Add Dart API for speech enhancement GTCRN models (#1993)
This commit is contained in:
6
.github/scripts/test-dart.sh
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6
.github/scripts/test-dart.sh
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@@ -4,6 +4,12 @@ set -ex
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cd dart-api-examples
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pushd speech-enhancement-gtcrn
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echo "speech enhancement with gtcrn models"
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./run.sh
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ls -lh
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popd
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pushd tts
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echo '----------matcha tts----------'
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1
.github/workflows/test-dart.yaml
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1
.github/workflows/test-dart.yaml
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@@ -115,6 +115,7 @@ jobs:
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cp scripts/dart/add-punctuations-pubspec.yaml dart-api-examples/add-punctuations/pubspec.yaml
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cp scripts/dart/speaker-id-pubspec.yaml dart-api-examples/speaker-identification/pubspec.yaml
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cp scripts/dart/speaker-diarization-pubspec.yaml dart-api-examples/speaker-diarization/pubspec.yaml
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cp scripts/dart/speech-enhancement-gtcrn-pubspec.yaml dart-api-examples/speech-enhancement-gtcrn/pubspec.yaml
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cp scripts/dart/sherpa-onnx-pubspec.yaml flutter/sherpa_onnx/pubspec.yaml
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@@ -19,6 +19,7 @@ https://pub.dev/packages/sherpa_onnx
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| [./tts](./tts)| Example for text to speech|
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| [./vad-with-non-streaming-asr](./vad-with-non-streaming-asr)| Example for voice activity detection with non-streaming speech recognition. You can use it to generate subtitles.|
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| [./vad](./vad)| Example for voice activity detection|
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| [./speech-enhancement-gtcrn](./speech-enhancement-gtcrn)| Example for speech enhancement/denoising|
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## How to create an example in this folder
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3
dart-api-examples/speech-enhancement-gtcrn/.gitignore
vendored
Normal file
3
dart-api-examples/speech-enhancement-gtcrn/.gitignore
vendored
Normal file
@@ -0,0 +1,3 @@
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# https://dart.dev/guides/libraries/private-files
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# Created by `dart pub`
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.dart_tool/
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3
dart-api-examples/speech-enhancement-gtcrn/CHANGELOG.md
Normal file
3
dart-api-examples/speech-enhancement-gtcrn/CHANGELOG.md
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@@ -0,0 +1,3 @@
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## 1.0.0
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- Initial version.
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2
dart-api-examples/speech-enhancement-gtcrn/README.md
Normal file
2
dart-api-examples/speech-enhancement-gtcrn/README.md
Normal file
@@ -0,0 +1,2 @@
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A sample command-line application with an entrypoint in `bin/`, library code
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in `lib/`, and example unit test in `test/`.
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@@ -0,0 +1,30 @@
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# This file configures the static analysis results for your project (errors,
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# warnings, and lints).
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#
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# This enables the 'recommended' set of lints from `package:lints`.
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# This set helps identify many issues that may lead to problems when running
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# or consuming Dart code, and enforces writing Dart using a single, idiomatic
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# style and format.
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#
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# If you want a smaller set of lints you can change this to specify
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# 'package:lints/core.yaml'. These are just the most critical lints
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# (the recommended set includes the core lints).
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# The core lints are also what is used by pub.dev for scoring packages.
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include: package:lints/recommended.yaml
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# Uncomment the following section to specify additional rules.
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# linter:
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# rules:
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# - camel_case_types
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# analyzer:
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# exclude:
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# - path/to/excluded/files/**
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# For more information about the core and recommended set of lints, see
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# https://dart.dev/go/core-lints
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# For additional information about configuring this file, see
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# https://dart.dev/guides/language/analysis-options
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1
dart-api-examples/speech-enhancement-gtcrn/bin/init.dart
Symbolic link
1
dart-api-examples/speech-enhancement-gtcrn/bin/init.dart
Symbolic link
@@ -0,0 +1 @@
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../../vad/bin/init.dart
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@@ -0,0 +1,51 @@
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// Copyright (c) 2025 Xiaomi Corporation
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import 'dart:io';
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import 'package:args/args.dart';
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import 'package:sherpa_onnx/sherpa_onnx.dart' as sherpa_onnx;
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import './init.dart';
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void main(List<String> arguments) async {
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await initSherpaOnnx();
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final parser = ArgParser()
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..addOption('model', help: 'Path to gtcrn onnx model')
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..addOption('input-wav', help: 'Path to input.wav')
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..addOption('output-wav', help: 'Path to output.wav');
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final res = parser.parse(arguments);
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if (res['model'] == null ||
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res['input-wav'] == null ||
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res['output-wav'] == null) {
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print(parser.usage);
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exit(1);
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}
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final model = res['model'] as String;
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final inputWav = res['input-wav'] as String;
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final outputWav = res['output-wav'] as String;
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final config = sherpa_onnx.OfflineSpeechDenoiserConfig(
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model: sherpa_onnx.OfflineSpeechDenoiserModelConfig(
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gtcrn: sherpa_onnx.OfflineSpeechDenoiserGtcrnModelConfig(model: model),
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numThreads: 1,
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debug: true,
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provider: 'cpu',
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));
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final sd = sherpa_onnx.OfflineSpeechDenoiser(config);
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final waveData = sherpa_onnx.readWave(inputWav);
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final denoised =
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sd.run(samples: waveData.samples, sampleRate: waveData.sampleRate);
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sd.free();
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sherpa_onnx.writeWave(
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filename: outputWav,
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samples: denoised.samples,
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sampleRate: denoised.sampleRate);
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print('Saved to $outputWav');
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}
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20
dart-api-examples/speech-enhancement-gtcrn/pubspec.yaml
Normal file
20
dart-api-examples/speech-enhancement-gtcrn/pubspec.yaml
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@@ -0,0 +1,20 @@
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name: speech_enhancement_gtcrn
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description: >
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This example demonstrates how to use the Dart API for speech enhancement/denoising.
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version: 1.0.0
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environment:
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sdk: ">=3.0.0 <4.0.0"
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# Add regular dependencies here.
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dependencies:
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sherpa_onnx: ^1.10.46
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# sherpa_onnx:
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# path: ../../flutter/sherpa_onnx
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path: ^1.9.0
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args: ^2.5.0
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dev_dependencies:
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lints: ^3.0.0
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22
dart-api-examples/speech-enhancement-gtcrn/run.sh
Executable file
22
dart-api-examples/speech-enhancement-gtcrn/run.sh
Executable file
@@ -0,0 +1,22 @@
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#!/usr/bin/env bash
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set -ex
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dart pub get
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if [ ! -f ./gtcrn_simple.onnx ]; then
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curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/speech-enhancement-models/gtcrn_simple.onnx
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fi
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if [ ! -f ./inp_16k.wav ]; then
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curl -SL -O https://github.com/k2-fsa/sherpa-onnx/releases/download/speech-enhancement-models/inp_16k.wav
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fi
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dart run \
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./bin/speech_enhancement_gtcrn.dart \
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--model ./gtcrn_simple.onnx \
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--input-wav ./inp_16k.wav \
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--output-wav ./enhanced-16k.wav
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ls -lh *.wav
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@@ -9,6 +9,8 @@
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## Pure dart-examples
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Hint: All of the following functions can be used in Flutter, even if some of them are only provided in pure dart api examples.
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| Functions | URL | Supported Platforms|
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|---|---|---|
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|Speaker diarization| [Address](https://github.com/k2-fsa/sherpa-onnx/tree/master/dart-api-examples/speaker-diarization)| macOS, Windows, Linux|
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@@ -20,3 +22,5 @@
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|Speaker identification and verification| [Address](https://github.com/k2-fsa/sherpa-onnx/tree/master/dart-api-examples/speaker-identification)| macOS, Windows, Linux|
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|Audio tagging| [Address](https://github.com/k2-fsa/sherpa-onnx/tree/master/dart-api-examples/audio-tagging)| macOS, Windows, Linux|
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|Keyword spotter| [Address](https://github.com/k2-fsa/sherpa-onnx/tree/master/dart-api-examples/keyword-spotter)| macOS, Windows, Linux|
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|Add punctuions| [Address](https://github.com/k2-fsa/sherpa-onnx/tree/master/dart-api-examples/add-punctuations)| macOS, Windows, Linux|
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|Speech enhancement/denoising| [Address](https://github.com/k2-fsa/sherpa-onnx/tree/master/dart-api-examples/speech-enhancement-gtcrn)| macOS, Windows, Linux|
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@@ -8,6 +8,7 @@ export 'src/keyword_spotter.dart';
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export 'src/offline_punctuation.dart';
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export 'src/offline_recognizer.dart';
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export 'src/offline_speaker_diarization.dart';
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export 'src/offline_speech_denoiser.dart';
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export 'src/offline_stream.dart';
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export 'src/online_punctuation.dart';
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export 'src/online_recognizer.dart';
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169
flutter/sherpa_onnx/lib/src/offline_speech_denoiser.dart
Normal file
169
flutter/sherpa_onnx/lib/src/offline_speech_denoiser.dart
Normal file
@@ -0,0 +1,169 @@
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// Copyright (c) 2025 Xiaomi Corporation
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import 'dart:ffi';
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import 'dart:typed_data';
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import 'package:ffi/ffi.dart';
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import './sherpa_onnx_bindings.dart';
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class OfflineSpeechDenoiserGtcrnModelConfig {
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const OfflineSpeechDenoiserGtcrnModelConfig({
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this.model = '',
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});
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factory OfflineSpeechDenoiserGtcrnModelConfig.fromJson(
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Map<String, dynamic> json) {
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return OfflineSpeechDenoiserGtcrnModelConfig(
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model: json['model'] as String? ?? '',
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);
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}
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@override
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String toString() {
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return 'OfflineSpeechDenoiserGtcrnModelConfig(model: $model)';
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}
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Map<String, dynamic> toJson() => {
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'model': model,
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};
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final String model;
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}
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class OfflineSpeechDenoiserModelConfig {
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const OfflineSpeechDenoiserModelConfig({
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this.gtcrn = const OfflineSpeechDenoiserGtcrnModelConfig(),
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this.numThreads = 1,
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this.debug = true,
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this.provider = 'cpu',
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});
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factory OfflineSpeechDenoiserModelConfig.fromJson(Map<String, dynamic> json) {
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return OfflineSpeechDenoiserModelConfig(
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gtcrn: json['gtcrn'] != null
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? OfflineSpeechDenoiserGtcrnModelConfig.fromJson(
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json['gtcrn'] as Map<String, dynamic>)
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: const OfflineSpeechDenoiserGtcrnModelConfig(),
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numThreads: json['numThreads'] as int? ?? 1,
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debug: json['debug'] as bool? ?? true,
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provider: json['provider'] as String? ?? 'cpu',
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);
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}
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@override
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String toString() {
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return 'OfflineSpeechDenoiserModelConfig(gtcrn: $gtcrn, numThreads: $numThreads, debug: $debug, provider: $provider)';
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}
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Map<String, dynamic> toJson() => {
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'gtcrn': gtcrn.toJson(),
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'numThreads': numThreads,
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'debug': debug,
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'provider': provider,
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};
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final OfflineSpeechDenoiserGtcrnModelConfig gtcrn;
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final int numThreads;
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final bool debug;
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final String provider;
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}
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class OfflineSpeechDenoiserConfig {
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const OfflineSpeechDenoiserConfig({
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this.model = const OfflineSpeechDenoiserModelConfig(),
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});
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factory OfflineSpeechDenoiserConfig.fromJson(Map<String, dynamic> json) {
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return OfflineSpeechDenoiserConfig(
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model: json['model'] != null
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? OfflineSpeechDenoiserModelConfig.fromJson(
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json['model'] as Map<String, dynamic>)
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: const OfflineSpeechDenoiserModelConfig(),
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);
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}
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@override
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String toString() {
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return 'OfflineSpeechDenoiserConfig(model: $model)';
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}
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Map<String, dynamic> toJson() => {
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'model': model.toJson(),
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};
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final OfflineSpeechDenoiserModelConfig model;
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}
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class DenoisedAudio {
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DenoisedAudio({
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required this.samples,
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required this.sampleRate,
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});
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final Float32List samples;
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final int sampleRate;
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}
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class OfflineSpeechDenoiser {
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OfflineSpeechDenoiser.fromPtr({required this.ptr, required this.config});
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OfflineSpeechDenoiser._({required this.ptr, required this.config});
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/// The user is responsible to call the OfflineSpeechDenoiser.free()
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/// method of the returned instance to avoid memory leak.
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factory OfflineSpeechDenoiser(OfflineSpeechDenoiserConfig config) {
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final c = calloc<SherpaOnnxOfflineSpeechDenoiserConfig>();
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c.ref.model.gtcrn.model = config.model.gtcrn.model.toNativeUtf8();
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c.ref.model.numThreads = config.model.numThreads;
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c.ref.model.debug = config.model.debug ? 1 : 0;
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c.ref.model.provider = config.model.provider.toNativeUtf8();
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final ptr =
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SherpaOnnxBindings.sherpaOnnxCreateOfflineSpeechDenoiser?.call(c) ??
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nullptr;
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calloc.free(c.ref.model.provider);
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calloc.free(c.ref.model.gtcrn.model);
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return OfflineSpeechDenoiser._(ptr: ptr, config: config);
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}
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void free() {
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SherpaOnnxBindings.sherpaOnnxDestroyOfflineSpeechDenoiser?.call(ptr);
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ptr = nullptr;
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}
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DenoisedAudio run({required Float32List samples, required int sampleRate}) {
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final n = samples.length;
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final Pointer<Float> psamples = calloc<Float>(n);
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final pList = psamples.asTypedList(n);
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pList.setAll(0, samples);
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final p = SherpaOnnxBindings.sherpaOnnxOfflineSpeechDenoiserRun
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?.call(ptr, psamples, n, sampleRate) ??
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nullptr;
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calloc.free(psamples);
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if (p == nullptr) {
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return DenoisedAudio(samples: Float32List(0), sampleRate: 0);
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}
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final denoisedSamples = p.ref.samples.asTypedList(p.ref.n);
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final denoisedSampleRate = p.ref.sampleRate;
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final newSamples = Float32List.fromList(denoisedSamples);
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SherpaOnnxBindings.sherpaOnnxDestroyDenoisedAudio?.call(p);
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return DenoisedAudio(samples: newSamples, sampleRate: denoisedSampleRate);
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}
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int get sampleRate =>
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SherpaOnnxBindings.sherpaOnnxOfflineSpeechDenoiserGetSampleRate
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?.call(ptr) ??
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0;
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Pointer<SherpaOnnxOfflineSpeechDenoiser> ptr;
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OfflineSpeechDenoiserConfig config;
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}
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@@ -2,6 +2,36 @@
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import 'dart:ffi';
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import 'package:ffi/ffi.dart';
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final class SherpaOnnxOfflineSpeechDenoiserGtcrnModelConfig extends Struct {
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external Pointer<Utf8> model;
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}
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final class SherpaOnnxOfflineSpeechDenoiserModelConfig extends Struct {
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external SherpaOnnxOfflineSpeechDenoiserGtcrnModelConfig gtcrn;
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@Int32()
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external int numThreads;
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@Int32()
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external int debug;
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external Pointer<Utf8> provider;
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}
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final class SherpaOnnxOfflineSpeechDenoiserConfig extends Struct {
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external SherpaOnnxOfflineSpeechDenoiserModelConfig model;
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}
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final class SherpaOnnxDenoisedAudio extends Struct {
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external Pointer<Float> samples;
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@Int32()
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external int n;
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@Int32()
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external int sampleRate;
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}
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final class SherpaOnnxSpeakerEmbeddingExtractorConfig extends Struct {
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external Pointer<Utf8> model;
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@@ -517,6 +547,41 @@ final class SherpaOnnxOfflineSpeakerDiarization extends Opaque {}
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final class SherpaOnnxOfflineSpeakerDiarizationResult extends Opaque {}
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final class SherpaOnnxOfflineSpeechDenoiser extends Opaque {}
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typedef SherpaOnnxCreateOfflineSpeechDenoiserNative
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= Pointer<SherpaOnnxOfflineSpeechDenoiser> Function(
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Pointer<SherpaOnnxOfflineSpeechDenoiserConfig>);
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typedef SherpaOnnxCreateOfflineSpeechDenoiser
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= SherpaOnnxCreateOfflineSpeechDenoiserNative;
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typedef SherpaOnnxDestroyOfflineSpeechDenoiserNative = Void Function(
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Pointer<SherpaOnnxOfflineSpeechDenoiser>);
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typedef SherpaOnnxDestroyOfflineSpeechDenoiser = void Function(
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Pointer<SherpaOnnxOfflineSpeechDenoiser>);
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typedef SherpaOnnxOfflineSpeechDenoiserGetSampleRateNative = Int32 Function(
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Pointer<SherpaOnnxOfflineSpeechDenoiser>);
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||||
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typedef SherpaOnnxOfflineSpeechDenoiserGetSampleRate = int Function(
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Pointer<SherpaOnnxOfflineSpeechDenoiser>);
|
||||
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typedef SherpaOnnxOfflineSpeechDenoiserRunNative
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= Pointer<SherpaOnnxDenoisedAudio> Function(
|
||||
Pointer<SherpaOnnxOfflineSpeechDenoiser>, Pointer<Float>, Int32, Int32);
|
||||
|
||||
typedef SherpaOnnxOfflineSpeechDenoiserRun
|
||||
= Pointer<SherpaOnnxDenoisedAudio> Function(
|
||||
Pointer<SherpaOnnxOfflineSpeechDenoiser>, Pointer<Float>, int, int);
|
||||
|
||||
typedef SherpaOnnxDestroyDenoisedAudioNative = Void Function(
|
||||
Pointer<SherpaOnnxDenoisedAudio>);
|
||||
|
||||
typedef SherpaOnnxDestroyDenoisedAudio = void Function(
|
||||
Pointer<SherpaOnnxDenoisedAudio>);
|
||||
|
||||
typedef SherpaOnnxCreateOfflineSpeakerDiarizationNative
|
||||
= Pointer<SherpaOnnxOfflineSpeakerDiarization> Function(
|
||||
Pointer<SherpaOnnxOfflineSpeakerDiarizationConfig>);
|
||||
@@ -1172,6 +1237,17 @@ typedef SherpaOnnxFreeWaveNative = Void Function(Pointer<SherpaOnnxWave>);
|
||||
typedef SherpaOnnxFreeWave = void Function(Pointer<SherpaOnnxWave>);
|
||||
|
||||
class SherpaOnnxBindings {
|
||||
static SherpaOnnxCreateOfflineSpeechDenoiser?
|
||||
sherpaOnnxCreateOfflineSpeechDenoiser;
|
||||
|
||||
static SherpaOnnxDestroyOfflineSpeechDenoiser?
|
||||
sherpaOnnxDestroyOfflineSpeechDenoiser;
|
||||
|
||||
static SherpaOnnxOfflineSpeechDenoiserGetSampleRate?
|
||||
sherpaOnnxOfflineSpeechDenoiserGetSampleRate;
|
||||
static SherpaOnnxOfflineSpeechDenoiserRun? sherpaOnnxOfflineSpeechDenoiserRun;
|
||||
static SherpaOnnxDestroyDenoisedAudio? sherpaOnnxDestroyDenoisedAudio;
|
||||
|
||||
static SherpaOnnxCreateOfflineSpeakerDiarization?
|
||||
sherpaOnnxCreateOfflineSpeakerDiarization;
|
||||
static SherpaOnnxDestroyOfflineSpeakerDiarization?
|
||||
@@ -1370,6 +1446,33 @@ class SherpaOnnxBindings {
|
||||
static SherpaOnnxFreeWave? freeWave;
|
||||
|
||||
static void init(DynamicLibrary dynamicLibrary) {
|
||||
sherpaOnnxCreateOfflineSpeechDenoiser ??= dynamicLibrary
|
||||
.lookup<NativeFunction<SherpaOnnxCreateOfflineSpeechDenoiserNative>>(
|
||||
'SherpaOnnxCreateOfflineSpeechDenoiser')
|
||||
.asFunction();
|
||||
|
||||
sherpaOnnxDestroyOfflineSpeechDenoiser ??= dynamicLibrary
|
||||
.lookup<NativeFunction<SherpaOnnxDestroyOfflineSpeechDenoiserNative>>(
|
||||
'SherpaOnnxDestroyOfflineSpeechDenoiser')
|
||||
.asFunction();
|
||||
|
||||
sherpaOnnxOfflineSpeechDenoiserGetSampleRate ??= dynamicLibrary
|
||||
.lookup<
|
||||
NativeFunction<
|
||||
SherpaOnnxOfflineSpeechDenoiserGetSampleRateNative>>(
|
||||
'SherpaOnnxOfflineSpeechDenoiserGetSampleRate')
|
||||
.asFunction();
|
||||
|
||||
sherpaOnnxOfflineSpeechDenoiserRun ??= dynamicLibrary
|
||||
.lookup<NativeFunction<SherpaOnnxOfflineSpeechDenoiserRunNative>>(
|
||||
'SherpaOnnxOfflineSpeechDenoiserRun')
|
||||
.asFunction();
|
||||
|
||||
sherpaOnnxDestroyDenoisedAudio ??= dynamicLibrary
|
||||
.lookup<NativeFunction<SherpaOnnxDestroyDenoisedAudioNative>>(
|
||||
'SherpaOnnxDestroyDenoisedAudio')
|
||||
.asFunction();
|
||||
|
||||
sherpaOnnxCreateOfflineSpeakerDiarization ??= dynamicLibrary
|
||||
.lookup<
|
||||
NativeFunction<
|
||||
|
||||
18
scripts/dart/speech-enhancement-gtcrn-pubspec.yaml
Normal file
18
scripts/dart/speech-enhancement-gtcrn-pubspec.yaml
Normal file
@@ -0,0 +1,18 @@
|
||||
name: speech_enhancement_gtcrn
|
||||
|
||||
description: >
|
||||
This example demonstrates how to use the Dart API for speech enhancement/denoising.
|
||||
|
||||
version: 1.0.0
|
||||
|
||||
environment:
|
||||
sdk: ">=3.0.0 <4.0.0"
|
||||
|
||||
dependencies:
|
||||
sherpa_onnx:
|
||||
path: ../../flutter/sherpa_onnx
|
||||
path: ^1.9.0
|
||||
args: ^2.5.0
|
||||
|
||||
dev_dependencies:
|
||||
lints: ^3.0.0
|
||||
Reference in New Issue
Block a user