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| 1 | +// Copyright (c) 2024 Xiaomi Corporation |
| 2 | +const sherpa_onnx = require('sherpa-onnx-node'); |
| 3 | +const performance = require('perf_hooks').performance; |
| 4 | + |
| 5 | + |
| 6 | +// Please download test files from |
| 7 | +// https://github.com/k2-fsa/sherpa-onnx/releases/tag/kws-models |
| 8 | +const config = { |
| 9 | + 'featConfig': { |
| 10 | + 'sampleRate': 16000, |
| 11 | + 'featureDim': 80, |
| 12 | + }, |
| 13 | + 'modelConfig': { |
| 14 | + 'transducer': { |
| 15 | + 'encoder': |
| 16 | + './sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/encoder-epoch-12-avg-2-chunk-16-left-64.onnx', |
| 17 | + 'decoder': |
| 18 | + './sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/decoder-epoch-12-avg-2-chunk-16-left-64.onnx', |
| 19 | + 'joiner': |
| 20 | + './sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/joiner-epoch-12-avg-2-chunk-16-left-64.onnx', |
| 21 | + }, |
| 22 | + 'tokens': |
| 23 | + './sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/tokens.txt', |
| 24 | + 'numThreads': 1, |
| 25 | + 'provider': 'cpu', |
| 26 | + 'debug': 1, |
| 27 | + }, |
| 28 | + 'keywordsFile': |
| 29 | + './sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/test_wavs/test_keywords.txt', |
| 30 | +}; |
| 31 | + |
| 32 | +const waveFilename = |
| 33 | + './sherpa-onnx-kws-zipformer-wenetspeech-3.3M-2024-01-01/test_wavs/3.wav'; |
| 34 | + |
| 35 | +const kws = new sherpa_onnx.KeywordSpotter(config); |
| 36 | +console.log('Started') |
| 37 | +let start = performance.now(); |
| 38 | +const stream = kws.createStream(); |
| 39 | +const wave = sherpa_onnx.readWave(waveFilename); |
| 40 | +stream.acceptWaveform({sampleRate: wave.sampleRate, samples: wave.samples}); |
| 41 | + |
| 42 | +const tailPadding = new Float32Array(wave.sampleRate * 0.4); |
| 43 | +stream.acceptWaveform({samples: tailPadding, sampleRate: wave.sampleRate}); |
| 44 | + |
| 45 | +const detectedKeywords = []; |
| 46 | +while (kws.isReady(stream)) { |
| 47 | + const keyword = kws.getResult(stream).keyword; |
| 48 | + if (keyword != '') { |
| 49 | + detectedKeywords.push(keyword); |
| 50 | + } |
| 51 | + kws.decode(stream); |
| 52 | +} |
| 53 | +let stop = performance.now(); |
| 54 | + |
| 55 | +console.log('Done') |
| 56 | + |
| 57 | +const elapsed_seconds = (stop - start) / 1000; |
| 58 | +const duration = wave.samples.length / wave.sampleRate; |
| 59 | +const real_time_factor = elapsed_seconds / duration; |
| 60 | +console.log('Wave duration', duration.toFixed(3), 'secodns') |
| 61 | +console.log('Elapsed', elapsed_seconds.toFixed(3), 'secodns') |
| 62 | +console.log( |
| 63 | + `RTF = ${elapsed_seconds.toFixed(3)}/${duration.toFixed(3)} =`, |
| 64 | + real_time_factor.toFixed(3)) |
| 65 | +console.log(waveFilename) |
| 66 | +console.log('result\n', detectedKeywords) |
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