Add dart API for SenseVoice (#1159)

This commit is contained in:
Fangjun Kuang
2024-07-21 21:48:12 +08:00
committed by GitHub
parent 70d14353bb
commit ffdb23a8ec
17 changed files with 169 additions and 49 deletions

View File

@@ -11,4 +11,5 @@ This folder contains examples for non-streaming ASR with Dart API.
|[./bin/whisper.dart](./bin/whisper.dart)| Use whisper for speech recognition. See [./run-whisper.sh](./run-whisper.sh)|
|[./bin/zipformer-transducer.dart](./bin/zipformer-transducer.dart)| Use a zipformer transducer for speech recognition. See [./run-zipformer-transducer.sh](./run-zipformer-transducer.sh)|
|[./bin/vad-with-paraformer.dart](./bin/vad-with-paraformer.dart)| Use a [silero-vad](https://github.com/snakers4/silero-vad) with paraformer for speech recognition. See [./run-vad-with-paraformer.sh](./run-vad-with-paraformer.sh)|
|[./bin/sense-voice.dart](./bin/sense-voice.dart)| Use a SenseVoice CTC model for speech recognition. See [./run-sense-voice.sh](./run-sense-voice.sh)|

View File

@@ -0,0 +1,61 @@
// Copyright (c) 2024 Xiaomi Corporation
import 'dart:io';
import 'dart:typed_data';
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 paraformer 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');
final res = parser.parse(arguments);
if (res['model'] == null ||
res['tokens'] == 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 senseVoice = sherpa_onnx.OfflineSenseVoiceModelConfig(
model: model, language: language, useInverseTextNormalization: useItn);
final modelConfig = sherpa_onnx.OfflineModelConfig(
senseVoice: senseVoice,
tokens: tokens,
debug: true,
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();
}

View File

@@ -10,7 +10,7 @@ environment:
# Add regular dependencies here.
dependencies:
sherpa_onnx: ^1.10.16
sherpa_onnx: ^1.10.17
path: ^1.9.0
args: ^2.5.0

View File

@@ -0,0 +1,18 @@
#!/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
dart run \
./bin/sense-voice.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 \
--input-wav ./sherpa-onnx-sense-voice-zh-en-ja-ko-yue-2024-07-17/test_wavs/zh.wav

View File

@@ -11,7 +11,7 @@ environment:
# Add regular dependencies here.
dependencies:
sherpa_onnx: ^1.10.16
sherpa_onnx: ^1.10.17
path: ^1.9.0
args: ^2.5.0

View File

@@ -8,7 +8,7 @@ environment:
# Add regular dependencies here.
dependencies:
sherpa_onnx: ^1.10.16
sherpa_onnx: ^1.10.17
path: ^1.9.0
args: ^2.5.0

View File

@@ -9,7 +9,7 @@ environment:
sdk: ^3.4.0
dependencies:
sherpa_onnx: ^1.10.16
sherpa_onnx: ^1.10.17
path: ^1.9.0
args: ^2.5.0