[RFC] 012 - 支持 TTS & STT 语音对话

[canisminor1990]

Important

构思中...refs: #267
进展：lobe-tts.vercel.app
PR: #443

🎤 Lobe TTS - A high-quality & reliable TTS library @loebhub/tts

Caniss.video.mp4

背景

构思增加一个语音模态对话交互功能

• [Request] Voice Input / Output Plugin #464
• [Request] 支持语音输入输出 #267

参考 OpenAI 官方 pro 功能：https://openai.com/blog/chatgpt-can-now-see-hear-and-speak

TTS 服务

Note
目前主流 TTS 能力还是利用微软 Azure

• Microsoft Speech API: 是微软演示页面的接口，稳定性不佳，免费/Hack
• Azure Speech API: 微软 TTS 正式接口(绑卡)，稳定性佳，付费/ 免费额度 T2V 每月50万字符 + V2T 每月5小时音频长度
• Edge TTS WSS: Edge 浏览器大声朗读接口
• speechSynthesis: 浏览器自带 TTS，免费但合成音色机器感太强

A Microsoft Speech API

Note
参考 TTS-VUE：https://github.com/LokerL/tts-vue/blob/ce71f0203f21cd7c19ac290872fbb3f99f24551b/electron/utils/api.ts

import { v4 as uuidv4 } from 'uuid';

import { type SsmlOptions, genSSML } from '@/useTTS/utils/genSSML';

export const postMicrosoftSpeech = async (
  text: string,
  options: SsmlOptions,
): Promise<ArrayBuffer> => {
  const data = JSON.stringify({
    offsetInPlainText: 0,
    properties: {
      SpeakTriggerSource: 'AccTuningPagePlayButton',
    },
    ssml: genSSML(text, options),
    ttsAudioFormat: 'audio-24khz-160kbitrate-mono-mp3',
  });

  const config = {
    body: data,
    headers: {
      'accept': '*/*',
      'accept-language': 'zh-CN,zh;q=0.9',
      'authority': 'southeastasia.api.speech.microsoft.com',
      'content-type': 'application/json',
      'customvoiceconnectionid': uuidv4(),
      'origin': 'https://speech.microsoft.com',
      'sec-ch-ua': '"Google Chrome";v="111", "Not(A:Brand";v="8", "Chromium";v="111"',
      'sec-ch-ua-mobile': '?0',
      'sec-ch-ua-platform': '"Windows"',
      'sec-fetch-dest': 'empty',
      'sec-fetch-mode': 'cors',
      'sec-fetch-site': 'same-site',
      'user-agent':
        'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',
    },
    method: 'post',
    responseType: 'arraybuffer',

    url: 'https://southeastasia.api.speech.microsoft.com/accfreetrial/texttospeech/acc/v3.0-beta1/vcg/speak',
  };

  try {
    const response: Response = await fetch(config.url, config);
    return await response.arrayBuffer();
  } catch (error) {
    console.error(error);
    throw error;
  }
};

B Azure Speech API

Note
文档地址：https://learn.microsoft.com/zh-cn/azure/ai-services/speech-service/index-text-to-speech

https://github.com/chessyu/TTS-Nextjs/blob/main/app/_server/speechModel/index.ts

import {
  AudioConfig,
  PropertyId,
  ResultReason,
  SpeechConfig,
  SpeechSynthesisOutputFormat,
  SpeechSynthesisResult,
  SpeechSynthesizer,
} from 'microsoft-cognitiveservices-speech-sdk';

import { type SsmlOptions, genSSML } from '@/useTTS/utils/genSSML';

const SPEECH_KEY = process.env.NEXT_PUBLIC_SPEECH_KEY;
const SPEECH_REGION = process.env.NEXT_PUBLIC_SPEECH_REGION;

// 纯文本生成语音
export const postAzureSpeech = async (text: string, options: SsmlOptions): Promise<Buffer> => {
  const speechConfig = SpeechConfig.fromSubscription(SPEECH_KEY!, SPEECH_REGION!);
  speechConfig.setProperty(PropertyId.SpeechServiceResponse_RequestSentenceBoundary, 'true');
  speechConfig.speechSynthesisOutputFormat =
    SpeechSynthesisOutputFormat.Audio16Khz32KBitRateMonoMp3;

  let audio_config = AudioConfig.fromDefaultSpeakerOutput();
  let synthesizer: SpeechSynthesizer | null = new SpeechSynthesizer(speechConfig, audio_config);

  const completeCb = (
    result: SpeechSynthesisResult,
    resolve: (value: Buffer) => void,
    reject: (err?: any) => void,
  ) => {
    if (result.reason === ResultReason.SynthesizingAudioCompleted) {
      resolve(Buffer.from(result.audioData));
    } else {
      reject(result);
    }
    synthesizer?.close();
    synthesizer = null;
  };

  const errCb = (err: string, reject: (err?: any) => void) => {
    reject(err);
    synthesizer?.close();
    synthesizer = null;
  };

  return new Promise<Buffer>((resolve, reject) => {
    synthesizer?.speakSsmlAsync(
      genSSML(text, options),
      (result) => completeCb(result, resolve, reject),
      (err) => errCb(err, reject),
    );
  });
};

C Edge TTS WSS

Note
https://github.com/skygongque/tts/blob/main/python_cli_demo/tts.py
https://github.com/Migushthe2nd/MsEdgeTTS

D speechSynthesis

见 4 楼

SSML

Note
文档地址：https://learn.microsoft.com/azure/ai-services/speech-service/speech-synthesis-markup
格式化构建工具：https://www.npmjs.com/package/ssml-document

SSML 可控制音色，情感，语调等，通过 prompt 的方式可以让 ChatGPT 按 SSML 格式要求回复，实现带有感情的对话输出

<voice name="zh-CN-YunzeNeural" mstts:express-as:style="fearful" styledegree="1" role="" rate="0%" pitch="0%" id="role1">
    在一个阴雨连绵的夜晚，有一个年轻人走在回家的路上。他的家在一个荒郊野岭中，附近没有其他的人家。
</voice>

import { Document, ServiceProvider } from 'ssml-document';

type StyleName =
  | 'affectionate'
  | 'angry'
  | 'calm'
  | 'cheerful'
  | 'disgruntled'
  | 'embarrassed'
  | 'fearful'
  | 'general'
  | 'gentle'
  | 'sad'
  | 'serious';

export interface SsmlOptions {
  name: string;
  pitch?: number;
  rate?: number;
  style?: StyleName;
}

export const genSSML = (text: string, options: SsmlOptions) => {
  let ssml = new Document().voice(options.name);
  if (options.style) ssml = ssml.expressAs({ style: options.style });
  if (options.pitch || options.rate)
    ssml = ssml.prosody({ pitch: options.pitch, rate: options.rate });
  return ssml.say(text).render({ pretty: true, provider: ServiceProvider.Microsoft });
};

[ONLY-yours]

Mark，非常需要一个，看看能不能搞个组件出来

[arvinxx]

Lobe中的实现链路大致应该是怎么样的？

[canisminor1990]

看是不是结合在chat里还是单独的侧边栏模块，结合chat的话就是在现有agent config基础上再加上当前助手tts的音色设置

[canisminor1990]

如果单独就要新增一个SpeechList

[arvinxx]

1. 语音会话有必要有历史记录吗？
2. 从打造 agent 的目标来说，语音配置合在config里比较合理，也便于扩展和复用。比如agentMarket 中可以有语音助手。
3. 展示形态上感觉应该是替换 Conversation 变成语音的界面？
4. 我理解 Ai 交互的文本部分应该仍然使用现有的逻辑，只是多了一个前置的语音转文本，和后置的文本转语音？如果保持这个思路的话，语音部分的状态信息应该和translate 类似，存在 extra 字段中

[canisminor1990]

遗留问题：ChatGPT 流传输和 TTS 流传输如何结合

能想到的是，根据 ChatGPT 返回结果通过换行检测或者段落标点进行分割，分段供给 TTS 进行语音合成，合成后进行队列播放，同时通过 Record 再整合为一段完整的长音频

[canisminor1990]

https://www.reddit.com/r/ChatGPT/comments/14h1fx9/does_anyone_know_a_good_tts_that_accepts_the/

Does anyone know a good TTS that accepts the ChatGpt stream of words?

I am using ChatGPT to create a speech to text -> chat gpt -> text to speech bot for my twitch streams but I am having issues finding a good text to speech. I am currently using windows in-built text to speech but it is very limited and frankly bad compared to others, but it was the only way I could think of handling the stream of words you get from chatgpt api (instead of a whole block of words at once). All the cloud based text to speech I have found seem to only accept the full complete "paragraph" of words, none have the ability to feed in words one by one.

Does anyone know a good software or cloud based text to speech that can handle a stream of words well? Paid or unpaid is fine.

[canisminor1990]

https://elevenlabs.io/

似乎支持 text stream tts，但是资费挺贵

[canisminor1990]

useSpeechRecognition

Note
https://developer.mozilla.org/en-US/docs/Web/API/SpeechRecognition

import { useState } from 'react';

export const useSpeechRecognition = (locale: string) => {
  const [text, setText] = useState<string>('');
  const [processing, setProcessing] = useState<boolean>(false);
  const recognition = new (window as any).webkitSpeechRecognition();
  recognition.lang = locale;
  recognition.interimResults = true;
  recognition.continuous = true;

  recognition.onstart = () => {
    setProcessing(true);
    setText('');
  };
  recognition.onend = () => setProcessing(false);

  recognition.onresult = ({ results }: any) => {
    if (!results) return;
    const result = results[0];
    if (result?.[0]?.transcript) setText(result[0].transcript);
    if (result.isFinal) recognition.abort();
  };

  return {
    processing,
    start: recognition.start,
    stop: recognition.stop,
    text,
  };
};

useSpeechSynthes

import { useMemo, useState } from 'react';

import { SsmlOptions } from '@/useTTS/utils/genSSML';
import { VoiceList } from '@/useTTS/utils/getVoiceList';

export const useSpeechSynthes = (options: SsmlOptions) => {
  const [text, setText] = useState<string>('');
  const [processing, setProcessing] = useState<boolean>(false);

  const speechSynthesisUtterance = useMemo(() => {
    const utterance = new SpeechSynthesisUtterance(text);
    utterance.voice = options.name as any;
    if (options.pitch) utterance.pitch = options.pitch;
    if (options.rate) utterance.rate = options.rate;
    return utterance;
  }, [text]);

  const voiceList: VoiceList = useMemo(() => {
    const data = speechSynthesis.getVoices();
    const list: VoiceList = {};
    for (const voice of data) {
      if (list[voice.lang]) list[voice.lang] = [];
      list[voice.lang].push({ localName: voice.name, name: voice.voiceURI });
    }
    return list;
  }, []);

  speechSynthesisUtterance.onstart = () => setProcessing(true);
  speechSynthesisUtterance.onend = () => setProcessing(false);

  return {
    processing,
    setText,
    start: () => speechSynthesis.speak(speechSynthesisUtterance),
    stop: speechSynthesis.cancel,
    voiceList,
  };
};

[canisminor1990]

chatgpt 4v 公开了tts语音接口 研究下

[canisminor1990]

可以测试 TTS 和 STT 功能了, 目前支持的 TTS 和 STT 服务如图，Azure TTS 待后续支持

[arvinxx]

测试用例

TTS

功能主链路：

• 点击语音朗读，播放音频 (默认 OpenAI)
• 切换到 Microsoft 后，点击播放音频，可正常播放
• 切换到 Edge 后，点击语音朗读，播放音频
  PS：目前本地测试有报错

长文本相关：

• （使用OpenAI）当播放一段长文本时，可以在合成语音中停止生成
  PS：现在生成过程中没有停止按钮：

• 使用 Microsoft Speech 时，可正常播放长文本

PS：现在会出现 429 错误。应该是短时间内重复请求的问题。而且一旦有一个错误，会导致整个播放中断

且中断后无法重新播放

分支链路：

• 刷新页面后，再点击播放按钮，可正常播放

异常链路：

• 请求层面报错，例如 网络404，服务器500，界面侧有提示；
• 返回结果有问题，界面有提示；

[vm2018]

Microsoft Speech 在哪里可以配置？
版本信息v1.34.0 ~ v1.33.1 十一月 27, 2024