Add Dart API for streaming ASR (#933)
This commit is contained in:
Fangjun Kuang
@@ -2,6 +2,7 @@
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import 'dart:io';
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import 'dart:ffi';
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export 'src/online_recognizer.dart';
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export 'src/online_stream.dart';
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export 'src/speaker_identification.dart';
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export 'src/vad.dart';
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291
sherpa-onnx/flutter/lib/src/online_recognizer.dart
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291
sherpa-onnx/flutter/lib/src/online_recognizer.dart
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@@ -0,0 +1,291 @@
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// Copyright (c) 2024 Xiaomi Corporation
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import 'dart:convert';
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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 './online_stream.dart';
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import './sherpa_onnx_bindings.dart';
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class FeatureConfig {
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const FeatureConfig({this.sampleRate = 16000, this.featureDim = 80});
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@override
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String toString() {
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return 'FeatureConfig(sampleRate: $sampleRate, featureDim: $featureDim)';
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}
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final int sampleRate;
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final int featureDim;
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}
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class OnlineTransducerModelConfig {
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const OnlineTransducerModelConfig({
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this.encoder = '',
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this.decoder = '',
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this.joiner = '',
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});
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@override
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String toString() {
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return 'OnlineTransducerModelConfig(encoder: $encoder, decoder: $decoder, joiner: $joiner)';
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}
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final String encoder;
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final String decoder;
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final String joiner;
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}
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class OnlineParaformerModelConfig {
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const OnlineParaformerModelConfig({this.encoder = '', this.decoder = ''});
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@override
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String toString() {
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return 'OnlineParaformerModelConfig(encoder: $encoder, decoder: $decoder)';
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}
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final String encoder;
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final String decoder;
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}
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class OnlineZipformer2CtcModelConfig {
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const OnlineZipformer2CtcModelConfig({this.model = ''});
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@override
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String toString() {
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return 'OnlineZipformer2CtcModelConfig(model: $model)';
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}
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final String model;
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}
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class OnlineModelConfig {
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const OnlineModelConfig({
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this.transducer = const OnlineTransducerModelConfig(),
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this.paraformer = const OnlineParaformerModelConfig(),
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this.zipformer2Ctc = const OnlineZipformer2CtcModelConfig(),
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required this.tokens,
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this.numThreads = 1,
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this.provider = 'cpu',
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this.debug = true,
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this.modelType = '',
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});
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@override
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String toString() {
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return 'OnlineModelConfig(transducer: $transducer, paraformer: $paraformer, zipformer2Ctc: $zipformer2Ctc, tokens: $tokens, numThreads: $numThreads, provider: $provider, debug: $debug, modelType: $modelType)';
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}
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final OnlineTransducerModelConfig transducer;
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final OnlineParaformerModelConfig paraformer;
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final OnlineZipformer2CtcModelConfig zipformer2Ctc;
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final String tokens;
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final int numThreads;
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final String provider;
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final bool debug;
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final String modelType;
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}
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class OnlineCtcFstDecoderConfig {
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const OnlineCtcFstDecoderConfig({this.graph = '', this.maxActive = 3000});
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@override
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String toString() {
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return 'OnlineCtcFstDecoderConfig(graph: $graph, maxActive: $maxActive)';
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}
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final String graph;
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final int maxActive;
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}
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class OnlineRecognizerConfig {
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const OnlineRecognizerConfig({
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this.feat = const FeatureConfig(),
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required this.model,
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this.decodingMethod = 'greedy_search',
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this.maxActivePaths = 4,
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this.enableEndpoint = true,
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this.rule1MinTrailingSilence = 2.4,
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this.rule2MinTrailingSilence = 1.2,
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this.rule3MinUtteranceLength = 20,
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this.hotwordsFile = '',
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this.hotwordsScore = 1.5,
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this.ctcFstDecoderConfig = const OnlineCtcFstDecoderConfig(),
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});
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@override
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String toString() {
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return 'OnlineRecognizerConfig(feat: $feat, model: $model, decodingMethod: $decodingMethod, maxActivePaths: $maxActivePaths, enableEndpoint: $enableEndpoint, rule1MinTrailingSilence: $rule1MinTrailingSilence, rule2MinTrailingSilence: $rule2MinTrailingSilence, rule3MinUtteranceLength: $rule3MinUtteranceLength, hotwordsFile: $hotwordsFile, hotwordsScore: $hotwordsScore, ctcFstDecoderConfig: $ctcFstDecoderConfig)';
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}
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final FeatureConfig feat;
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final OnlineModelConfig model;
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final String decodingMethod;
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final int maxActivePaths;
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final bool enableEndpoint;
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final double rule1MinTrailingSilence;
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final double rule2MinTrailingSilence;
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final double rule3MinUtteranceLength;
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final String hotwordsFile;
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final double hotwordsScore;
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final OnlineCtcFstDecoderConfig ctcFstDecoderConfig;
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}
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class OnlineRecognizerResult {
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OnlineRecognizerResult(
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{required this.text, required this.tokens, required this.timestamps});
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@override
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String toString() {
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return 'OnlineRecognizerResult(text: $text, tokens: $tokens, timestamps: $timestamps)';
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}
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final String text;
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final List<String> tokens;
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final List<double> timestamps;
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}
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class OnlineRecognizer {
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OnlineRecognizer._({required this.ptr, required this.config});
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/// The user is responsible to call the OnlineRecognizer.free()
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/// method of the returned instance to avoid memory leak.
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factory OnlineRecognizer(OnlineRecognizerConfig config) {
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final c = calloc<SherpaOnnxOnlineRecognizerConfig>();
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c.ref.feat.sampleRate = config.feat.sampleRate;
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c.ref.feat.featureDim = config.feat.featureDim;
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// transducer
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c.ref.model.transducer.encoder =
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config.model.transducer.encoder.toNativeUtf8();
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c.ref.model.transducer.decoder =
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config.model.transducer.decoder.toNativeUtf8();
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c.ref.model.transducer.joiner =
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config.model.transducer.joiner.toNativeUtf8();
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// paraformer
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c.ref.model.paraformer.encoder =
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config.model.paraformer.encoder.toNativeUtf8();
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c.ref.model.paraformer.decoder =
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config.model.paraformer.decoder.toNativeUtf8();
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// zipformer2Ctc
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c.ref.model.zipformer2Ctc.model =
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config.model.zipformer2Ctc.model.toNativeUtf8();
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c.ref.model.tokens = config.model.tokens.toNativeUtf8();
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c.ref.model.numThreads = config.model.numThreads;
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c.ref.model.provider = config.model.provider.toNativeUtf8();
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c.ref.model.debug = config.model.debug ? 1 : 0;
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c.ref.model.modelType = config.model.modelType.toNativeUtf8();
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c.ref.decodingMethod = config.decodingMethod.toNativeUtf8();
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c.ref.maxActivePaths = config.maxActivePaths;
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c.ref.enableEndpoint = config.enableEndpoint ? 1 : 0;
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c.ref.rule1MinTrailingSilence = config.rule1MinTrailingSilence;
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c.ref.rule2MinTrailingSilence = config.rule2MinTrailingSilence;
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c.ref.rule3MinUtteranceLength = config.rule3MinUtteranceLength;
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c.ref.hotwordsFile = config.hotwordsFile.toNativeUtf8();
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c.ref.hotwordsScore = config.hotwordsScore;
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c.ref.ctcFstDecoderConfig.graph =
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config.ctcFstDecoderConfig.graph.toNativeUtf8();
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c.ref.ctcFstDecoderConfig.maxActive = config.ctcFstDecoderConfig.maxActive;
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final ptr = SherpaOnnxBindings.createOnlineRecognizer?.call(c) ?? nullptr;
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calloc.free(c.ref.ctcFstDecoderConfig.graph);
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calloc.free(c.ref.hotwordsFile);
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calloc.free(c.ref.decodingMethod);
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calloc.free(c.ref.model.modelType);
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calloc.free(c.ref.model.provider);
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calloc.free(c.ref.model.tokens);
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calloc.free(c.ref.model.zipformer2Ctc.model);
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calloc.free(c.ref.model.paraformer.encoder);
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calloc.free(c.ref.model.paraformer.decoder);
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calloc.free(c.ref.model.transducer.encoder);
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calloc.free(c.ref.model.transducer.decoder);
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calloc.free(c.ref.model.transducer.joiner);
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calloc.free(c);
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return OnlineRecognizer._(ptr: ptr, config: config);
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}
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void free() {
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SherpaOnnxBindings.destroyOnlineRecognizer?.call(ptr);
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ptr = nullptr;
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}
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/// The user has to invoke stream.free() on the returned instance
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/// to avoid memory leak
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OnlineStream createStream({String hotwords = ''}) {
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if (hotwords == '') {
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final p = SherpaOnnxBindings.createOnlineStream?.call(ptr) ?? nullptr;
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return OnlineStream(ptr: p);
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}
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final utf8 = hotwords.toNativeUtf8();
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final p =
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SherpaOnnxBindings.createOnlineStreamWithHotwords?.call(ptr, utf8) ??
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nullptr;
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calloc.free(utf8);
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return OnlineStream(ptr: p);
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}
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bool isReady(OnlineStream stream) {
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int ready =
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SherpaOnnxBindings.isOnlineStreamReady?.call(ptr, stream.ptr) ?? 0;
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return ready == 1;
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}
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OnlineRecognizerResult getResult(OnlineStream stream) {
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final json =
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SherpaOnnxBindings.getOnlineStreamResultAsJson?.call(ptr, stream.ptr) ??
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nullptr;
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if (json == null) {
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return OnlineRecognizerResult(text: '', tokens: [], timestamps: []);
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}
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final parsedJson = jsonDecode(json.toDartString());
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SherpaOnnxBindings.destroyOnlineStreamResultJson?.call(json);
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return OnlineRecognizerResult(
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text: parsedJson['text'],
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tokens: List<String>.from(parsedJson['tokens']),
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timestamps: List<double>.from(parsedJson['timestamps']));
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}
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void reset(OnlineStream stream) {
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SherpaOnnxBindings.reset?.call(ptr, stream.ptr);
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}
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void decode(OnlineStream stream) {
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SherpaOnnxBindings.decodeOnlineStream?.call(ptr, stream.ptr);
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}
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bool isEndpoint(OnlineStream stream) {
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int yes = SherpaOnnxBindings.isEndpoint?.call(ptr, stream.ptr) ?? 0;
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return yes == 1;
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}
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Pointer<SherpaOnnxOnlineRecognizer> ptr;
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OnlineRecognizerConfig config;
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}
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@@ -2,6 +2,82 @@
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import 'dart:ffi';
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import 'package:ffi/ffi.dart';
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final class SherpaOnnxFeatureConfig extends Struct {
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@Int32()
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external int sampleRate;
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@Int32()
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external int featureDim;
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}
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final class SherpaOnnxOnlineTransducerModelConfig extends Struct {
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external Pointer<Utf8> encoder;
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external Pointer<Utf8> decoder;
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external Pointer<Utf8> joiner;
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}
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final class SherpaOnnxOnlineParaformerModelConfig extends Struct {
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external Pointer<Utf8> encoder;
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external Pointer<Utf8> decoder;
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}
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final class SherpaOnnxOnlineZipformer2CtcModelConfig extends Struct {
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external Pointer<Utf8> model;
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}
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final class SherpaOnnxOnlineModelConfig extends Struct {
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external SherpaOnnxOnlineTransducerModelConfig transducer;
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external SherpaOnnxOnlineParaformerModelConfig paraformer;
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external SherpaOnnxOnlineZipformer2CtcModelConfig zipformer2Ctc;
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external Pointer<Utf8> tokens;
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@Int32()
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external int numThreads;
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external Pointer<Utf8> provider;
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@Int32()
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external int debug;
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external Pointer<Utf8> modelType;
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}
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final class SherpaOnnxOnlineCtcFstDecoderConfig extends Struct {
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external Pointer<Utf8> graph;
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@Int32()
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external int maxActive;
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}
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final class SherpaOnnxOnlineRecognizerConfig extends Struct {
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external SherpaOnnxFeatureConfig feat;
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external SherpaOnnxOnlineModelConfig model;
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external Pointer<Utf8> decodingMethod;
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@Int32()
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external int maxActivePaths;
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@Int32()
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external int enableEndpoint;
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@Float()
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external double rule1MinTrailingSilence;
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@Float()
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external double rule2MinTrailingSilence;
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@Float()
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external double rule3MinUtteranceLength;
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external Pointer<Utf8> hotwordsFile;
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@Float()
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external double hotwordsScore;
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external SherpaOnnxOnlineCtcFstDecoderConfig ctcFstDecoderConfig;
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}
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final class SherpaOnnxSileroVadModelConfig extends Struct {
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external Pointer<Utf8> model;
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@@ -71,10 +147,66 @@ final class SherpaOnnxVoiceActivityDetector extends Opaque {}
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final class SherpaOnnxOnlineStream extends Opaque {}
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final class SherpaOnnxOnlineRecognizer extends Opaque {}
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final class SherpaOnnxSpeakerEmbeddingExtractor extends Opaque {}
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final class SherpaOnnxSpeakerEmbeddingManager extends Opaque {}
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typedef CreateOnlineRecognizerNative = Pointer<SherpaOnnxOnlineRecognizer>
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Function(Pointer<SherpaOnnxOnlineRecognizerConfig>);
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typedef CreateOnlineRecognizer = CreateOnlineRecognizerNative;
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typedef DestroyOnlineRecognizerNative = Void Function(
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Pointer<SherpaOnnxOnlineRecognizer>);
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typedef DestroyOnlineRecognizer = void Function(
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Pointer<SherpaOnnxOnlineRecognizer>);
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typedef CreateOnlineStreamNative = Pointer<SherpaOnnxOnlineStream> Function(
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Pointer<SherpaOnnxOnlineRecognizer>);
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typedef CreateOnlineStream = CreateOnlineStreamNative;
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typedef CreateOnlineStreamWithHotwordsNative = Pointer<SherpaOnnxOnlineStream>
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Function(Pointer<SherpaOnnxOnlineRecognizer>, Pointer<Utf8>);
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typedef CreateOnlineStreamWithHotwords = CreateOnlineStreamWithHotwordsNative;
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typedef IsOnlineStreamReadyNative = Int32 Function(
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Pointer<SherpaOnnxOnlineRecognizer>, Pointer<SherpaOnnxOnlineStream>);
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typedef IsOnlineStreamReady = int Function(
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Pointer<SherpaOnnxOnlineRecognizer>, Pointer<SherpaOnnxOnlineStream>);
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typedef DecodeOnlineStreamNative = Void Function(
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Pointer<SherpaOnnxOnlineRecognizer>, Pointer<SherpaOnnxOnlineStream>);
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typedef DecodeOnlineStream = void Function(
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Pointer<SherpaOnnxOnlineRecognizer>, Pointer<SherpaOnnxOnlineStream>);
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typedef GetOnlineStreamResultAsJsonNative = Pointer<Utf8> Function(
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Pointer<SherpaOnnxOnlineRecognizer>, Pointer<SherpaOnnxOnlineStream>);
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typedef GetOnlineStreamResultAsJson = GetOnlineStreamResultAsJsonNative;
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typedef ResetNative = Void Function(
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Pointer<SherpaOnnxOnlineRecognizer>, Pointer<SherpaOnnxOnlineStream>);
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typedef Reset = void Function(
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Pointer<SherpaOnnxOnlineRecognizer>, Pointer<SherpaOnnxOnlineStream>);
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typedef IsEndpointNative = Int32 Function(
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Pointer<SherpaOnnxOnlineRecognizer>, Pointer<SherpaOnnxOnlineStream>);
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typedef IsEndpoint = int Function(
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Pointer<SherpaOnnxOnlineRecognizer>, Pointer<SherpaOnnxOnlineStream>);
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typedef DestroyOnlineStreamResultJsonNative = Void Function(Pointer<Utf8>);
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typedef DestroyOnlineStreamResultJson = void Function(Pointer<Utf8>);
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typedef SherpaOnnxCreateVoiceActivityDetectorNative
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= Pointer<SherpaOnnxVoiceActivityDetector> Function(
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Pointer<SherpaOnnxVadModelConfig>, Float);
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@@ -356,6 +488,26 @@ typedef SherpaOnnxFreeWaveNative = Void Function(Pointer<SherpaOnnxWave>);
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typedef SherpaOnnxFreeWave = void Function(Pointer<SherpaOnnxWave>);
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class SherpaOnnxBindings {
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static CreateOnlineRecognizer? createOnlineRecognizer;
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static DestroyOnlineRecognizer? destroyOnlineRecognizer;
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static CreateOnlineStream? createOnlineStream;
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static CreateOnlineStreamWithHotwords? createOnlineStreamWithHotwords;
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static IsOnlineStreamReady? isOnlineStreamReady;
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static DecodeOnlineStream? decodeOnlineStream;
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static GetOnlineStreamResultAsJson? getOnlineStreamResultAsJson;
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static Reset? reset;
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static IsEndpoint? isEndpoint;
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static DestroyOnlineStreamResultJson? destroyOnlineStreamResultJson;
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static SherpaOnnxCreateVoiceActivityDetector? createVoiceActivityDetector;
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static SherpaOnnxDestroyVoiceActivityDetector? destroyVoiceActivityDetector;
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@@ -459,6 +611,52 @@ class SherpaOnnxBindings {
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static SherpaOnnxFreeWave? freeWave;
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static void init(DynamicLibrary dynamicLibrary) {
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createOnlineRecognizer ??= dynamicLibrary
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.lookup<NativeFunction<CreateOnlineRecognizerNative>>(
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'CreateOnlineRecognizer')
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.asFunction();
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destroyOnlineRecognizer ??= dynamicLibrary
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.lookup<NativeFunction<DestroyOnlineRecognizerNative>>(
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'DestroyOnlineRecognizer')
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.asFunction();
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||||
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createOnlineStream ??= dynamicLibrary
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||||
.lookup<NativeFunction<CreateOnlineStreamNative>>('CreateOnlineStream')
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.asFunction();
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||||
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||||
createOnlineStreamWithHotwords ??= dynamicLibrary
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||||
.lookup<NativeFunction<CreateOnlineStreamWithHotwordsNative>>(
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'CreateOnlineStreamWithHotwords')
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||||
.asFunction();
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isOnlineStreamReady ??= dynamicLibrary
|
||||
.lookup<NativeFunction<IsOnlineStreamReadyNative>>(
|
||||
'IsOnlineStreamReady')
|
||||
.asFunction();
|
||||
|
||||
decodeOnlineStream ??= dynamicLibrary
|
||||
.lookup<NativeFunction<DecodeOnlineStreamNative>>('DecodeOnlineStream')
|
||||
.asFunction();
|
||||
|
||||
getOnlineStreamResultAsJson ??= dynamicLibrary
|
||||
.lookup<NativeFunction<GetOnlineStreamResultAsJsonNative>>(
|
||||
'GetOnlineStreamResultAsJson')
|
||||
.asFunction();
|
||||
|
||||
reset ??= dynamicLibrary
|
||||
.lookup<NativeFunction<ResetNative>>('Reset')
|
||||
.asFunction();
|
||||
|
||||
isEndpoint ??= dynamicLibrary
|
||||
.lookup<NativeFunction<IsEndpointNative>>('IsEndpoint')
|
||||
.asFunction();
|
||||
|
||||
destroyOnlineStreamResultJson ??= dynamicLibrary
|
||||
.lookup<NativeFunction<DestroyOnlineStreamResultJsonNative>>(
|
||||
'DestroyOnlineStreamResultJson')
|
||||
.asFunction();
|
||||
|
||||
createVoiceActivityDetector ??= dynamicLibrary
|
||||
.lookup<NativeFunction<SherpaOnnxCreateVoiceActivityDetectorNative>>(
|
||||
'SherpaOnnxCreateVoiceActivityDetector')
|
||||
|
||||
Reference in New Issue
Block a user