Fangjun Kuang
Committed by GitHub

Add Dart API for FireRedAsr AED Model (#1877)

... ... @@ -92,6 +92,10 @@ 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-*
... ...
// 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('encoder', help: 'Path to the FireRedAsr encoder model')
..addOption('decoder', help: 'Path to FireRedAsr decoder model')
..addOption('tokens', help: 'Path to tokens.txt')
..addOption('input-wav', help: 'Path to input.wav to transcribe');
final res = parser.parse(arguments);
if (res['encoder'] == null ||
res['decoder'] == null ||
res['tokens'] == null ||
res['input-wav'] == null) {
print(parser.usage);
exit(1);
}
final encoder = res['encoder'] as String;
final decoder = res['decoder'] as String;
final tokens = res['tokens'] as String;
final inputWav = res['input-wav'] as String;
final fireRedAsr = sherpa_onnx.OfflineFireRedAsrModelConfig(
encoder: encoder,
decoder: decoder,
);
final modelConfig = sherpa_onnx.OfflineModelConfig(
fireRedAsr: fireRedAsr,
tokens: tokens,
debug: false,
numThreads: 1,
);
final config = sherpa_onnx.OfflineRecognizerConfig(model: modelConfig);
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
if [ ! -f ./sherpa-onnx-fire-red-asr-large-zh_en-2025-02-16/encoder.int8.onnx ]; then
curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-fire-red-asr-large-zh_en-2025-02-16.tar.bz2
tar xvf sherpa-onnx-fire-red-asr-large-zh_en-2025-02-16.tar.bz2
rm sherpa-onnx-fire-red-asr-large-zh_en-2025-02-16.tar.bz2
ls -lh sherpa-onnx-fire-red-asr-large-zh_en-2025-02-16
fi
dart pub get
dart run \
./bin/fire-red-asr.dart \
--encoder ./sherpa-onnx-fire-red-asr-large-zh_en-2025-02-16/encoder.int8.onnx \
--decoder ./sherpa-onnx-fire-red-asr-large-zh_en-2025-02-16/decoder.int8.onnx \
--tokens ./sherpa-onnx-fire-red-asr-large-zh_en-2025-02-16/tokens.txt \
--input-wav ./sherpa-onnx-fire-red-asr-large-zh_en-2025-02-16/test_wavs/0.wav
... ...
... ... @@ -2,12 +2,12 @@
set -ex
if [ ! -f ./sherpa-onnx-fire-red-asr-large-zh_en-2025-02-16/encoder.int8.onnx ]; then
if [ ! -f ./sherpa-onnx-fire-red-asr-large-zh_en-2025-02-16/encoder.int8.onnx ]; then
curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/asr-models/sherpa-onnx-fire-red-asr-large-zh_en-2025-02-16.tar.bz2
tar xvf sherpa-onnx-fire-red-asr-large-zh_en-2025-02-16.tar.bz2
rm sherpa-onnx-fire-red-asr-large-zh_en-2025-02-16.tar.bz2
ls -lh sherpa-onnx-fire-red-asr-large-zh_en-2025-02-16
fi
fi
dotnet run \
--num-threads=2 \
... ...
... ... @@ -68,6 +68,20 @@ class OfflineWhisperModelConfig {
final int tailPaddings;
}
class OfflineFireRedAsrModelConfig {
const OfflineFireRedAsrModelConfig(
{this.encoder = '',
this.decoder = ''});
@override
String toString() {
return 'OfflineFireRedAsrModelConfig(encoder: $encoder, decoder: $decoder)';
}
final String encoder;
final String decoder;
}
class OfflineMoonshineModelConfig {
const OfflineMoonshineModelConfig(
{this.preprocessor = '',
... ... @@ -135,6 +149,7 @@ class OfflineModelConfig {
this.tdnn = const OfflineTdnnModelConfig(),
this.senseVoice = const OfflineSenseVoiceModelConfig(),
this.moonshine = const OfflineMoonshineModelConfig(),
this.fireRedAsr = const OfflineFireRedAsrModelConfig(),
required this.tokens,
this.numThreads = 1,
this.debug = true,
... ... @@ -147,7 +162,7 @@ class OfflineModelConfig {
@override
String toString() {
return 'OfflineModelConfig(transducer: $transducer, paraformer: $paraformer, nemoCtc: $nemoCtc, whisper: $whisper, tdnn: $tdnn, senseVoice: $senseVoice, moonshine: $moonshine, tokens: $tokens, numThreads: $numThreads, debug: $debug, provider: $provider, modelType: $modelType, modelingUnit: $modelingUnit, bpeVocab: $bpeVocab, telespeechCtc: $telespeechCtc)';
return 'OfflineModelConfig(transducer: $transducer, paraformer: $paraformer, nemoCtc: $nemoCtc, whisper: $whisper, tdnn: $tdnn, senseVoice: $senseVoice, moonshine: $moonshine, fireRedAsr: $fireRedAsr, tokens: $tokens, numThreads: $numThreads, debug: $debug, provider: $provider, modelType: $modelType, modelingUnit: $modelingUnit, bpeVocab: $bpeVocab, telespeechCtc: $telespeechCtc)';
}
final OfflineTransducerModelConfig transducer;
... ... @@ -157,6 +172,7 @@ class OfflineModelConfig {
final OfflineTdnnModelConfig tdnn;
final OfflineSenseVoiceModelConfig senseVoice;
final OfflineMoonshineModelConfig moonshine;
final OfflineFireRedAsrModelConfig fireRedAsr;
final String tokens;
final int numThreads;
... ... @@ -288,6 +304,10 @@ class OfflineRecognizer {
c.ref.model.moonshine.cachedDecoder =
config.model.moonshine.cachedDecoder.toNativeUtf8();
// FireRedAsr
c.ref.model.fireRedAsr.encoder = config.model.fireRedAsr.encoder.toNativeUtf8();
c.ref.model.fireRedAsr.decoder = config.model.fireRedAsr.decoder.toNativeUtf8();
c.ref.model.tokens = config.model.tokens.toNativeUtf8();
c.ref.model.numThreads = config.model.numThreads;
... ... @@ -325,6 +345,8 @@ class OfflineRecognizer {
calloc.free(c.ref.model.modelType);
calloc.free(c.ref.model.provider);
calloc.free(c.ref.model.tokens);
calloc.free(c.ref.model.fireRedAsr.decoder);
calloc.free(c.ref.model.fireRedAsr.encoder);
calloc.free(c.ref.model.moonshine.cachedDecoder);
calloc.free(c.ref.model.moonshine.uncachedDecoder);
calloc.free(c.ref.model.moonshine.encoder);
... ...
... ... @@ -248,6 +248,11 @@ final class SherpaOnnxOfflineMoonshineModelConfig extends Struct {
external Pointer<Utf8> cachedDecoder;
}
final class SherpaOnnxOfflineFireRedAsrModelConfig extends Struct {
external Pointer<Utf8> encoder;
external Pointer<Utf8> decoder;
}
final class SherpaOnnxOfflineTdnnModelConfig extends Struct {
external Pointer<Utf8> model;
}
... ... @@ -291,6 +296,7 @@ final class SherpaOnnxOfflineModelConfig extends Struct {
external SherpaOnnxOfflineSenseVoiceModelConfig senseVoice;
external SherpaOnnxOfflineMoonshineModelConfig moonshine;
external SherpaOnnxOfflineFireRedAsrModelConfig fireRedAsr;
}
final class SherpaOnnxOfflineRecognizerConfig extends Struct {
... ...