2024-05-28 15:49:54 +08:00
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// Copyright 2024 Xiaomi Corporation
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// This file shows how to use a keyword spotter model to spot keywords from
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// a file.
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import com.k2fsa.sherpa.onnx.*;
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public class KyewordSpotterFromFile {
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public static void main(String[] args) {
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// please download test files from https://github.com/k2-fsa/sherpa-onnx/releases/tag/kws-models
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String encoder =
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"./sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/encoder-epoch-12-avg-2-chunk-16-left-64.onnx";
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String decoder =
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"./sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/decoder-epoch-12-avg-2-chunk-16-left-64.onnx";
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String joiner =
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"./sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/joiner-epoch-12-avg-2-chunk-16-left-64.onnx";
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String tokens = "./sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/tokens.txt";
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String keywordsFile =
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"./sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/test_wavs/test_keywords.txt";
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String waveFilename = "./sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/test_wavs/3.wav";
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OnlineTransducerModelConfig transducer =
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OnlineTransducerModelConfig.builder()
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.setEncoder(encoder)
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.setDecoder(decoder)
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.setJoiner(joiner)
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.build();
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OnlineModelConfig modelConfig =
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OnlineModelConfig.builder()
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.setTransducer(transducer)
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.setTokens(tokens)
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.setNumThreads(1)
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.setDebug(true)
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.build();
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KeywordSpotterConfig config =
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KeywordSpotterConfig.builder()
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.setOnlineModelConfig(modelConfig)
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.setKeywordsFile(keywordsFile)
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.build();
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KeywordSpotter kws = new KeywordSpotter(config);
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OnlineStream stream = kws.createStream();
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WaveReader reader = new WaveReader(waveFilename);
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stream.acceptWaveform(reader.getSamples(), reader.getSampleRate());
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float[] tailPaddings = new float[(int) (0.8 * reader.getSampleRate())];
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stream.acceptWaveform(tailPaddings, reader.getSampleRate());
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while (kws.isReady(stream)) {
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kws.decode(stream);
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String keyword = kws.getResult(stream).getKeyword();
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if (!keyword.isEmpty()) {
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2025-01-20 16:41:10 +08:00
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// Remember to reset the stream right after detecting a keyword
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kws.reset(stream);
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2024-05-28 15:49:54 +08:00
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System.out.printf("Detected keyword: %s\n", keyword);
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}
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}
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kws.release();
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}
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}
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