mirror of
https://github.com/danny-avila/LibreChat.git
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🗣️ refactor: speech services; fix: OpenAI STT (#3431)
* fix: OpenAI STT * refactor: STT and TTS service, slightly imporve of performance * fix(DecibelSelector): update default value
This commit is contained in:
parent
4ffdefc2a8
commit
51cd847606
8 changed files with 737 additions and 714 deletions
477
api/server/services/Files/Audio/TTSService.js
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477
api/server/services/Files/Audio/TTSService.js
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const axios = require('axios');
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const { extractEnvVariable, TTSProviders } = require('librechat-data-provider');
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const { logger } = require('~/config');
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const getCustomConfig = require('~/server/services/Config/getCustomConfig');
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const { genAzureEndpoint } = require('~/utils');
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const { getRandomVoiceId, createChunkProcessor, splitTextIntoChunks } = require('./streamAudio');
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/**
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* Service class for handling Text-to-Speech (TTS) operations.
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* @class
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*/
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class TTSService {
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/**
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* Creates an instance of TTSService.
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* @param {Object} customConfig - The custom configuration object.
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*/
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constructor(customConfig) {
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this.customConfig = customConfig;
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this.providerStrategies = {
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[TTSProviders.OPENAI]: this.openAIProvider.bind(this),
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[TTSProviders.AZURE_OPENAI]: this.azureOpenAIProvider.bind(this),
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[TTSProviders.ELEVENLABS]: this.elevenLabsProvider.bind(this),
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[TTSProviders.LOCALAI]: this.localAIProvider.bind(this),
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};
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}
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/**
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* Creates a singleton instance of TTSService.
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* @static
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* @async
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* @returns {Promise<TTSService>} The TTSService instance.
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* @throws {Error} If the custom config is not found.
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*/
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static async getInstance() {
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const customConfig = await getCustomConfig();
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if (!customConfig) {
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throw new Error('Custom config not found');
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}
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return new TTSService(customConfig);
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}
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/**
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* Retrieves the configured TTS provider.
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* @returns {string} The name of the configured provider.
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* @throws {Error} If no provider is set or multiple providers are set.
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*/
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getProvider() {
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const ttsSchema = this.customConfig.speech.tts;
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if (!ttsSchema) {
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throw new Error(
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'No TTS schema is set. Did you configure TTS in the custom config (librechat.yaml)?',
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);
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}
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const providers = Object.entries(ttsSchema).filter(
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([, value]) => Object.keys(value).length > 0,
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);
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if (providers.length !== 1) {
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throw new Error(
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providers.length > 1
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? 'Multiple providers are set. Please set only one provider.'
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: 'No provider is set. Please set a provider.',
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);
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}
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return providers[0][0];
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}
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/**
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* Selects a voice for TTS based on provider schema and request.
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* @async
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* @param {Object} providerSchema - The schema for the selected provider.
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* @param {string} requestVoice - The requested voice.
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* @returns {Promise<string>} The selected voice.
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*/
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async getVoice(providerSchema, requestVoice) {
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const voices = providerSchema.voices.filter((voice) => voice && voice.toUpperCase() !== 'ALL');
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let voice = requestVoice;
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if (!voice || !voices.includes(voice) || (voice.toUpperCase() === 'ALL' && voices.length > 1)) {
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voice = getRandomVoiceId(voices);
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}
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return voice;
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}
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/**
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* Recursively removes undefined properties from an object.
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* @param {Object} obj - The object to clean.
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*/
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removeUndefined(obj) {
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Object.keys(obj).forEach((key) => {
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if (obj[key] && typeof obj[key] === 'object') {
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this.removeUndefined(obj[key]);
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if (Object.keys(obj[key]).length === 0) {
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delete obj[key];
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}
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} else if (obj[key] === undefined) {
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delete obj[key];
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}
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});
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}
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/**
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* Prepares the request for OpenAI TTS provider.
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* @param {Object} ttsSchema - The TTS schema for OpenAI.
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* @param {string} input - The input text.
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* @param {string} voice - The selected voice.
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* @returns {Array} An array containing the URL, data, and headers for the request.
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* @throws {Error} If the selected voice is not available.
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*/
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openAIProvider(ttsSchema, input, voice) {
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const url = ttsSchema?.url || 'https://api.openai.com/v1/audio/speech';
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if (
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ttsSchema?.voices &&
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ttsSchema.voices.length > 0 &&
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!ttsSchema.voices.includes(voice) &&
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!ttsSchema.voices.includes('ALL')
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) {
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throw new Error(`Voice ${voice} is not available.`);
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}
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const data = {
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input,
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model: ttsSchema?.model,
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voice: ttsSchema?.voices && ttsSchema.voices.length > 0 ? voice : undefined,
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backend: ttsSchema?.backend,
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};
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const headers = {
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'Content-Type': 'application/json',
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Authorization: `Bearer ${extractEnvVariable(ttsSchema?.apiKey)}`,
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};
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return [url, data, headers];
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}
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/**
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* Prepares the request for Azure OpenAI TTS provider.
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* @param {Object} ttsSchema - The TTS schema for Azure OpenAI.
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* @param {string} input - The input text.
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* @param {string} voice - The selected voice.
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* @returns {Array} An array containing the URL, data, and headers for the request.
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* @throws {Error} If the selected voice is not available.
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*/
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azureOpenAIProvider(ttsSchema, input, voice) {
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const url = `${genAzureEndpoint({
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azureOpenAIApiInstanceName: ttsSchema?.instanceName,
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azureOpenAIApiDeploymentName: ttsSchema?.deploymentName,
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})}/audio/speech?api-version=${ttsSchema?.apiVersion}`;
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if (
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ttsSchema?.voices &&
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ttsSchema.voices.length > 0 &&
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!ttsSchema.voices.includes(voice) &&
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!ttsSchema.voices.includes('ALL')
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) {
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throw new Error(`Voice ${voice} is not available.`);
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}
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const data = {
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model: ttsSchema?.model,
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input,
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voice: ttsSchema?.voices && ttsSchema.voices.length > 0 ? voice : undefined,
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};
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const headers = {
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'Content-Type': 'application/json',
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'api-key': ttsSchema.apiKey ? extractEnvVariable(ttsSchema.apiKey) : '',
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};
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return [url, data, headers];
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}
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/**
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* Prepares the request for ElevenLabs TTS provider.
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* @param {Object} ttsSchema - The TTS schema for ElevenLabs.
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* @param {string} input - The input text.
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* @param {string} voice - The selected voice.
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* @param {boolean} stream - Whether to use streaming.
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* @returns {Array} An array containing the URL, data, and headers for the request.
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* @throws {Error} If the selected voice is not available.
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*/
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elevenLabsProvider(ttsSchema, input, voice, stream) {
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let url =
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ttsSchema?.url ||
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`https://api.elevenlabs.io/v1/text-to-speech/${voice}${stream ? '/stream' : ''}`;
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if (!ttsSchema?.voices.includes(voice) && !ttsSchema?.voices.includes('ALL')) {
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throw new Error(`Voice ${voice} is not available.`);
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}
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const data = {
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model_id: ttsSchema?.model,
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text: input,
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voice_settings: {
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similarity_boost: ttsSchema?.voice_settings?.similarity_boost,
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stability: ttsSchema?.voice_settings?.stability,
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style: ttsSchema?.voice_settings?.style,
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use_speaker_boost: ttsSchema?.voice_settings?.use_speaker_boost,
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},
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pronunciation_dictionary_locators: ttsSchema?.pronunciation_dictionary_locators,
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};
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const headers = {
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'Content-Type': 'application/json',
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'xi-api-key': extractEnvVariable(ttsSchema?.apiKey),
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Accept: 'audio/mpeg',
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};
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return [url, data, headers];
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}
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/**
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* Prepares the request for LocalAI TTS provider.
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* @param {Object} ttsSchema - The TTS schema for LocalAI.
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* @param {string} input - The input text.
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* @param {string} voice - The selected voice.
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* @returns {Array} An array containing the URL, data, and headers for the request.
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* @throws {Error} If the selected voice is not available.
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*/
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localAIProvider(ttsSchema, input, voice) {
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const url = ttsSchema?.url;
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if (
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ttsSchema?.voices &&
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ttsSchema.voices.length > 0 &&
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!ttsSchema.voices.includes(voice) &&
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!ttsSchema.voices.includes('ALL')
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) {
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throw new Error(`Voice ${voice} is not available.`);
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}
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const data = {
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input,
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model: ttsSchema?.voices && ttsSchema.voices.length > 0 ? voice : undefined,
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backend: ttsSchema?.backend,
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};
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const headers = {
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'Content-Type': 'application/json',
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Authorization: `Bearer ${extractEnvVariable(ttsSchema?.apiKey)}`,
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};
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if (extractEnvVariable(ttsSchema.apiKey) === '') {
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delete headers.Authorization;
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}
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return [url, data, headers];
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}
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/**
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* Sends a TTS request to the specified provider.
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* @async
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* @param {string} provider - The TTS provider to use.
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* @param {Object} ttsSchema - The TTS schema for the provider.
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* @param {Object} options - The options for the TTS request.
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* @param {string} options.input - The input text.
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* @param {string} options.voice - The voice to use.
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* @param {boolean} [options.stream=true] - Whether to use streaming.
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* @returns {Promise<Object>} The axios response object.
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* @throws {Error} If the provider is invalid or the request fails.
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*/
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async ttsRequest(provider, ttsSchema, { input, voice, stream = true }) {
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const strategy = this.providerStrategies[provider];
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if (!strategy) {
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throw new Error('Invalid provider');
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}
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const [url, data, headers] = strategy.call(this, ttsSchema, input, voice, stream);
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[data, headers].forEach(this.removeUndefined.bind(this));
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const options = { headers, responseType: stream ? 'stream' : 'arraybuffer' };
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try {
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return await axios.post(url, data, options);
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} catch (error) {
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logger.error(`TTS request failed for provider ${provider}:`, error);
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throw error;
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}
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}
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/**
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* Processes a text-to-speech request.
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* @async
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* @param {Object} req - The request object.
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* @param {Object} res - The response object.
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* @returns {Promise<void>}
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*/
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async processTextToSpeech(req, res) {
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const { input, voice: requestVoice } = req.body;
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if (!input) {
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return res.status(400).send('Missing text in request body');
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}
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try {
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res.setHeader('Content-Type', 'audio/mpeg');
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const provider = this.getProvider();
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const ttsSchema = this.customConfig.speech.tts[provider];
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const voice = await this.getVoice(ttsSchema, requestVoice);
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if (input.length < 4096) {
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const response = await this.ttsRequest(provider, ttsSchema, { input, voice });
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response.data.pipe(res);
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return;
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}
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const textChunks = splitTextIntoChunks(input, 1000);
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for (const chunk of textChunks) {
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try {
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const response = await this.ttsRequest(provider, ttsSchema, {
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voice,
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input: chunk.text,
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stream: true,
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});
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logger.debug(`[textToSpeech] user: ${req?.user?.id} | writing audio stream`);
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await new Promise((resolve) => {
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response.data.pipe(res, { end: chunk.isFinished });
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response.data.on('end', resolve);
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});
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if (chunk.isFinished) {
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break;
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}
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} catch (innerError) {
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logger.error('Error processing manual update:', chunk, innerError);
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if (!res.headersSent) {
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return res.status(500).end();
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}
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return;
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}
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}
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if (!res.headersSent) {
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res.end();
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}
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} catch (error) {
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logger.error('Error creating the audio stream:', error);
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if (!res.headersSent) {
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return res.status(500).send('An error occurred');
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}
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}
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}
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/**
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* Streams audio data from the TTS provider.
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* @async
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* @param {Object} req - The request object.
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* @param {Object} res - The response object.
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* @returns {Promise<void>}
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*/
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async streamAudio(req, res) {
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res.setHeader('Content-Type', 'audio/mpeg');
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const provider = this.getProvider();
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const ttsSchema = this.customConfig.speech.tts[provider];
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const voice = await this.getVoice(ttsSchema, req.body.voice);
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let shouldContinue = true;
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req.on('close', () => {
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logger.warn('[streamAudio] Audio Stream Request closed by client');
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shouldContinue = false;
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});
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const processChunks = createChunkProcessor(req.body.messageId);
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try {
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while (shouldContinue) {
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const updates = await processChunks();
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if (typeof updates === 'string') {
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logger.error(`Error processing audio stream updates: ${updates}`);
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return res.status(500).end();
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}
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if (updates.length === 0) {
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await new Promise((resolve) => setTimeout(resolve, 1250));
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continue;
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}
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for (const update of updates) {
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try {
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const response = await this.ttsRequest(provider, ttsSchema, {
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voice,
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input: update.text,
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stream: true,
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});
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if (!shouldContinue) {
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break;
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}
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logger.debug(`[streamAudio] user: ${req?.user?.id} | writing audio stream`);
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await new Promise((resolve) => {
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response.data.pipe(res, { end: update.isFinished });
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response.data.on('end', resolve);
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});
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if (update.isFinished) {
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shouldContinue = false;
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break;
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}
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} catch (innerError) {
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logger.error('Error processing audio stream update:', update, innerError);
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if (!res.headersSent) {
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return res.status(500).end();
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}
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return;
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}
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}
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if (!shouldContinue) {
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break;
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}
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}
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if (!res.headersSent) {
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res.end();
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}
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} catch (error) {
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logger.error('Failed to fetch audio:', error);
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if (!res.headersSent) {
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res.status(500).end();
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}
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}
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}
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}
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/**
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* Factory function to create a TTSService instance.
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* @async
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* @returns {Promise<TTSService>} A promise that resolves to a TTSService instance.
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*/
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async function createTTSService() {
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return TTSService.getInstance();
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}
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/**
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* Wrapper function for text-to-speech processing.
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* @async
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* @param {Object} req - The request object.
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* @param {Object} res - The response object.
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* @returns {Promise<void>}
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*/
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async function textToSpeech(req, res) {
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const ttsService = await createTTSService();
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await ttsService.processTextToSpeech(req, res);
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}
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/**
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* Wrapper function for audio streaming.
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* @async
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* @param {Object} req - The request object.
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* @param {Object} res - The response object.
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* @returns {Promise<void>}
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*/
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async function streamAudio(req, res) {
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const ttsService = await createTTSService();
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await ttsService.streamAudio(req, res);
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}
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/**
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* Wrapper function to get the configured TTS provider.
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* @async
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* @returns {Promise<string>} A promise that resolves to the name of the configured provider.
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*/
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async function getProvider() {
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const ttsService = await createTTSService();
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return ttsService.getProvider();
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}
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module.exports = {
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textToSpeech,
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streamAudio,
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getProvider,
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};
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