From ac7bc359444bd65b3204404356354d137094772f Mon Sep 17 00:00:00 2001 From: Kwindla Hultman Kramer Date: Thu, 6 Jun 2024 11:45:48 -0400 Subject: [PATCH] azure tts ttfb --- .../07f-interruptible-azure-tts.py | 95 +++++++++++++++++++ src/pipecat/services/azure.py | 6 ++ 2 files changed, 101 insertions(+) create mode 100644 examples/foundational/07f-interruptible-azure-tts.py diff --git a/examples/foundational/07f-interruptible-azure-tts.py b/examples/foundational/07f-interruptible-azure-tts.py new file mode 100644 index 000000000..1770a3213 --- /dev/null +++ b/examples/foundational/07f-interruptible-azure-tts.py @@ -0,0 +1,95 @@ +# +# Copyright (c) 2024, Daily +# +# SPDX-License-Identifier: BSD 2-Clause License +# + +import asyncio +import aiohttp +import os +import sys + +from pipecat.frames.frames import LLMMessagesFrame +from pipecat.pipeline.pipeline import Pipeline +from pipecat.pipeline.runner import PipelineRunner +from pipecat.pipeline.task import PipelineParams, PipelineTask +from pipecat.processors.aggregators.llm_response import ( + LLMAssistantResponseAggregator, LLMUserResponseAggregator) +from pipecat.services.azure import AzureTTSService +from pipecat.services.openai import OpenAILLMService +from pipecat.transports.services.daily import DailyParams, DailyTransport +from pipecat.vad.silero import SileroVADAnalyzer + + +from runner import configure + +from loguru import logger + +from dotenv import load_dotenv +load_dotenv(override=True) + +logger.remove(0) +logger.add(sys.stderr, level="DEBUG") + + +async def main(room_url: str, token): + async with aiohttp.ClientSession() as session: + transport = DailyTransport( + room_url, + token, + "Respond bot", + DailyParams( + audio_out_enabled=True, + audio_out_sample_rate=16000, + transcription_enabled=True, + vad_enabled=True, + vad_analyzer=SileroVADAnalyzer() + ) + ) + + tts = AzureTTSService( + api_key=os.getenv("AZURE_SPEECH_API_KEY"), + region=os.getenv("AZURE_SPEECH_REGION"), + ) + + llm = OpenAILLMService( + api_key=os.getenv("OPENAI_API_KEY"), + model="gpt-4o") + + messages = [ + { + "role": "system", + "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.", + }, + ] + + tma_in = LLMUserResponseAggregator(messages) + tma_out = LLMAssistantResponseAggregator(messages) + + pipeline = Pipeline([ + transport.input(), # Transport user input + tma_in, # User responses + llm, # LLM + tts, # TTS + transport.output(), # Transport bot output + tma_out # Assistant spoken responses + ]) + + task = PipelineTask(pipeline, PipelineParams(allow_interruptions=True)) + + @transport.event_handler("on_first_participant_joined") + async def on_first_participant_joined(transport, participant): + transport.capture_participant_transcription(participant["id"]) + # Kick off the conversation. + messages.append( + {"role": "system", "content": "Please introduce yourself to the user."}) + await task.queue_frames([LLMMessagesFrame(messages)]) + + runner = PipelineRunner() + + await runner.run(task) + + +if __name__ == "__main__": + (url, token) = configure() + asyncio.run(main(url, token)) diff --git a/src/pipecat/services/azure.py b/src/pipecat/services/azure.py index 216d0555b..fce3c5939 100644 --- a/src/pipecat/services/azure.py +++ b/src/pipecat/services/azure.py @@ -7,6 +7,7 @@ import aiohttp import asyncio import io +import time from PIL import Image from typing import AsyncGenerator @@ -46,6 +47,8 @@ class AzureTTSService(TTSService): self._voice = voice async def run_tts(self, text: str) -> AsyncGenerator[Frame, None]: + start_time = time.time() + ttfb = None logger.debug(f"Generating TTS: {text}") ssml = ( @@ -61,6 +64,9 @@ class AzureTTSService(TTSService): result = await asyncio.to_thread(self.speech_synthesizer.speak_ssml, (ssml)) if result.reason == ResultReason.SynthesizingAudioCompleted: + if ttfb is None: + ttfb = time.time() - start_time + logger.debug(f"TTS ttfb: {ttfb}") # Azure always sends a 44-byte header. Strip it off. yield AudioRawFrame(audio=result.audio_data[44:], sample_rate=16000, num_channels=1) elif result.reason == ResultReason.Canceled: