Fangjun Kuang
Committed by GitHub

Add Dart API for homophone replacer (#2167)

... ... @@ -4,6 +4,58 @@ set -ex
cd dart-api-examples
pushd non-streaming-asr
echo '----------SenseVoice----------'
./run-sense-voice-with-hr.sh
./run-sense-voice.sh
rm -rf sherpa-onnx-*
echo '----------FireRedAsr----------'
./run-fire-red-asr.sh
rm -rf sherpa-onnx-fire-red-asr-*
echo '----------NeMo transducer----------'
./run-nemo-transducer.sh
rm -rf sherpa-onnx-*
echo '----------Dolphin CTC----------'
./run-dolphin-ctc.sh
rm -rf sherpa-onnx-*
echo '----------NeMo CTC----------'
./run-nemo-ctc.sh
rm -rf sherpa-onnx-*
echo '----------TeleSpeech CTC----------'
./run-telespeech-ctc.sh
rm -rf sherpa-onnx-*
echo '----------moonshine----------'
./run-moonshine.sh
rm -rf sherpa-onnx-*
echo '----------whisper----------'
./run-whisper.sh
rm -rf sherpa-onnx-*
echo '----------zipformer transducer----------'
./run-zipformer-transducer.sh
rm -rf sherpa-onnx-*
echo '----------paraformer itn----------'
./run-paraformer-itn.sh
echo '----------paraformer----------'
./run-paraformer.sh
rm -rf sherpa-onnx-*
echo '----------VAD with paraformer----------'
./run-vad-with-paraformer.sh
rm -rf sherpa-onnx-*
popd # non-streaming-asr
pushd speech-enhancement-gtcrn
echo "speech enhancement with gtcrn models"
./run.sh
... ... @@ -101,57 +153,6 @@ pushd keyword-spotter
./run-zh.sh
popd
pushd non-streaming-asr
echo '----------FireRedAsr----------'
./run-fire-red-asr.sh
rm -rf sherpa-onnx-fire-red-asr-*
echo '----------SenseVoice----------'
./run-sense-voice.sh
rm -rf sherpa-onnx-*
echo '----------NeMo transducer----------'
./run-nemo-transducer.sh
rm -rf sherpa-onnx-*
echo '----------Dolphin CTC----------'
./run-dolphin-ctc.sh
rm -rf sherpa-onnx-*
echo '----------NeMo CTC----------'
./run-nemo-ctc.sh
rm -rf sherpa-onnx-*
echo '----------TeleSpeech CTC----------'
./run-telespeech-ctc.sh
rm -rf sherpa-onnx-*
echo '----------moonshine----------'
./run-moonshine.sh
rm -rf sherpa-onnx-*
echo '----------whisper----------'
./run-whisper.sh
rm -rf sherpa-onnx-*
echo '----------zipformer transducer----------'
./run-zipformer-transducer.sh
rm -rf sherpa-onnx-*
echo '----------paraformer itn----------'
./run-paraformer-itn.sh
echo '----------paraformer----------'
./run-paraformer.sh
rm -rf sherpa-onnx-*
echo '----------VAD with paraformer----------'
./run-vad-with-paraformer.sh
rm -rf sherpa-onnx-*
popd # non-streaming-asr
pushd streaming-asr
echo '----------streaming zipformer ctc HLG----------'
... ...
// Copyright (c) 2025 Xiaomi Corporation
import 'dart:io';
import 'package:args/args.dart';
import 'package:sherpa_onnx/sherpa_onnx.dart' as sherpa_onnx;
import './init.dart';
void main(List<String> arguments) async {
await initSherpaOnnx();
final parser = ArgParser()
..addOption('model', help: 'Path to the SenseVoice model')
..addOption('tokens', help: 'Path to tokens.txt')
..addOption('language',
help: 'auto, zh, en, ja, ko, yue, or leave it empty to use auto',
defaultsTo: '')
..addOption('use-itn',
help: 'true to use inverse text normalization', defaultsTo: 'false')
..addOption('input-wav', help: 'Path to input.wav to transcribe')
..addOption('hr-dict-dir',
help: 'Path to jieba dict for homophone replacer')
..addOption('hr-lexicon',
help: 'Path to lexicon.txt for homophone replacer')
..addOption('hr-rule-fsts',
help: 'Path to replace.fst for homophone replacer');
final res = parser.parse(arguments);
if (res['model'] == null ||
res['tokens'] == null ||
res['hr-dict-dir'] == null ||
res['hr-lexicon'] == null ||
res['hr-rule-fsts'] == null ||
res['input-wav'] == null) {
print(parser.usage);
exit(1);
}
final model = res['model'] as String;
final tokens = res['tokens'] as String;
final inputWav = res['input-wav'] as String;
final language = res['language'] as String;
final useItn = (res['use-itn'] as String).toLowerCase() == 'true';
final hrDictDir = res['hr-dict-dir'] as String;
final hrLexicon = res['hr-lexicon'] as String;
final hrRuleFsts = res['hr-rule-fsts'] as String;
final senseVoice = sherpa_onnx.OfflineSenseVoiceModelConfig(
model: model, language: language, useInverseTextNormalization: useItn);
final modelConfig = sherpa_onnx.OfflineModelConfig(
senseVoice: senseVoice,
tokens: tokens,
debug: true,
numThreads: 1,
);
final hr = sherpa_onnx.HomophoneReplacerConfig(
dictDir: hrDictDir, lexicon: hrLexicon, ruleFsts: hrRuleFsts);
final config =
sherpa_onnx.OfflineRecognizerConfig(model: modelConfig, hr: hr);
final recognizer = sherpa_onnx.OfflineRecognizer(config);
final waveData = sherpa_onnx.readWave(inputWav);
final stream = recognizer.createStream();
stream.acceptWaveform(
samples: waveData.samples, sampleRate: waveData.sampleRate);
recognizer.decode(stream);
final result = recognizer.getResult(stream);
print(result.text);
stream.free();
recognizer.free();
}
... ...
#!/usr/bin/env bash
set -ex
dart pub get
if [ ! -f ./sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17/tokens.txt ]; then
curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17.tar.bz2
tar xvf sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17.tar.bz2
rm sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17.tar.bz2
fi
if [ ! -d dict ]; then
curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/hr-files/dict.tar.bz2
tar xf dict.tar.bz2
rm dict.tar.bz2
curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/hr-files/replace.fst
curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/hr-files/test-hr.wav
curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/hr-files/lexicon.txt
fi
dart run \
./bin/sense-voice-with-hr.dart \
--model ./sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17/model.int8.onnx \
--tokens ./sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17/tokens.txt \
--use-itn true \
--hr-dict-dir ./dict \
--hr-lexicon ./lexicon.txt \
--hr-rule-fsts ./replace.fst \
--input-wav ./test-hr.wav
... ...
... ... @@ -4,6 +4,7 @@ import 'dart:ffi';
export 'src/audio_tagging.dart';
export 'src/feature_config.dart';
export 'src/homophone_replacer_config.dart';
export 'src/keyword_spotter.dart';
export 'src/offline_punctuation.dart';
export 'src/offline_recognizer.dart';
... ...
// Copyright (c) 2025 Xiaomi Corporation
class HomophoneReplacerConfig {
const HomophoneReplacerConfig(
{this.dictDir = '', this.lexicon = '', this.ruleFsts = ''});
factory HomophoneReplacerConfig.fromJson(Map<String, dynamic> json) {
return HomophoneReplacerConfig(
dictDir: json['dictDir'] as String? ?? '',
lexicon: json['lexicon'] as String? ?? '',
ruleFsts: json['ruleFsts'] as String? ?? '',
);
}
@override
String toString() {
return 'HomophoneReplacerConfig(dictDir: $dictDir, lexicon: $lexicon, ruleFsts: $ruleFsts)';
}
Map<String, dynamic> toJson() => {
'dictDir': dictDir,
'lexicon': lexicon,
'ruleFsts': ruleFsts,
};
final String dictDir;
final String lexicon;
final String ruleFsts;
}
... ...
... ... @@ -5,6 +5,7 @@ import 'dart:ffi';
import 'package:ffi/ffi.dart';
import './feature_config.dart';
import './homophone_replacer_config.dart';
import './offline_stream.dart';
import './sherpa_onnx_bindings.dart';
import './utils.dart';
... ... @@ -403,6 +404,7 @@ class OfflineRecognizerConfig {
this.ruleFsts = '',
this.ruleFars = '',
this.blankPenalty = 0.0,
this.hr = const HomophoneReplacerConfig(),
});
factory OfflineRecognizerConfig.fromJson(Map<String, dynamic> json) {
... ... @@ -421,12 +423,13 @@ class OfflineRecognizerConfig {
ruleFsts: json['ruleFsts'] as String? ?? '',
ruleFars: json['ruleFars'] as String? ?? '',
blankPenalty: (json['blankPenalty'] as num?)?.toDouble() ?? 0.0,
hr: HomophoneReplacerConfig.fromJson(json['hr'] as Map<String, dynamic>),
);
}
@override
String toString() {
return 'OfflineRecognizerConfig(feat: $feat, model: $model, lm: $lm, decodingMethod: $decodingMethod, maxActivePaths: $maxActivePaths, hotwordsFile: $hotwordsFile, hotwordsScore: $hotwordsScore, ruleFsts: $ruleFsts, ruleFars: $ruleFars, blankPenalty: $blankPenalty)';
return 'OfflineRecognizerConfig(feat: $feat, model: $model, lm: $lm, decodingMethod: $decodingMethod, maxActivePaths: $maxActivePaths, hotwordsFile: $hotwordsFile, hotwordsScore: $hotwordsScore, ruleFsts: $ruleFsts, ruleFars: $ruleFars, blankPenalty: $blankPenalty, hr: $hr)';
}
Map<String, dynamic> toJson() => {
... ... @@ -440,6 +443,7 @@ class OfflineRecognizerConfig {
'ruleFsts': ruleFsts,
'ruleFars': ruleFars,
'blankPenalty': blankPenalty,
'hr': hr.toJson(),
};
final FeatureConfig feat;
... ... @@ -457,6 +461,7 @@ class OfflineRecognizerConfig {
final String ruleFars;
final double blankPenalty;
final HomophoneReplacerConfig hr;
}
class OfflineRecognizerResult {
... ... @@ -598,8 +603,15 @@ class OfflineRecognizer {
c.ref.blankPenalty = config.blankPenalty;
c.ref.hr.dictDir = config.hr.dictDir.toNativeUtf8();
c.ref.hr.lexicon = config.hr.lexicon.toNativeUtf8();
c.ref.hr.ruleFsts = config.hr.ruleFsts.toNativeUtf8();
final ptr = SherpaOnnxBindings.createOfflineRecognizer?.call(c) ?? nullptr;
calloc.free(c.ref.hr.dictDir);
calloc.free(c.ref.hr.lexicon);
calloc.free(c.ref.hr.ruleFsts);
calloc.free(c.ref.ruleFars);
calloc.free(c.ref.ruleFsts);
calloc.free(c.ref.hotwordsFile);
... ...
... ... @@ -5,6 +5,7 @@ import 'dart:ffi';
import 'package:ffi/ffi.dart';
import './feature_config.dart';
import './homophone_replacer_config.dart';
import './online_stream.dart';
import './sherpa_onnx_bindings.dart';
import './utils.dart';
... ... @@ -194,6 +195,7 @@ class OnlineRecognizerConfig {
this.ruleFsts = '',
this.ruleFars = '',
this.blankPenalty = 0.0,
this.hr = const HomophoneReplacerConfig(),
});
factory OnlineRecognizerConfig.fromJson(Map<String, dynamic> json) {
... ... @@ -217,12 +219,14 @@ class OnlineRecognizerConfig {
ruleFsts: json['ruleFsts'] as String? ?? '',
ruleFars: json['ruleFars'] as String? ?? '',
blankPenalty: (json['blankPenalty'] as num?)?.toDouble() ?? 0.0,
hr: HomophoneReplacerConfig.fromJson(
json['hr'] as Map<String, dynamic>? ?? const {}),
);
}
@override
String toString() {
return 'OnlineRecognizerConfig(feat: $feat, model: $model, decodingMethod: $decodingMethod, maxActivePaths: $maxActivePaths, enableEndpoint: $enableEndpoint, rule1MinTrailingSilence: $rule1MinTrailingSilence, rule2MinTrailingSilence: $rule2MinTrailingSilence, rule3MinUtteranceLength: $rule3MinUtteranceLength, hotwordsFile: $hotwordsFile, hotwordsScore: $hotwordsScore, ctcFstDecoderConfig: $ctcFstDecoderConfig, ruleFsts: $ruleFsts, ruleFars: $ruleFars, blankPenalty: $blankPenalty)';
return 'OnlineRecognizerConfig(feat: $feat, model: $model, decodingMethod: $decodingMethod, maxActivePaths: $maxActivePaths, enableEndpoint: $enableEndpoint, rule1MinTrailingSilence: $rule1MinTrailingSilence, rule2MinTrailingSilence: $rule2MinTrailingSilence, rule3MinUtteranceLength: $rule3MinUtteranceLength, hotwordsFile: $hotwordsFile, hotwordsScore: $hotwordsScore, ctcFstDecoderConfig: $ctcFstDecoderConfig, ruleFsts: $ruleFsts, ruleFars: $ruleFars, blankPenalty: $blankPenalty, hr: $hr)';
}
Map<String, dynamic> toJson() => {
... ... @@ -240,6 +244,7 @@ class OnlineRecognizerConfig {
'ruleFsts': ruleFsts,
'ruleFars': ruleFars,
'blankPenalty': blankPenalty,
'hr': hr.toJson(),
};
final FeatureConfig feat;
... ... @@ -265,6 +270,7 @@ class OnlineRecognizerConfig {
final String ruleFars;
final double blankPenalty;
final HomophoneReplacerConfig hr;
}
class OnlineRecognizerResult {
... ... @@ -352,8 +358,15 @@ class OnlineRecognizer {
c.ref.blankPenalty = config.blankPenalty;
c.ref.hr.dictDir = config.hr.dictDir.toNativeUtf8();
c.ref.hr.lexicon = config.hr.lexicon.toNativeUtf8();
c.ref.hr.ruleFsts = config.hr.ruleFsts.toNativeUtf8();
final ptr = SherpaOnnxBindings.createOnlineRecognizer?.call(c) ?? nullptr;
calloc.free(c.ref.hr.dictDir);
calloc.free(c.ref.hr.lexicon);
calloc.free(c.ref.hr.ruleFsts);
calloc.free(c.ref.ruleFars);
calloc.free(c.ref.ruleFsts);
calloc.free(c.ref.ctcFstDecoderConfig.graph);
... ...
... ... @@ -353,6 +353,7 @@ final class SherpaOnnxOfflineRecognizerConfig extends Struct {
@Float()
external double blankPenalty;
external SherpaOnnxHomophoneReplacerConfig hr;
}
final class SherpaOnnxOnlineTransducerModelConfig extends Struct {
... ... @@ -404,6 +405,12 @@ final class SherpaOnnxOnlineCtcFstDecoderConfig extends Struct {
external int maxActive;
}
final class SherpaOnnxHomophoneReplacerConfig extends Struct {
external Pointer<Utf8> dictDir;
external Pointer<Utf8> lexicon;
external Pointer<Utf8> ruleFsts;
}
final class SherpaOnnxOnlineRecognizerConfig extends Struct {
external SherpaOnnxFeatureConfig feat;
external SherpaOnnxOnlineModelConfig model;
... ... @@ -441,6 +448,7 @@ final class SherpaOnnxOnlineRecognizerConfig extends Struct {
@Int32()
external int hotwordsBufSize;
external SherpaOnnxHomophoneReplacerConfig hr;
}
final class SherpaOnnxSileroVadModelConfig extends Struct {
... ...