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Add Dart API for keyword spotter (#1162)
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csukuangfj authored Jul 22, 2024
1 parent 22a262f commit ac8223b
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4 changes: 4 additions & 0 deletions .github/scripts/test-dart.sh
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Expand Up @@ -4,6 +4,10 @@ set -ex

cd dart-api-examples

pushd keyword-spotter
./run-zh.sh
popd

pushd non-streaming-asr

echo '----------SenseVoice----------'
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1 change: 1 addition & 0 deletions .github/workflows/test-dart.yaml
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Expand Up @@ -108,6 +108,7 @@ jobs:
cp scripts/dart/non-streaming-asr-pubspec.yaml dart-api-examples/non-streaming-asr/pubspec.yaml
cp scripts/dart/streaming-asr-pubspec.yaml dart-api-examples/streaming-asr/pubspec.yaml
cp scripts/dart/tts-pubspec.yaml dart-api-examples/tts/pubspec.yaml
cp scripts/dart/kws-pubspec.yaml dart-api-examples/keyword-spotter/pubspec.yaml
cp scripts/dart/sherpa-onnx-pubspec.yaml flutter/sherpa_onnx/pubspec.yaml
.github/scripts/test-dart.sh
1 change: 1 addition & 0 deletions CHANGELOG.md
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## 1.10.17

* Support SenseVoice CTC models.
* Add Dart API for keyword spotter.

## 1.10.16

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27 changes: 27 additions & 0 deletions dart-api-examples/.gitignore
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!run*.sh
# See https://www.dartlang.org/guides/libraries/private-files

# Files and directories created by pub
.dart_tool/
.packages
build/
# If you're building an application, you may want to check-in your pubspec.lock
pubspec.lock

# Directory created by dartdoc
# If you don't generate documentation locally you can remove this line.
doc/api/

# dotenv environment variables file
.env*

# Avoid committing generated Javascript files:
*.dart.js
*.info.json # Produced by the --dump-info flag.
*.js # When generated by dart2js. Don't specify *.js if your
# project includes source files written in JavaScript.
*.js_
*.js.deps
*.js.map

.flutter-plugins
.flutter-plugins-dependencies
3 changes: 3 additions & 0 deletions dart-api-examples/keyword-spotter/.gitignore
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# https://dart.dev/guides/libraries/private-files
# Created by `dart pub`
.dart_tool/
3 changes: 3 additions & 0 deletions dart-api-examples/keyword-spotter/CHANGELOG.md
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## 1.0.0

- Initial version.
4 changes: 4 additions & 0 deletions dart-api-examples/keyword-spotter/README.md
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# Introduction

This directory contains keyword spotting examples using
Dart API from [sherpa-onnx](https://github.com/k2-fsa/sherpa-onnx)
30 changes: 30 additions & 0 deletions dart-api-examples/keyword-spotter/analysis_options.yaml
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# This file configures the static analysis results for your project (errors,
# warnings, and lints).
#
# This enables the 'recommended' set of lints from `package:lints`.
# This set helps identify many issues that may lead to problems when running
# or consuming Dart code, and enforces writing Dart using a single, idiomatic
# style and format.
#
# If you want a smaller set of lints you can change this to specify
# 'package:lints/core.yaml'. These are just the most critical lints
# (the recommended set includes the core lints).
# The core lints are also what is used by pub.dev for scoring packages.

include: package:lints/recommended.yaml

# Uncomment the following section to specify additional rules.

# linter:
# rules:
# - camel_case_types

# analyzer:
# exclude:
# - path/to/excluded/files/**

# For more information about the core and recommended set of lints, see
# https://dart.dev/go/core-lints

# For additional information about configuring this file, see
# https://dart.dev/guides/language/analysis-options
1 change: 1 addition & 0 deletions dart-api-examples/keyword-spotter/bin/init.dart
98 changes: 98 additions & 0 deletions dart-api-examples/keyword-spotter/bin/zipformer-transducer.dart
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// 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('encoder', help: 'Path to the encoder model')
..addOption('decoder', help: 'Path to decoder model')
..addOption('joiner', help: 'Path to joiner model')
..addOption('tokens', help: 'Path to tokens.txt')
..addOption('keywords-file', help: 'Path to keywords.txt')
..addOption('input-wav', help: 'Path to input.wav to transcribe');

final res = parser.parse(arguments);
if (res['encoder'] == null ||
res['decoder'] == null ||
res['joiner'] == null ||
res['tokens'] == null ||
res['keywords-file'] == null ||
res['input-wav'] == null) {
print(parser.usage);
exit(1);
}

final encoder = res['encoder'] as String;
final decoder = res['decoder'] as String;
final joiner = res['joiner'] as String;
final tokens = res['tokens'] as String;
final keywordsFile = res['keywords-file'] as String;
final inputWav = res['input-wav'] as String;

final transducer = sherpa_onnx.OnlineTransducerModelConfig(
encoder: encoder,
decoder: decoder,
joiner: joiner,
);

final modelConfig = sherpa_onnx.OnlineModelConfig(
transducer: transducer,
tokens: tokens,
debug: true,
numThreads: 1,
);
final config = sherpa_onnx.KeywordSpotterConfig(
model: modelConfig,
keywordsFile: keywordsFile,
);
final spotter = sherpa_onnx.KeywordSpotter(config);

final waveData = sherpa_onnx.readWave(inputWav);
var stream = spotter.createStream();

// simulate streaming. You can choose an arbitrary chunk size.
// chunkSize of a single sample is also ok, i.e, chunkSize = 1
final chunkSize = 1600; // 0.1 second for 16kHz
final numChunks = waveData.samples.length ~/ chunkSize;

for (int i = 0; i != numChunks; ++i) {
int start = i * chunkSize;
stream.acceptWaveform(
samples:
Float32List.sublistView(waveData.samples, start, start + chunkSize),
sampleRate: waveData.sampleRate,
);
while (spotter.isReady(stream)) {
spotter.decode(stream);
final result = spotter.getResult(stream);
if (result.keyword != '') {
print('Detected: ${result.keyword}');
}
}
}

// 0.5 seconds, assume sampleRate is 16kHz
final tailPaddings = Float32List(8000);
stream.acceptWaveform(
samples: tailPaddings,
sampleRate: waveData.sampleRate,
);

while (spotter.isReady(stream)) {
spotter.decode(stream);
final result = spotter.getResult(stream);
if (result.keyword != '') {
print('Detected: ${result.keyword}');
}
}

stream.free();
spotter.free();
}
19 changes: 19 additions & 0 deletions dart-api-examples/keyword-spotter/pubspec.yaml
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name: keyword_spotter

description: >
This example demonstrates how to use the Dart API for keyword spotting
version: 1.0.0

environment:
sdk: ^3.4.0

dependencies:
sherpa_onnx: ^1.10.17
# sherpa_onnx:
# path: ../../flutter/sherpa_onnx
path: ^1.9.0
args: ^2.5.0

dev_dependencies:
lints: ^3.0.0
21 changes: 21 additions & 0 deletions dart-api-examples/keyword-spotter/run-zh.sh
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#!/usr/bin/env bash

set -ex

dart pub get

if [ ! -f ./sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/tokens.txt ]; then
curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/kws-models/sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01.tar.bz2
tar xvf sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01.tar.bz2
rm sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01.tar.bz2
fi

dart run \
./bin/zipformer-transducer.dart \
--encoder ./sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/encoder-epoch-12-avg-2-chunk-16-left-64.onnx \
--decoder ./sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/decoder-epoch-12-avg-2-chunk-16-left-64.onnx \
--joiner ./sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/joiner-epoch-12-avg-2-chunk-16-left-64.onnx \
--tokens ./sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/tokens.txt \
--keywords-file ./sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/test_wavs/test_keywords.txt \
--input-wav ./sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/test_wavs/3.wav

1 change: 1 addition & 0 deletions flutter/sherpa_onnx/lib/sherpa_onnx.dart
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Expand Up @@ -3,6 +3,7 @@ import 'dart:io';
import 'dart:ffi';

export 'src/feature_config.dart';
export 'src/keyword_spotter.dart';
export 'src/offline_recognizer.dart';
export 'src/offline_stream.dart';
export 'src/online_recognizer.dart';
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