Add documents and optimize build

This commit is contained in:
msqr1
2024-01-24 20:30:27 -08:00
parent 6da9a662a1
commit e92ddadc99
9 changed files with 139 additions and 44 deletions

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@@ -1,6 +1,7 @@
# Browser-recognizer-
# Browser-recognizer
- A speech recognizer built on Vosk that can be run on the browser, inspired by [vosk-browser](https://github.com/ccoreilly/vosk-browser), but built from scratch and no code taken!
- Browser-recognizer can run both in the browser main thread and web workers.
- Browser-recognizer can run both in the browser main thread and web workers
- The API also designed to have strong exception safety
## Global and all objects' common interface
| Function signature (global) | Description |
|---|---|
@@ -10,11 +11,11 @@
| Function signature (all objects) | Description
|---|---|
| ```delete()``` | Delete this Object
| ```delete()``` | Delete (call C++ destructor on) this object
## ```Recognizer``` object
| Function signature | Description |
|---|---|
| ```processAudio(audio: AudioBuffer)``` | Recognize an audio chunk,
| ```processAudio(ctx: AudioContext)``` | Recognize an audio chunk
| ```setPartialWords(partialWords: bool)``` | Return words' information in a partialResult event (default: false) |
| ```setWords(words: bool)``` | Return words' information in a result event (default: false) |
| ```setNLSML(nlsml: bool)``` | Return result and partialResult in NLSML form (default: false) |
@@ -26,23 +27,33 @@
|---|---|
| ```partialResult``` | There is a partial recognition result, check the event's "details" property |
| ```result``` | There is a full recognition result, check the event's "details" property |
## Other key points
- If an error occurs, no changes was made.
- Fixed memory size at 300MB, changing it require recompilation (because the use of pthread will lead)
### Additions to vosk-browser:
- Multiple models support
- Speaker model (SpkModel) support
- Storage path management (when many models are required)
- Model ID management (when model updates are required)
### This requires SharedArrayBuffer, so set the response headers:
## Compilation
Changing any setting to non-default values requires recompilation
```
git clone --depth=1 https://github.com/msqr1/Browser-recognizer &&
cd Browser-recognizer &&
[Name]=[Value]... ./install.sh
```
| Name | Description | Default value |
|---|---|---|
| MAX_MEMORY | Set max memory (suffix mb, gb, or none for bytes) | 300mb, as [recommended](https://alphacephei.com/vosk/models) |
| MAX_THREAD | Set the max number of thread (min: 2) | 2 (1 OPFS thread + 1 recognizer thread) |
| EMSDK | Set EMSDK's path (will install EMSDK in root folder if unset) | **.** |
## Response headers
Browser-recognizer require SharedArrayBuffer, so these response headers must be set:
- ***Cross-Origin-Embedder-Policy*** ---> ***require-corp***
- ***Cross-Origin-Opener-Policy*** ---> ***same-origin***
### If you can't set these headers, you can use a VERY HACKY workaround at *src/addCOI.js*.
## Demo
If you can't set them, you may use a VERY HACKY workaround at *src/addCOI.js*.
## Additions to vosk-browser:
- Can download multiple models
- Model storage path management (when many models are required)
- Model ID management (when model updates are required)
## Usage
```
<!--Load this from a script tag-->
<script src="BrowserRecognizer.js" type="module"></script>
<script src="BrowserRecognizer.js"></script>
<!-->
<script>
// Select name
@@ -58,7 +69,7 @@
console.log("Partial result: ",e.details)
})
// Recognize
// Process audio
media = await navigator.mediaDevices.getUserMedia({
video: false,
audio: {

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@@ -8,9 +8,10 @@
# Total build time is around 45 minutes, mostly from building Kaldi
sudo apt install shtool libtool autogen autotools-dev pkg-config make &&
wget -qO- https://raw.githubusercontent.com/nvm-sh/nvm/v0.39.7/install.sh | bash &&
nvm install 20.11.0 &&
MAX_MEMORY?=300mb &&
MAX_THREAD?=2 &&
EMSDK?=$(realpath .) &&
SRC=$(realpath src) &&
KALDI=$(realpath kaldi) &&
VOSK=$(realpath vosk-api) &&
@@ -19,13 +20,29 @@ LIBARCHIVE=$(realpath libarchive) &&
ZSTD=$(realpath zstd) &&
CLAPACK_WASM=$(realpath clapack-wasm) &&
source ../../emsdk/emsdk_env.sh &&
export PATH=:$PATH:$(realpath ../../emsdk/upstream/bin) &&
if [[! -d $EMSDK_PATH] ]
echo "Invalid EMSDK path"
exit 1
if [[! $MAX_MEMORY =~ [0-9]+(mb|gb)* ]]
echo "Invalid MAX_MEMORY value"
exit 1
if [ $MAX_THREAD < 2 ]
echo "MAX_THREAD is less than 2"
exit 1
if [$(realpath $EMSDK) = $(realpath .)]; then
git clone --depth=1 https://github.com/emscripten-core/emsdk.git &&
cd emsdk &&
./emsdk install 3.1.51 &&
./emsdk activate 3.1.51 &&
source $EMSDK/emsdk_env.sh &&
export PATH=:$PATH:$EMSDK/upstream/bin &&
rm -rf /tmp/zstd &&
rm -rf /tmp/libarchive &&
rm -rf /tmp/openfst &&
cd $SRC &&
git clone -b v1.5.5 --depth=1 https://github.com/facebook/zstd /tmp/zstd &&
git clone -b v3.7.2 --depth=1 https://github.com/libarchive/libarchive /tmp/libarchive &&
git clone --depth=1 https://gitlab.inria.fr/multispeech/kaldi.web/clapack-wasm.git &&
@@ -54,13 +71,14 @@ echo "PACKAGE_VERSION = 1.8.0" >> $OPENFST/Makefile &&
cd $KALDI/src &&
git apply $SRC/kaldi.patch &&
CXXFLAGS="-O3 -msimd128 -UHAVE_EXECINFO_H -pthread -flto" LDFLAGS="-O3 -sERROR_ON_UNDEFINED_SYMBOLS=0 -lembind -pthread -flto" emconfigure ./configure --use-cuda=no --with-cudadecoder=no --static --static-math=yes --static-fst=yes --debug-level=0 --clapack-root=$CLAPACK_WASM --host=WASM &&
CXXFLAGS="-O3 -msimd128 -UHAVE_EXECINFO_H -pthread -flto" LDFLAGS="-O3 -sERROR_ON_UNDEFINED_SYMBOLS=0 -lembind -pthread -flto" emconfigure ./configure --use-cuda=no --with-cudadecoder=no --static --static-math=yes --static-fst=yes --debug-level=0 --double-precision=yes --clapack-root=$CLAPACK_WASM --host=WASM &&
emmake make online2 lm rnnlm &&
cd $VOSK/src &&
git apply $SRC/vosk.patch &&
VOSK_FILES="recognizer.cc language_model.cc model.cc spk_model.cc vosk_api.cc" &&
em++ -pthread -O3 -flto -I. -I$KALDI/src -I$OPENFST/include $VOSK_FILES -c &&
em++ -pthread -O3 -flto -Wno-deprecated -I. -I$KALDI/src -I$OPENFST/include $VOSK_FILES -c &&
emar -rcs vosk.a ${VOSK_FILES//.cc/.o} &&
cd $SRC &&
em++ -O3 genericModel.cc model.cc spkModel.cc recognizer.cc bindings.cc -sWASMFS -sWASM_BIGINT -sSUPPORT_BIG_ENDIAN -sSINGLE_FILE -sEMBIND_AOT -sWASM_WORKER -sAUDIO_WORKLET -sEMBIND_STD_STRING_IS_UTF8 -sSUPPORT_LONGJMP=0 -sMODULARIZE -sEXPORT_NAME=loadBR -sEXPORT_ES6 -sENVIRONMENT=web,worker -sINITIAL_MEMORY=300mb -sASYNCIFY -sPTHREAD_POOL_SIZE=2 --pre-js pre.js --extern-post-js post.js -pthread -flto -I. -I$LIBARCHIVE/include -I$VOSK/src -L$LIBARCHIVE/lib -larchive -L$ZSTD/lib -lzstd -L$KALDI/src -l:online2/kaldi-online2.a -l:decoder/kaldi-decoder.a -l:ivector/kaldi-ivector.a -l:gmm/kaldi-gmm.a -l:tree/kaldi-tree.a -l:feat/kaldi-feat.a -l:cudamatrix/kaldi-cudamatrix.a -l:lat/kaldi-lat.a -l:lm/kaldi-lm.a -l:rnnlm/kaldi-rnnlm.a -l:hmm/kaldi-hmm.a -l:nnet3/kaldi-nnet3.a -l:transform/kaldi-transform.a -l:matrix/kaldi-matrix.a -l:fstext/kaldi-fstext.a -l:util/kaldi-util.a -l:base/kaldi-base.a -L$OPENFST/lib -l:libfst.a -l:libfstngram.a -L$CLAPACK_WASM -l:CBLAS/lib/cblas.a -l:CLAPACK-3.2.1/lapack.a -l:CLAPACK-3.2.1/libcblaswr.a -l:f2c_BLAS-3.8.0/blas.a -l:libf2c/libf2c.a -L$VOSK/src -l:vosk.a -lopfs.js -lembind -lopenal -o ../BrowserRecognizer.js
em++ -O3 genericModel.cc model.cc spkModel.cc recognizer.cc bindings.cc -sWASMFS -sWASM_BIGINT -sSINGLE_FILE -sEMBIND_STD_STRING_IS_UTF8 -sSUPPORT_LONGJMP=0 -sMODULARIZE -sEXPORT_NAME=loadBR -sENVIRONMENT=web,worker -sINITIAL_MAX_MEMORY=$MAX_MEMORY -sASYNCIFY -sPTHREAD_POOL_SIZE=$MAX_THREAD -sPTHREAD_POOL_SIZE_STRICT -sPTHREAD_POOL_DELAY_LOAD -sASYNCIFY_ONLY=['emscripten_wget'] -sALLOW_BLOCKING_ON_MAIN_THREAD=0 -sPOLYFILL=0 --pre-js pre.js -I. -I$LIBARCHIVE/include -I$VOSK/src -L$LIBARCHIVE/lib -larchive -L$ZSTD/lib -lzstd -L$KALDI/src -l:online2/kaldi-online2.a -l:decoder/kaldi-decoder.a -l:ivector/kaldi-ivector.a -l:gmm/kaldi-gmm.a -l:tree/kaldi-tree.a -l:feat/kaldi-feat.a -l:cudamatrix/kaldi-cudamatrix.a -l:lat/kaldi-lat.a -l:lm/kaldi-lm.a -l:rnnlm/kaldi-rnnlm.a -l:hmm/kaldi-hmm.a -l:nnet3/kaldi-nnet3.a -l:transform/kaldi-transform.a -l:matrix/kaldi-matrix.a -l:fstext/kaldi-fstext.a -l:util/kaldi-util.a -l:base/kaldi-base.a -L$OPENFST/lib -l:libfst.a -l:libfstngram.a -L$CLAPACK_WASM -l:CBLAS/lib/cblas.a -l:CLAPACK-3.2.1/lapack.a -l:CLAPACK-3.2.1/libcblaswr.a -l:f2c_BLAS-3.8.0/blas.a -l:libf2c/libf2c.a -L$VOSK/src -l:vosk.a -lopfs.js -lembind -pthread -flto -o BrowserRecognizer.js

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@@ -39,3 +39,15 @@ index c3a122281..71d37256d 100644
TaskSequencer<IvectorExtractorComputeDerivedVarsClass> sequencer(
sequencer_opts);
for (int32 i = 0; i < NumGauss(); i++)
diff --git a/src/base/kaldi-types.h b/src/base/kaldi-types.h
index 7ebf4f8..2f5979e 100644
--- a/src/base/kaldi-types.h
+++ b/src/base/kaldi-types.h
@@ -20,6 +20,7 @@
#ifndef KALDI_BASE_KALDI_TYPES_H_
#define KALDI_BASE_KALDI_TYPES_H_ 1
+#define KALDI_DOUBLEPRECISION 1
namespace kaldi {
// TYPEDEFS ..................................................................

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@@ -1 +0,0 @@
window.loadBR = loadBR

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@@ -1,14 +1,14 @@
var objs = []
let objs = []
class recognizer extends EventTarget {
constructor(rec) {
super()
this.obj = rec
objs.push(this)
}
processAudio(buffer) {
if(buffer.numberOfChannels < 1) throw Error("Buffer has ",buffer.numberOfChannels, " channel")
let data = buffer.getChannelData(0);
if(!(data instanceof Float32Array)) throw Error("Channel data isn't a Float32Array");
processAudio(ctx) {
let ptr = Module._malloc(512);
this.obj.acceptWaveForm(ptr)
}
delete() {
this.obj.delete()
@@ -32,7 +32,10 @@ class recognizer extends EventTarget {
this.obj.setMaxAlternatives(alts)
}
}
Module.deleteAll = () => objs.forEach(obj => obj.delete())
Module.deleteAll = () => {
objs.forEach(obj => obj.delete())
ctx.close()
}
Module.makeModel = async (url, path, id) => {
let mdl
try {

23
src/processor.js Normal file
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@@ -0,0 +1,23 @@
registerProcessor("wasmMemCpy", class extends AudioWorkletProcessor {
constructor(options) {
super(options)
this.retval = true
this.port.onmessage = (ev) => {
switch(ev.cmd) {
case "init":
this.ptr = ev.ptr
this.wasmMem = ev.wasmMem
this.recognizerPort = ev.ports[0]
break
case "deinit":
this.retval = false
break
}
}
}
process(input, output, param) {
const data = input[0][0]
this.recognizerPort.postMessage("done")
return this.retval
}
})

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@@ -1,9 +1,25 @@
#include "recognizer.h"
audioData::audioData(int addr, int len) : addr(reinterpret_cast<float*>(addr)), len(len) {}
recognizer::recognizer(model* mdl, float sampleRate, int index) : index(index) {
rec = vosk_recognizer_new(mdl->mdl,sampleRate);
if(rec == nullptr) {
throwJS("Unable to initialize recognizer");
return;
}
std::thread t{[this](){
while(!queue.empty()) {
audioData data {queue.front()};
queue.pop();
switch(vosk_recognizer_accept_waveform_f(rec, data.addr, data.len)) {
case 0:
fireEv("result", vosk_recognizer_result(rec));
break;
case 1:
fireEv("partialResult", vosk_recognizer_partial_result(rec));
}
}
}};
t.detach();
}
recognizer::~recognizer() {
vosk_recognizer_free(rec);
@@ -13,17 +29,8 @@ void recognizer::fireEv(const char *type, const char *content) {
recognizers[$0].dispatchEvent(new CustomEvent(UTF8ToString($1), {"details" : UTF8ToString($2)}));
},this->index, type, content);
}
void recognizer::acceptWaveForm(float* data, int len) {
switch(vosk_recognizer_accept_waveform_f(rec, data, len)) {
case 0:
fireEv("result", vosk_recognizer_result(rec));
break;
case 1:
fireEv("partialResult", vosk_recognizer_partial_result(rec));
break;
default:
throwJS("acceptWaveForm error (from C++)", true);
}
void recognizer::acceptWaveForm(int addr, int len) {
queue.emplace(addr, len);
}
void recognizer::setGrm(const std::string& grm) {
vosk_recognizer_set_grm(rec, grm.c_str());

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@@ -5,6 +5,7 @@
#include <filesystem>
#include <atomic>
#include <thread>
#include <queue>
#include <emscripten/wasmfs.h>
#include <emscripten/webaudio.h>
@@ -15,12 +16,17 @@
extern void throwJS(const char* msg, bool err = false);
namespace fs = std::filesystem;
struct audioData {
float* addr{};
int len{};
audioData(int addr, int len);
};
struct recognizer {
int index{};
VoskRecognizer* rec{};
recognizer(model* model, float sampleRate, int index);
~recognizer();
void acceptWaveForm(float* data, int len);
void acceptWaveForm(int addr, int len);
void fireEv(const char* type, const char* content);
void setSpkModel(spkModel* model);
void setGrm(const std::string& grm);

16
src/vosk.patch Normal file
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@@ -0,0 +1,16 @@
diff --git a/src/recognizer.cc b/src/recognizer.cc
index 1da6e6b..5e0652a 100644
--- a/src/recognizer.cc
+++ b/src/recognizer.cc
@@ -384,8 +384,10 @@ bool Recognizer::AcceptWaveform(const float *fdata, int len)
{
Vector<BaseFloat> wave;
wave.Resize(len, kUndefined);
- for (int i = 0; i < len; i++)
+ for (int i = 0; i < len; i++) {
wave(i) = fdata[i];
+ wave(i) *= 32768;
+ }
return AcceptWaveform(wave);
}