Support WebAssembly for text-to-speech (#577)

This commit is contained in:
Fangjun Kuang
2024-02-08 23:39:12 +08:00
committed by GitHub
parent 324a265523
commit d771762868
20 changed files with 887 additions and 68 deletions

59
wasm/CMakeLists.txt Normal file
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if(NOT $ENV{SHERPA_ONNX_IS_USING_BUILD_WASM_SH})
message(FATAL_ERROR "Please use ./build-wasm.sh to build for wasm")
endif()
if(NOT EXISTS "${CMAKE_CURRENT_SOURCE_DIR}/assets/decoder_jit_trace-pnnx.ncnn.bin")
message(WARNING "${CMAKE_CURRENT_SOURCE_DIR}/assets/decoder_jit_trace-pnnx.ncnn.bin does not exist")
# message(FATAL_ERROR "Please read ${CMAKE_CURRENT_SOURCE_DIR}/assets/README.md before you continue")
endif()
set(exported_functions
MyPrint
SherpaOnnxCreateOfflineTts
SherpaOnnxDestroyOfflineTts
SherpaOnnxDestroyOfflineTtsGeneratedAudio
SherpaOnnxOfflineTtsGenerate
SherpaOnnxOfflineTtsGenerateWithCallback
SherpaOnnxOfflineTtsNumSpeakers
SherpaOnnxOfflineTtsSampleRate
SherpaOnnxWriteWave
)
set(mangled_exported_functions)
foreach(x IN LISTS exported_functions)
list(APPEND mangled_exported_functions "_${x}")
endforeach()
list(JOIN mangled_exported_functions "," all_exported_functions)
include_directories(${CMAKE_SOURCE_DIR})
set(MY_FLAGS " -s FORCE_FILESYSTEM=1 -s INITIAL_MEMORY=512MB -s ALLOW_MEMORY_GROWTH=1")
string(APPEND MY_FLAGS " -sSTACK_SIZE=10485760 ") # 10MB
string(APPEND MY_FLAGS " -sEXPORTED_FUNCTIONS=[_CopyHeap,_malloc,_free,${all_exported_functions}] ")
string(APPEND MY_FLAGS "--preload-file ${CMAKE_CURRENT_SOURCE_DIR}/assets@. ")
string(APPEND MY_FLAGS " -sEXPORTED_RUNTIME_METHODS=['ccall','stringToUTF8','setValue','getValue'] ")
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} ${MY_FLAGS}")
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${MY_FLAGS}")
set(CMAKE_EXECUTBLE_LINKER_FLAGS "${CMAKE_EXECUTBLE_LINKER_FLAGS} ${MY_FLAGS}")
if (NOT CMAKE_EXECUTABLE_SUFFIX STREQUAL ".js")
message(FATAL_ERROR "The default suffix for building executables should be .js!")
endif()
# set(CMAKE_EXECUTABLE_SUFFIX ".html")
add_executable(sherpa-onnx-wasm-main sherpa-onnx-wasm-main.cc)
target_link_libraries(sherpa-onnx-wasm-main sherpa-onnx-c-api)
install(TARGETS sherpa-onnx-wasm-main DESTINATION bin/wasm)
install(
FILES
"$<TARGET_FILE_DIR:sherpa-onnx-wasm-main>/sherpa-onnx-wasm-main.js"
"index.html"
"sherpa-onnx.js"
"app.js"
"$<TARGET_FILE_DIR:sherpa-onnx-wasm-main>/sherpa-onnx-wasm-main.wasm"
"$<TARGET_FILE_DIR:sherpa-onnx-wasm-main>/sherpa-onnx-wasm-main.data"
# "$<TARGET_FILE_DIR:sherpa-onnx-wasm-main>/sherpa-onnx-wasm-main.html"
DESTINATION
bin/wasm
)

182
wasm/app.js Normal file
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const generateBtn = document.getElementById('generateBtn');
const hint = document.getElementById('hint');
const speakerIdLabel = document.getElementById('speakerIdLabel');
const speakerIdInput = document.getElementById('speakerId');
const speedInput = document.getElementById('speed');
const speedValue = document.getElementById('speedValue');
const textArea = document.getElementById('text');
const soundClips = document.getElementById('sound-clips');
speedValue.innerHTML = speedInput.value;
let index = 0;
let tts = null;
let audioCtx = null;
Module = {};
Module.onRuntimeInitialized = function() {
console.log('Model files downloaded!');
console.log('Initializing tts ......');
tts = initSherpaOnnxOfflineTts()
if (tts.numSpeakers > 1) {
speakerIdLabel.innerHTML = `Speaker ID (0 - ${tts.numSpeakers - 1}):`;
}
hint.innerText =
'Initialized! Please enter text and click the Generate button.';
generateBtn.disabled = false;
};
speedInput.oninput = function() {
speedValue.innerHTML = this.value;
};
generateBtn.onclick = function() {
let speakerId = speakerIdInput.value;
if (speakerId.trim().length == 0) {
alert('Please input a speakerId');
return;
}
if (!speakerId.match(/^\d+$/)) {
alert(`Input speakerID ${
speakerId} is not a number.\nPlease enter a number between 0 and ${
tts.numSpeakers - 1}`);
return;
}
speakerId = parseInt(speakerId, 10);
if (speakerId > tts.numSpeakers - 1) {
alert(`Pleaser enter a number between 0 and ${tts.numSpeakers - 1}`);
return;
}
let text = textArea.value.trim();
if (text.length == 0) {
alert('Please input a non-blank text');
return;
}
console.log('speakerId', speakerId);
console.log('speed', speedInput.value);
console.log('text', text);
let audio =
tts.generate({text: text, sid: speakerId, speed: speedInput.value});
console.log(audio.samples.length, audio.sampleRate);
if (!audioCtx) {
audioCtx = new AudioContext({sampleRate: tts.sampleRate});
}
const buffer = audioCtx.createBuffer(1, audio.samples.length, tts.sampleRate);
const ptr = buffer.getChannelData(0);
for (let i = 0; i < audio.samples.length; i++) {
ptr[i] = audio.samples[i];
}
const source = audioCtx.createBufferSource();
source.buffer = buffer;
source.connect(audioCtx.destination);
source.start();
createAudioTag(audio);
};
function createAudioTag(generateAudio) {
const blob = toWav(generateAudio.samples, generateAudio.sampleRate);
const text = textArea.value.trim().substring(0, 100);
const clipName = `${index} ${text} ...`;
index += 1;
const clipContainer = document.createElement('article');
const clipLabel = document.createElement('p');
const audio = document.createElement('audio');
const deleteButton = document.createElement('button');
clipContainer.classList.add('clip');
audio.setAttribute('controls', '');
deleteButton.textContent = 'Delete';
deleteButton.className = 'delete';
clipLabel.textContent = clipName;
clipContainer.appendChild(audio);
clipContainer.appendChild(clipLabel);
clipContainer.appendChild(deleteButton);
soundClips.appendChild(clipContainer);
audio.controls = true;
const audioURL = window.URL.createObjectURL(blob);
audio.src = audioURL;
deleteButton.onclick = function(e) {
let evtTgt = e.target;
evtTgt.parentNode.parentNode.removeChild(evtTgt.parentNode);
};
clipLabel.onclick = function() {
const existingName = clipLabel.textContent;
const newClipName = prompt('Enter a new name for your sound clip?');
if (newClipName === null) {
clipLabel.textContent = existingName;
} else {
clipLabel.textContent = newClipName;
}
};
}
// this function is copied/modified from
// https://gist.github.com/meziantou/edb7217fddfbb70e899e
function toWav(floatSamples, sampleRate) {
let samples = new Int16Array(floatSamples.length);
for (let i = 0; i < samples.length; ++i) {
let s = floatSamples[i];
if (s >= 1)
s = 1;
else if (s <= -1)
s = -1;
samples[i] = s * 32767;
}
let buf = new ArrayBuffer(44 + samples.length * 2);
var view = new DataView(buf);
// http://soundfile.sapp.org/doc/WaveFormat/
// F F I R
view.setUint32(0, 0x46464952, true); // chunkID
view.setUint32(4, 36 + samples.length * 2, true); // chunkSize
// E V A W
view.setUint32(8, 0x45564157, true); // format
//
// t m f
view.setUint32(12, 0x20746d66, true); // subchunk1ID
view.setUint32(16, 16, true); // subchunk1Size, 16 for PCM
view.setUint32(20, 1, true); // audioFormat, 1 for PCM
view.setUint16(22, 1, true); // numChannels: 1 channel
view.setUint32(24, sampleRate, true); // sampleRate
view.setUint32(28, sampleRate * 2, true); // byteRate
view.setUint16(32, 2, true); // blockAlign
view.setUint16(34, 16, true); // bitsPerSample
view.setUint32(36, 0x61746164, true); // Subchunk2ID
view.setUint32(40, samples.length * 2, true); // subchunk2Size
let offset = 44;
for (let i = 0; i < samples.length; ++i) {
view.setInt16(offset, samples[i], true);
offset += 2;
}
return new Blob([view], {type: 'audio/wav'});
}

4
wasm/assets/.gitignore vendored Normal file
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*.onnx
*.txt
espeak-ng-data

32
wasm/assets/README.md Normal file
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# Introduction
Please refer to
https://github.com/k2-fsa/sherpa-onnx/releases/tag/tts-models
to download a model.
The following is an example:
```
cd sherpa-onnx/wasm/tts/assets
wget -q https://github.com/k2-fsa/sherpa-onnx/releases/download/tts-models/vits-piper-en_US-libritts_r-medium.tar.bz2
tar xf vits-piper-en_US-libritts_r-medium.tar.bz2
rm vits-piper-en_US-libritts_r-medium.tar.bz2
mv vits-piper-en_US-libritts_r-medium/en_US-libritts_r-medium.onnx ./model.onnx
mv vits-piper-en_US-libritts_r-medium/tokens.txt ./
mv vits-piper-en_US-libritts_r-medium/espeak-ng-data ./
rm -rf vits-piper-en_US-libritts_r-medium
```
You should have the following files in `assets` before you can run
`build-wasm-simd.sh`
```
assets fangjun$ tree -L 1
.
├── README.md
├── espeak-ng-data
├── mode.onnx
└── tokens.txt
1 directory, 3 files
```

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wasm/index.html Normal file
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<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width" />
<title>Next-gen Kaldi WebAssembly with sherpa-onnx for Text-to-speech</title>
<style>
h1,div {
text-align: center;
}
textarea {
width:100%;
}
</style>
</head>
<body>
<h1>
Next-gen Kaldi + WebAssembly<br/>
Text-to-speech Demo with <a href="https://github.com/k2-fsa/sherpa-onnx">sherpa-onnx</a>
</h1>
<div>
<span id="hint">Loading model ... ...</span>
<br/>
<br/>
<label for="speakerId" id="speakerIdLabel">Speaker ID: </label>
<input type="text" id="speakerId" name="speakerId" value="0" />
<br/>
<br/>
<label for="speed" id="speedLabel">Speed: </label>
<input type="range" id="speed" name="speed" min="0.4" max="3.5" step="0.1" value="1.0" />
<span id="speedValue"></span>
<br/>
<br/>
<textarea id="text" rows="10" placeholder="Please enter your text here and click the Generate button"></textarea>
<br/>
<br/>
<button id="generateBtn" disabled>Generate</button>
</div>
<section flex="1" overflow="auto" id="sound-clips">
</section>
<script src="app.js"></script>
<script src="sherpa-onnx.js"></script>
<script src="sherpa-onnx-wasm-main.js"></script>
</body>

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// wasm/sherpa-onnx-wasm-main.cc
//
// Copyright (c) 2024 Xiaomi Corporation
#include <stdio.h>
#include <algorithm>
#include <memory>
#include "sherpa-onnx/c-api/c-api.h"
// see also
// https://emscripten.org/docs/porting/connecting_cpp_and_javascript/Interacting-with-code.html
extern "C" {
static_assert(sizeof(SherpaOnnxOfflineTtsVitsModelConfig) == 7 * 4, "");
static_assert(sizeof(SherpaOnnxOfflineTtsModelConfig) ==
sizeof(SherpaOnnxOfflineTtsVitsModelConfig) + 3 * 4,
"");
static_assert(sizeof(SherpaOnnxOfflineTtsConfig) ==
sizeof(SherpaOnnxOfflineTtsModelConfig) + 2 * 4,
"");
void MyPrint(SherpaOnnxOfflineTtsConfig *tts_config) {
auto tts_model_config = &tts_config->model;
auto vits_model_config = &tts_model_config->vits;
fprintf(stdout, "----------vits model config----------\n");
fprintf(stdout, "model: %s\n", vits_model_config->model);
fprintf(stdout, "lexicon: %s\n", vits_model_config->lexicon);
fprintf(stdout, "tokens: %s\n", vits_model_config->tokens);
fprintf(stdout, "data_dir: %s\n", vits_model_config->data_dir);
fprintf(stdout, "noise scale: %.3f\n", vits_model_config->noise_scale);
fprintf(stdout, "noise scale w: %.3f\n", vits_model_config->noise_scale_w);
fprintf(stdout, "length scale: %.3f\n", vits_model_config->length_scale);
fprintf(stdout, "----------tts model config----------\n");
fprintf(stdout, "num threads: %d\n", tts_model_config->num_threads);
fprintf(stdout, "debug: %d\n", tts_model_config->debug);
fprintf(stdout, "provider: %s\n", tts_model_config->provider);
fprintf(stdout, "----------tts config----------\n");
fprintf(stdout, "rule_fsts: %s\n", tts_config->rule_fsts);
fprintf(stdout, "max num sentences: %d\n", tts_config->max_num_sentences);
}
void CopyHeap(const char *src, int32_t num_bytes, char *dst) {
std::copy(src, src + num_bytes, dst);
}
}

180
wasm/sherpa-onnx.js Normal file
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function freeConfig(config) {
if ('buffer' in config) {
_free(config.buffer);
}
if ('config' in config) {
freeConfig(config.config)
}
_free(config.ptr);
}
// The user should free the returned pointers
function initSherpaOnnxOfflineTtsVitsModelConfig(config) {
let modelLen = lengthBytesUTF8(config.model) + 1;
let lexiconLen = lengthBytesUTF8(config.lexicon) + 1;
let tokensLen = lengthBytesUTF8(config.tokens) + 1;
let dataDirLen = lengthBytesUTF8(config.dataDir) + 1;
let n = modelLen + lexiconLen + tokensLen + dataDirLen;
let buffer = _malloc(n);
let len = 7 * 4;
let ptr = _malloc(len);
let offset = 0;
stringToUTF8(config.model, buffer + offset, modelLen);
offset += modelLen;
stringToUTF8(config.lexicon, buffer + offset, lexiconLen);
offset += lexiconLen;
stringToUTF8(config.tokens, buffer + offset, tokensLen);
offset += tokensLen;
stringToUTF8(config.dataDir, buffer + offset, dataDirLen);
offset += dataDirLen;
offset = 0;
setValue(ptr, buffer + offset, 'i8*');
offset += modelLen;
setValue(ptr + 4, buffer + offset, 'i8*');
offset += lexiconLen;
setValue(ptr + 8, buffer + offset, 'i8*');
offset += tokensLen;
setValue(ptr + 12, buffer + offset, 'i8*');
offset += dataDirLen;
setValue(ptr + 16, config.noiseScale, 'float');
setValue(ptr + 20, config.noiseScaleW, 'float');
setValue(ptr + 24, config.lengthScale, 'float');
return {
buffer: buffer, ptr: ptr, len: len,
}
}
function initSherpaOnnxOfflineTtsModelConfig(config) {
let vitsModelConfig =
initSherpaOnnxOfflineTtsVitsModelConfig(config.offlineTtsVitsModelConfig);
let len = vitsModelConfig.len + 3 * 4;
let ptr = _malloc(len);
let offset = 0;
_CopyHeap(vitsModelConfig.ptr, vitsModelConfig.len, ptr + offset);
offset += vitsModelConfig.len;
setValue(ptr + offset, config.numThreads, 'i32');
offset += 4;
setValue(ptr + offset, config.debug, 'i32');
offset += 4;
let providerLen = lengthBytesUTF8(config.provider) + 1;
let buffer = _malloc(providerLen);
stringToUTF8(config.provider, buffer, providerLen);
setValue(ptr + offset, buffer, 'i8*');
return {
buffer: buffer, ptr: ptr, len: len, config: vitsModelConfig,
}
}
function initSherpaOnnxOfflineTtsConfig(config) {
let modelConfig =
initSherpaOnnxOfflineTtsModelConfig(config.offlineTtsModelConfig);
let len = modelConfig.len + 2 * 4;
let ptr = _malloc(len);
let offset = 0;
_CopyHeap(modelConfig.ptr, modelConfig.len, ptr + offset);
offset += modelConfig.len;
let ruleFstsLen = lengthBytesUTF8(config.ruleFsts) + 1;
let buffer = _malloc(ruleFstsLen);
stringToUTF8(config.ruleFsts, buffer, ruleFstsLen);
setValue(ptr + offset, buffer, 'i8*');
offset += 4;
setValue(ptr + offset, config.maxNumSentences, 'i32');
return {
buffer: buffer, ptr: ptr, len: len, config: modelConfig,
}
}
class OfflineTts {
constructor(configObj) {
let config = initSherpaOnnxOfflineTtsConfig(configObj)
let handle = _SherpaOnnxCreateOfflineTts(config.ptr);
freeConfig(config);
this.handle = handle;
this.sampleRate = _SherpaOnnxOfflineTtsSampleRate(this.handle);
this.numSpeakers = _SherpaOnnxOfflineTtsNumSpeakers(this.handle);
}
free() {
_SherpaOnnxDestroyOfflineTts(this.handle);
this.handle = 0
}
// {
// text: "hello",
// sid: 1,
// speed: 1.0
// }
generate(config) {
let textLen = lengthBytesUTF8(config.text) + 1;
let textPtr = _malloc(textLen);
stringToUTF8(config.text, textPtr, textLen);
let h = _SherpaOnnxOfflineTtsGenerate(
this.handle, textPtr, config.sid, config.speed);
let numSamples = HEAP32[h / 4 + 1];
let sampleRate = HEAP32[h / 4 + 2];
let samplesPtr = HEAP32[h / 4] / 4;
let samples = new Float32Array(numSamples);
for (let i = 0; i < numSamples; i++) {
samples[i] = HEAPF32[samplesPtr + i];
}
_SherpaOnnxDestroyOfflineTtsGeneratedAudio(h);
return {samples: samples, sampleRate: sampleRate};
}
}
function initSherpaOnnxOfflineTts() {
let offlineTtsVitsModelConfig = {
model: './model.onnx',
lexicon: '',
tokens: './tokens.txt',
dataDir: './espeak-ng-data',
noiseScale: 0.667,
noiseScaleW: 0.8,
lengthScale: 1.0,
};
let offlineTtsModelConfig = {
offlineTtsVitsModelConfig: offlineTtsVitsModelConfig,
numThreads: 1,
debug: 1,
provider: 'cpu',
};
let offlineTtsConfig = {
offlineTtsModelConfig: offlineTtsModelConfig,
ruleFsts: '',
maxNumSentences: 1,
}
return new OfflineTts(offlineTtsConfig);
}