavusapi.com/v2/conversations/{self._conversation_id}/end"
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headers = {"Content-Type": "application/json", "x-api-key": self._api_key}
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async with self._session.post(url, headers=headers) as r:
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r.raise_for_status()
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async def _encode_audio_and_send(self, audio: bytes, in_rate: int, done: bool) -> None:
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async def _queue_audio(self, audio: bytes, in_rate: int, done: bool):
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await self._queue.put((audio, in_rate, done))
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async def _create_send_task(self):
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if not self._send_task:
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self._queue = asyncio.Queue()
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self._send_task = self.create_task(self._send_task_handler())
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async def _cancel_send_task(self):
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if self._send_task:
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await self.cancel_task(self._send_task)
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self._send_task = None
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async def _send_task_handler(self):
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# Daily app-messages have a 4kb limit and also a rate limit of 20
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# messages per second. Below, we only consider the rate limit because 1
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# second of a 24000 sample rate would be 48000 bytes (16-bit samples and
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# 1 channel). So, that is 48000 / 20 = 2400, which is below the 4kb
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# limit (even including base64 encoding). For a sample rate of 16000,
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# that would be 32000 / 20 = 1600.
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MAX_CHUNK_SIZE = int((self._sample_rate * 2) / 20)
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SLEEP_TIME = 1 / 20
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audio_buffer = bytearray()
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while True:
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(audio, in_rate, done) = await self._queue.get()
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if done:
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# Send any remaining audio.
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if len(audio_buffer) > 0:
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await self._encode_audio_and_send(bytes(audio_buffer), done)
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await self._encode_audio_and_send(audio, done)
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audio_buffer.clear()
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else:
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audio = await self._resampler.resample(audio, in_rate, self._sample_rate)
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audio_buffer.extend(audio)
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while len(audio_buffer) >= MAX_CHUNK_SIZE:
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chunk = audio_buffer[:MAX_CHUNK_SIZE]
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audio_buffer = audio_buffer[MAX_CHUNK_SIZE:]
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await self._encode_audio_and_send(bytes(chunk), done)
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await asyncio.sleep(SLEEP_TIME)
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async def _encode_audio_and_send(self, audio: bytes, done: bool):
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"""Encodes audio to base64 and sends it to Tavus"""
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if not done:
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audio = await self._resampler.resample(audio, in_rate, self._sample_rate)
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audio_base64 = base64.b64encode(audio).decode("utf-8")
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logger.trace(f"{self}: sending {len(audio)} bytes")
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await self._send_audio_message(audio_base64, done=done)
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async def process_frame(self, frame: Frame, direction: FrameDirection):
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await super().process_frame(frame, direction)
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if isinstance(frame, TTSStartedFrame):
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await self.start_processing_metrics()
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await self.start_ttfb_metrics()
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self._current_idx_str = str(frame.id)
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elif isinstance(frame, TTSAudioRawFrame):
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await self._encode_audio_and_send(frame.audio, frame.sample_rate, done=False)
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elif isinstance(frame, TTSStoppedFrame):
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await self._encode_audio_and_send(b"\x00", self._sample_rate, done=True)
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await self.stop_ttfb_metrics()
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await self.stop_processing_metrics()
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elif isinstance(frame, StartInterruptionFrame):
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await self._send_interrupt_message()
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else:
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await self.push_frame(frame, direction)
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async def _send_interrupt_message(self) -> None:
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transport_frame = TransportMessageUrgentFrame(
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message={
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@@ -127,7 +187,7 @@ class TavusVideoService(AIService):
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)
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await self.push_frame(transport_frame)
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async def _send_audio_message(self, audio_base64: str, done: bool) -> None:
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async def _send_audio_message(self, audio_base64: str, done: bool):
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transport_frame = TransportMessageUrgentFrame(
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message={
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"message_type": "conversation",
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