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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
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8 changed files with 737 additions and 714 deletions
248
api/server/services/Files/Audio/STTService.js
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248
api/server/services/Files/Audio/STTService.js
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const { Readable } = require('stream');
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const axios = require('axios');
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const { extractEnvVariable, STTProviders } = require('librechat-data-provider');
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const getCustomConfig = require('~/server/services/Config/getCustomConfig');
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const { genAzureEndpoint } = require('~/utils');
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const { logger } = require('~/config');
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/**
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* Service class for handling Speech-to-Text (STT) operations.
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* @class
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*/
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class STTService {
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/**
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* Creates an instance of STTService.
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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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[STTProviders.OPENAI]: this.openAIProvider,
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[STTProviders.AZURE_OPENAI]: this.azureOpenAIProvider,
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};
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}
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/**
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* Creates a singleton instance of STTService.
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* @static
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* @async
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* @returns {Promise<STTService>} The STTService 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 STTService(customConfig);
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}
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/**
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* Retrieves the configured STT provider and its schema.
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* @returns {Promise<[string, Object]>} A promise that resolves to an array containing the provider name and its schema.
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* @throws {Error} If no STT schema is set, multiple providers are set, or no provider is set.
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*/
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async getProviderSchema() {
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const sttSchema = this.customConfig.speech.stt;
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if (!sttSchema) {
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throw new Error(
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'No STT schema is set. Did you configure STT in the custom config (librechat.yaml)?',
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);
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}
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const providers = Object.entries(sttSchema).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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const [provider, schema] = providers[0];
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return [provider, schema];
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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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* @returns {void}
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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 the OpenAI STT provider.
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* @param {Object} sttSchema - The STT schema for OpenAI.
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* @param {Stream} audioReadStream - The audio data to be transcribed.
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* @returns {Array} An array containing the URL, data, and headers for the request.
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*/
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openAIProvider(sttSchema, audioReadStream) {
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const url = sttSchema?.url || 'https://api.openai.com/v1/audio/transcriptions';
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const apiKey = extractEnvVariable(sttSchema.apiKey) || '';
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const data = {
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file: audioReadStream,
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model: sttSchema.model,
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};
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const headers = {
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'Content-Type': 'multipart/form-data',
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...(apiKey && { Authorization: `Bearer ${apiKey}` }),
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};
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[headers].forEach(this.removeUndefined);
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return [url, data, headers];
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}
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/**
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* Prepares the request for the Azure OpenAI STT provider.
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* @param {Object} sttSchema - The STT schema for Azure OpenAI.
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* @param {Buffer} audioBuffer - The audio data to be transcribed.
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* @param {Object} audioFile - The audio file object containing originalname, mimetype, and size.
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* @returns {Array} An array containing the URL, data, and headers for the request.
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* @throws {Error} If the audio file size exceeds 25MB or the audio file format is not accepted.
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*/
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azureOpenAIProvider(sttSchema, audioBuffer, audioFile) {
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const url = `${genAzureEndpoint({
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azureOpenAIApiInstanceName: sttSchema?.instanceName,
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azureOpenAIApiDeploymentName: sttSchema?.deploymentName,
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})}/audio/transcriptions?api-version=${sttSchema?.apiVersion}`;
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const apiKey = sttSchema.apiKey ? extractEnvVariable(sttSchema.apiKey) : '';
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if (audioBuffer.byteLength > 25 * 1024 * 1024) {
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throw new Error('The audio file size exceeds the limit of 25MB');
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}
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const acceptedFormats = ['flac', 'mp3', 'mp4', 'mpeg', 'mpga', 'm4a', 'ogg', 'wav', 'webm'];
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const fileFormat = audioFile.mimetype.split('/')[1];
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if (!acceptedFormats.includes(fileFormat)) {
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throw new Error(`The audio file format ${fileFormat} is not accepted`);
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}
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const formData = new FormData();
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const audioBlob = new Blob([audioBuffer], { type: audioFile.mimetype });
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formData.append('file', audioBlob, audioFile.originalname);
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const headers = {
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'Content-Type': 'multipart/form-data',
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...(apiKey && { 'api-key': apiKey }),
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};
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[headers].forEach(this.removeUndefined);
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return [url, formData, headers];
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}
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/**
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* Sends an STT request to the specified provider.
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* @async
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* @param {string} provider - The STT provider to use.
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* @param {Object} sttSchema - The STT schema for the provider.
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* @param {Object} requestData - The data required for the STT request.
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* @param {Buffer} requestData.audioBuffer - The audio data to be transcribed.
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* @param {Object} requestData.audioFile - The audio file object containing originalname, mimetype, and size.
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* @returns {Promise<string>} A promise that resolves to the transcribed text.
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* @throws {Error} If the provider is invalid, the response status is not 200, or the response data is missing.
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*/
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async sttRequest(provider, sttSchema, { audioBuffer, audioFile }) {
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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 audioReadStream = Readable.from(audioBuffer);
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audioReadStream.path = 'audio.wav';
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const [url, data, headers] = strategy.call(this, sttSchema, audioReadStream, audioFile);
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if (!Readable.from && data instanceof FormData) {
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const audioBlob = new Blob([audioBuffer], { type: audioFile.mimetype });
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data.set('file', audioBlob, audioFile.originalname);
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}
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try {
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const response = await axios.post(url, data, { headers });
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if (response.status !== 200) {
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throw new Error('Invalid response from the STT API');
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}
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if (!response.data || !response.data.text) {
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throw new Error('Missing data in response from the STT API');
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}
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return response.data.text.trim();
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} catch (error) {
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logger.error(`STT 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 speech-to-text 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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if (!req.file || !req.file.buffer) {
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return res.status(400).json({ message: 'No audio file provided in the FormData' });
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}
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const audioBuffer = req.file.buffer;
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const audioFile = {
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originalname: req.file.originalname,
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mimetype: req.file.mimetype,
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size: req.file.size,
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};
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try {
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const [provider, sttSchema] = await this.getProviderSchema();
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const text = await this.sttRequest(provider, sttSchema, { audioBuffer, audioFile });
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res.json({ text });
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} catch (error) {
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logger.error('An error occurred while processing the audio:', error);
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res.sendStatus(500);
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}
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}
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}
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/**
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* Factory function to create an STTService instance.
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* @async
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* @returns {Promise<STTService>} A promise that resolves to an STTService instance.
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*/
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async function createSTTService() {
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return STTService.getInstance();
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}
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/**
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* Wrapper function for speech-to-text 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 speechToText(req, res) {
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const sttService = await createSTTService();
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await sttService.processTextToSpeech(req, res);
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}
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module.exports = speechToText;
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