Add Java API for spoken language identification with whisper multilingual models (#817)
This commit is contained in:
3
java-api-examples/.gitignore
vendored
3
java-api-examples/.gitignore
vendored
@@ -1,4 +1,3 @@
|
||||
lib
|
||||
hs_err*
|
||||
!run-streaming*.sh
|
||||
!run-non-streaming*.sh
|
||||
!run-*.sh
|
||||
|
||||
@@ -29,3 +29,9 @@ This directory contains examples for the JAVA API of sherpa-onnx.
|
||||
./run-non-streaming-tts-coqui-de.sh
|
||||
./run-non-streaming-tts-vits-zh.sh
|
||||
```
|
||||
|
||||
## Spoken language identification
|
||||
|
||||
```bash
|
||||
./run-spoken-language-identification-whisper.sh
|
||||
```
|
||||
|
||||
61
java-api-examples/SpokenLanguageIdentificationWhisper.java
Normal file
61
java-api-examples/SpokenLanguageIdentificationWhisper.java
Normal file
@@ -0,0 +1,61 @@
|
||||
// Copyright 2024 Xiaomi Corporation
|
||||
|
||||
// This file shows how to use a multilingual whisper model for
|
||||
// spoken language identification.
|
||||
//
|
||||
// Note that it needs a multilingual whisper model. For instance,
|
||||
// tiny works, but tiny.en doesn't.
|
||||
import com.k2fsa.sherpa.onnx.*;
|
||||
|
||||
public class SpokenLanguageIdentificationWhisper {
|
||||
public static void main(String[] args) {
|
||||
// please download model and test files from
|
||||
// https://github.com/k2-fsa/sherpa-onnx/releases/tag/asr-models
|
||||
String encoder = "./sherpa-onnx-whisper-tiny/tiny-encoder.int8.onnx";
|
||||
String decoder = "./sherpa-onnx-whisper-tiny/tiny-decoder.int8.onnx";
|
||||
|
||||
String[] testFiles =
|
||||
new String[] {
|
||||
"./spoken-language-identification-test-wavs/en-english.wav",
|
||||
"./spoken-language-identification-test-wavs/de-german.wav",
|
||||
"./spoken-language-identification-test-wavs/zh-chinese.wav",
|
||||
"./spoken-language-identification-test-wavs/es-spanish.wav",
|
||||
"./spoken-language-identification-test-wavs/fa-persian.wav",
|
||||
"./spoken-language-identification-test-wavs/ko-korean.wav",
|
||||
"./spoken-language-identification-test-wavs/ja-japanese.wav",
|
||||
"./spoken-language-identification-test-wavs/ru-russian.wav",
|
||||
"./spoken-language-identification-test-wavs/uk-ukrainian.wav",
|
||||
};
|
||||
|
||||
SpokenLanguageIdentificationWhisperConfig whisper =
|
||||
SpokenLanguageIdentificationWhisperConfig.builder()
|
||||
.setEncoder(encoder)
|
||||
.setDecoder(decoder)
|
||||
.build();
|
||||
|
||||
SpokenLanguageIdentificationConfig config =
|
||||
SpokenLanguageIdentificationConfig.builder()
|
||||
.setWhisper(whisper)
|
||||
.setNumThreads(1)
|
||||
.setDebug(true)
|
||||
.build();
|
||||
|
||||
SpokenLanguageIdentification slid = new SpokenLanguageIdentification(config);
|
||||
for (String filename : testFiles) {
|
||||
WaveReader reader = new WaveReader(filename);
|
||||
|
||||
OfflineStream stream = slid.createStream();
|
||||
stream.acceptWaveform(reader.getSamples(), reader.getSampleRate());
|
||||
|
||||
String lang = slid.compute(stream);
|
||||
System.out.println("---");
|
||||
System.out.printf("filename: %s\n", filename);
|
||||
System.out.printf("lang: %s\n", lang);
|
||||
|
||||
stream.release();
|
||||
}
|
||||
System.out.println("---");
|
||||
|
||||
slid.release();
|
||||
}
|
||||
}
|
||||
59
java-api-examples/run-spoken-language-identification-whisper.sh
Executable file
59
java-api-examples/run-spoken-language-identification-whisper.sh
Executable file
@@ -0,0 +1,59 @@
|
||||
#!/usr/bin/env bash
|
||||
|
||||
set -ex
|
||||
|
||||
if [[ ! -f ../build/lib/libsherpa-onnx-jni.dylib && ! -f ../build/lib/libsherpa-onnx-jni.so ]]; then
|
||||
mkdir -p ../build
|
||||
pushd ../build
|
||||
cmake \
|
||||
-DSHERPA_ONNX_ENABLE_PYTHON=OFF \
|
||||
-DSHERPA_ONNX_ENABLE_TESTS=OFF \
|
||||
-DSHERPA_ONNX_ENABLE_CHECK=OFF \
|
||||
-DBUILD_SHARED_LIBS=ON \
|
||||
-DSHERPA_ONNX_ENABLE_PORTAUDIO=OFF \
|
||||
-DSHERPA_ONNX_ENABLE_JNI=ON \
|
||||
..
|
||||
|
||||
make -j4
|
||||
ls -lh lib
|
||||
popd
|
||||
fi
|
||||
|
||||
if [ ! -f ../sherpa-onnx/java-api/build/sherpa-onnx.jar ]; then
|
||||
pushd ../sherpa-onnx/java-api
|
||||
make
|
||||
popd
|
||||
fi
|
||||
|
||||
if [[ ! -f ../build/lib/libsherpa-onnx-jni.dylib && ! -f ../build/lib/libsherpa-onnx-jni.so ]]; then
|
||||
cmake \
|
||||
-DSHERPA_ONNX_ENABLE_PYTHON=OFF \
|
||||
-DSHERPA_ONNX_ENABLE_TESTS=OFF \
|
||||
-DSHERPA_ONNX_ENABLE_CHECK=OFF \
|
||||
-DBUILD_SHARED_LIBS=ON \
|
||||
-DSHERPA_ONNX_ENABLE_PORTAUDIO=OFF \
|
||||
-DSHERPA_ONNX_ENABLE_JNI=ON \
|
||||
..
|
||||
|
||||
make -j4
|
||||
ls -lh lib
|
||||
fi
|
||||
|
||||
# Note that it needs a multilingual whisper model. so, for example, tiny works while tiny.en does not work
|
||||
# https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-whisper-tiny.tar.bz2
|
||||
if [ ! -f ./sherpa-onnx-whisper-tiny/tiny-encoder.int8.onnx ]; then
|
||||
curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-whisper-tiny.tar.bz2
|
||||
tar xvf sherpa-onnx-whisper-tiny.tar.bz2
|
||||
rm sherpa-onnx-whisper-tiny.tar.bz2
|
||||
fi
|
||||
|
||||
if [ ! -f ./spoken-language-identification-test-wavs/en-english.wav ]; then
|
||||
curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/spoken-language-identification-test-wavs.tar.bz2
|
||||
tar xvf spoken-language-identification-test-wavs.tar.bz2
|
||||
rm spoken-language-identification-test-wavs.tar.bz2
|
||||
fi
|
||||
|
||||
java \
|
||||
-Djava.library.path=$PWD/../build/lib \
|
||||
-cp ../sherpa-onnx/java-api/build/sherpa-onnx.jar \
|
||||
./SpokenLanguageIdentificationWhisper.java
|
||||
Reference in New Issue
Block a user