From 90715e702bbebcf2c3cfd39628c931bbadda28b0 Mon Sep 17 00:00:00 2001 From: Heiner Lohaus Date: Tue, 9 Apr 2024 19:19:33 +0200 Subject: Add project files --- projects/text_to_speech/README.md | 3 + projects/text_to_speech/constants.js | 11 + projects/text_to_speech/index.js | 38 + projects/text_to_speech/package-lock.json | 3574 +++++++++++++++++++++++++++++ projects/text_to_speech/package.json | 19 + projects/text_to_speech/utils.js | 47 + projects/text_to_speech/webpack.config.js | 20 + projects/text_to_speech/worker.js | 105 + 8 files changed, 3817 insertions(+) create mode 100644 projects/text_to_speech/README.md create mode 100644 projects/text_to_speech/constants.js create mode 100644 projects/text_to_speech/index.js create mode 100644 projects/text_to_speech/package-lock.json create mode 100644 projects/text_to_speech/package.json create mode 100644 projects/text_to_speech/utils.js create mode 100644 projects/text_to_speech/webpack.config.js create mode 100644 projects/text_to_speech/worker.js (limited to 'projects/text_to_speech') diff --git a/projects/text_to_speech/README.md b/projects/text_to_speech/README.md new file mode 100644 index 00000000..c1d401ac --- /dev/null +++ b/projects/text_to_speech/README.md @@ -0,0 +1,3 @@ +Fork from: + +https://github.com/xenova/transformers.js/tree/main/examples/text-to-speech-client \ No newline at end of file diff --git a/projects/text_to_speech/constants.js b/projects/text_to_speech/constants.js new file mode 100644 index 00000000..23362616 --- /dev/null +++ b/projects/text_to_speech/constants.js @@ -0,0 +1,11 @@ +export const SPEAKERS = { + "US female 1": "cmu_us_slt_arctic-wav-arctic_a0001", + "US female 2": "cmu_us_clb_arctic-wav-arctic_a0001", + "US male 1": "cmu_us_bdl_arctic-wav-arctic_a0003", + "US male 2": "cmu_us_rms_arctic-wav-arctic_a0003", + "Canadian male": "cmu_us_jmk_arctic-wav-arctic_a0002", + "Scottish male": "cmu_us_awb_arctic-wav-arctic_b0002", + "Indian male": "cmu_us_ksp_arctic-wav-arctic_a0007", +} + +export const DEFAULT_SPEAKER = "cmu_us_slt_arctic-wav-arctic_a0001"; \ No newline at end of file diff --git a/projects/text_to_speech/index.js b/projects/text_to_speech/index.js new file mode 100644 index 00000000..63059a8d --- /dev/null +++ b/projects/text_to_speech/index.js @@ -0,0 +1,38 @@ +const worker = {} +if (!worker.current) { + // Create the worker if it does not yet exist. + worker.current = new Worker(new URL('./worker.js', import.meta.url), { + type: 'module' + }); +} + +window.doSpeech = false; + +const onMessageReceived = (e) => { + switch (e.data.status) { + case 'error': + window.onSpeechResponse(null); + window.doSpeech = false; + break; + case 'complete': + const blobUrl = URL.createObjectURL(e.data.output); + window.onSpeechResponse(blobUrl); + window.doSpeech = false; + break; + } +}; +worker.current.addEventListener('message', onMessageReceived); + +import { DEFAULT_SPEAKER, SPEAKERS } from './constants'; + +const handleGenerateSpeech = (text, speaker_id=DEFAULT_SPEAKER) => { + window.doSpeech = true; + worker.current.postMessage({ + text, + speaker_id: speaker_id, + }); +}; + +window.SPEAKERS = SPEAKERS; +window.handleGenerateSpeech = handleGenerateSpeech; +window.onSpeechResponse = (url) => console.log(url); \ No newline at end of file diff --git a/projects/text_to_speech/package-lock.json b/projects/text_to_speech/package-lock.json new file mode 100644 index 00000000..a674f737 --- /dev/null +++ b/projects/text_to_speech/package-lock.json @@ -0,0 +1,3574 @@ +{ + "name": "text_to_speech", + "lockfileVersion": 2, + "requires": true, + "packages": { + "": { + "bundleDependencies": [ + "@xenova/transformers" + ], + "dependencies": { + "@xenova/transformers": "^2.16.1", + "webpack": "^5.91.0", + "webpack-node-externals": "^3.0.0" + }, + "devDependencies": { + "pack": "^2.2.0", + "web": "^0.0.2", + "webpack-cli": "^5.1.4" + } + }, + "node_modules/@discoveryjs/json-ext": { + "version": "0.5.7", + 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Adapted from https://www.npmjs.com/package/audiobuffer-to-wav + +export function encodeWAV(samples) { + let offset = 44; + const buffer = new ArrayBuffer(offset + samples.length * 4); + const view = new DataView(buffer); + const sampleRate = 16000; + + /* RIFF identifier */ + writeString(view, 0, 'RIFF') + /* RIFF chunk length */ + view.setUint32(4, 36 + samples.length * 4, true) + /* RIFF type */ + writeString(view, 8, 'WAVE') + /* format chunk identifier */ + writeString(view, 12, 'fmt ') + /* format chunk length */ + view.setUint32(16, 16, true) + /* sample format (raw) */ + view.setUint16(20, 3, true) + /* channel count */ + view.setUint16(22, 1, true) + /* sample rate */ + view.setUint32(24, sampleRate, true) + /* byte rate (sample rate * block align) */ + view.setUint32(28, sampleRate * 4, true) + /* block align (channel count * bytes per sample) */ + view.setUint16(32, 4, true) + /* bits per sample */ + view.setUint16(34, 32, true) + /* data chunk identifier */ + writeString(view, 36, 'data') + /* data chunk length */ + view.setUint32(40, samples.length * 4, true) + + for (let i = 0; i < samples.length; ++i, offset += 4) { + view.setFloat32(offset, samples[i], true) + } + + return buffer +} + +function writeString(view, offset, string) { + for (let i = 0; i < string.length; ++i) { + view.setUint8(offset + i, string.charCodeAt(i)) + } +} \ No newline at end of file diff --git a/projects/text_to_speech/webpack.config.js b/projects/text_to_speech/webpack.config.js new file mode 100644 index 00000000..0b984592 --- /dev/null +++ b/projects/text_to_speech/webpack.config.js @@ -0,0 +1,20 @@ +const path = require('path'); +const webpack = require('webpack'); + +module.exports = { + mode: 'production', + entry: { + server: './index.js', + }, + output: { + path: path.join(__dirname, 'build'), + filename: 'index.js' + }, + module: { + rules: [ + { + exclude: /node_modules/ + } + ] + } +}; \ No newline at end of file diff --git a/projects/text_to_speech/worker.js b/projects/text_to_speech/worker.js new file mode 100644 index 00000000..249208d0 --- /dev/null +++ b/projects/text_to_speech/worker.js @@ -0,0 +1,105 @@ +import { env, Tensor, AutoTokenizer, SpeechT5ForTextToSpeech, SpeechT5HifiGan } from '@xenova/transformers'; +import { encodeWAV } from './utils'; + +// Disable local model checks +env.allowLocalModels = false; + +// Use the Singleton pattern to enable lazy construction of the pipeline. +class MyTextToSpeechPipeline { + + static BASE_URL = 'https://huggingface.co/datasets/Xenova/cmu-arctic-xvectors-extracted/resolve/main/'; + + static model_id = 'Xenova/speecht5_tts'; + static vocoder_id = 'Xenova/speecht5_hifigan'; + + static tokenizer_instance = null; + static model_instance = null; + static vocoder_instance = null; + + static async getInstance(progress_callback = null) { + if (this.tokenizer_instance === null) { + this.tokenizer = AutoTokenizer.from_pretrained(this.model_id, { progress_callback }); + } + + if (this.model_instance === null) { + this.model_instance = SpeechT5ForTextToSpeech.from_pretrained(this.model_id, { + quantized: false, + progress_callback, + }); + } + + if (this.vocoder_instance === null) { + this.vocoder_instance = SpeechT5HifiGan.from_pretrained(this.vocoder_id, { + quantized: false, + progress_callback, + }); + } + + return new Promise(async (resolve, reject) => { + const result = await Promise.all([ + this.tokenizer, + this.model_instance, + this.vocoder_instance, + ]); + self.postMessage({ + status: 'ready', + }); + resolve(result); + }); + } + + static async getSpeakerEmbeddings(speaker_id) { + // e.g., `cmu_us_awb_arctic-wav-arctic_a0001` + const speaker_embeddings_url = `${this.BASE_URL}${speaker_id}.bin`; + const speaker_embeddings = new Tensor( + 'float32', + new Float32Array(await (await fetch(speaker_embeddings_url)).arrayBuffer()), + [1, 512] + ) + return speaker_embeddings; + } +} + +// Mapping of cached speaker embeddings +const speaker_embeddings_cache = new Map(); + +// Listen for messages from the main thread +self.addEventListener('message', async (event) => { + // Load the pipeline + const [tokenizer, model, vocoder] = await MyTextToSpeechPipeline.getInstance(x => { + // We also add a progress callback so that we can track model loading. + self.postMessage(x); + }); + + // Tokenize the input + const { input_ids } = tokenizer(event.data.text); + + // Load the speaker embeddings + let speaker_embeddings = speaker_embeddings_cache.get(event.data.speaker_id); + if (speaker_embeddings === undefined) { + speaker_embeddings = await MyTextToSpeechPipeline.getSpeakerEmbeddings(event.data.speaker_id); + speaker_embeddings_cache.set(event.data.speaker_id, speaker_embeddings); + } + + // Generate the waveform + let response; + try { + response = await model.generate_speech(input_ids, speaker_embeddings, { vocoder }); + } catch(e) { + self.postMessage({ + status: 'error', + exception: e, + }); + throw e; + } + const { waveform } = response; + + // Encode the waveform as a WAV file + const wav = encodeWAV(waveform.data); + + // Send the output back to the main thread + self.postMessage({ + status: 'complete', + output: new Blob([wav], { type: 'audio/wav' }), + }); +}); \ No newline at end of file -- cgit v1.2.3