Пример #1
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def test_sample_rate():
    ali = alignment.Alignment(
        np.asarray([[0, 1], [1, 2]]), np.asarray(['a', 'b']))

    with pytest.raises(ValueError) as err:
        onehot.FramedOneHotProcessor(sample_rate=2).process(ali)
    assert 'sample rate too low' in str(err.value)

    feats = onehot.FramedOneHotProcessor(sample_rate=1000).process(ali)
    assert feats.nframes == frames.Frames(sample_rate=1000).nframes(2000)
    assert feats.dtype == bool
Пример #2
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def test_framed(alignments):
    ali = alignments['S01F1522_0010']
    assert ali.duration() == pytest.approx(0.7)

    feat = onehot.FramedOneHotProcessor().process(ali)
    assert all(feat.data.sum(axis=1) != 0)
    assert feat.shape[1] == len(ali.get_tokens_inventory())

    length = onehot.FramedOneHotProcessor().frame.frame_length
    assert ali.duration() - length <= feat.times[-1, -1]
    assert feat.times[-1, -1] <= ali.duration() + length
Пример #3
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def test_params_framed():
    params = {
        'tokens': ['a', 'b', 'c'],
        'sample_rate': 2,
        'frame_shift': 10,
        'frame_length': 25,
        'window_type': 'blackman',
        'blackman_coeff': 0.5}

    proc = onehot.FramedOneHotProcessor(**params)
    assert params == proc.get_params()

    proc = onehot.FramedOneHotProcessor()
    proc.set_params(**params)
    assert params == proc.get_params()
Пример #4
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def test_window(alignments, window):
    ali = alignments['S01F1522_0010']
    ntokens = len(ali.get_tokens_inventory())
    feat = onehot.FramedOneHotProcessor(window_type=window).process(ali)
    assert all(feat.data.sum(axis=1) != 0)
    assert feat.shape == (68, ntokens)