Пример #1
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    def test_overlap_add_simple(self):
        """
        Tests running the OverlapAdd method with default settings for everything. Does not check output.

        """
        for i, method in enumerate(self.valid_methods):
            ola = nussl.OverlapAdd(self.signal, method)
            ola.run()
            bk, fg = ola.make_audio_signals()
Пример #2
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    def test_overlap_add_properties(self):
        """
        Tests to make sure the properties are set correctly.
        """
        assert sorted(nussl.OverlapAdd.valid_separation_methods()) == sorted(self.valid_methods)
        assert sorted(nussl.OverlapAdd.valid_separation_method_names()) == sorted(self.valid_method_names)

        for i, method in enumerate(self.valid_methods):
            ola = nussl.OverlapAdd(self.signal, method)
            assert ola.separation_method == method
            assert ola.separation_method_name == self.valid_method_names[i]
            assert type(ola.separation_instance) == method

        for i, method in enumerate(self.invalid_methods):
            ola = nussl.OverlapAdd(self.signal, nussl.Repet)
            with self.assertRaises(ValueError):
                ola.separation_method = method
            with self.assertRaises(ValueError):
                ola.separation_method = self.invalid_method_names[i]
Пример #3
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    def test_overlap_add_setup(self):
        """
        Test setting up the OverlapAdd class in various different ways.
        """
        # Test valid methods
        for method in self.valid_methods:
            ola1 = nussl.OverlapAdd(self.signal, method)
            ola2 = nussl.OverlapAdd(self.signal, method.__name__)
            assert ola1.separation_method == ola2.separation_method == method

            instance = method(self.signal)
            assert type(ola1.separation_instance) == type(
                ola2.separation_instance) == type(instance)

        # These special cases should work too
        ola = nussl.OverlapAdd(self.signal, 'r-e-p*-e-t!@#')
        assert ola.separation_method == nussl.Repet

        ola = nussl.OverlapAdd(self.signal, 'repet_sim')
        assert ola.separation_method == nussl.RepetSim

        # 'repet_sim' is misspelled --> raise error
        with self.assertRaises(ValueError):
            ola = nussl.OverlapAdd(self.signal, 'repe_sim')
            assert ola.separation_method == nussl.RepetSim

        # Test invalid methods
        for method in self.invalid_methods:
            with self.assertRaises(ValueError):
                ola = nussl.OverlapAdd(self.signal, method)

        # Test invalid method names
        for method in self.invalid_method_names:
            with self.assertRaises(ValueError):
                ola = nussl.OverlapAdd(self.signal, method)

        # Test that variables are stored correctly
        params = nussl.StftParams(nussl.DEFAULT_SAMPLE_RATE)
        params.window_length = 4096
        params.hop_length = params.window_length // 4
        self.signal.stft_params = params
        for method in self.valid_methods:
            ola = nussl.OverlapAdd(self.signal, method, use_librosa_stft=False)
            assert ola.separation_instance.stft_params == params
            assert ola.separation_instance.audio_signal == self.signal
            assert ola.separation_instance.audio_signal.path_to_input_file == self.signal.path_to_input_file
Пример #4
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evaluate(evaluation, sources, 'REPET')

repet_sim = nussl.RepetSim(mixture)
repet_sim.run()
sources = repet_sim.make_audio_signals()

evaluate(evaluation, sources, 'REPET-SIM')

ft2d = nussl.FT2D(mixture)
ft2d.run()
sources = ft2d.make_audio_signals()

evaluate(evaluation, sources, 'FT2D')

overlap_add = nussl.OverlapAdd(mixture,
                               separation_method='REPET',
                               hop_size=5,
                               window_size=10)
overlap_add.run()
sources = overlap_add.make_audio_signals()

evaluate(evaluation, sources, 'Overlap-Add: REPET')

overlap_add.separation_method = 'FT2D'
overlap_add.run()
sources = overlap_add.make_audio_signals()

evaluate(evaluation, sources, 'Overlap-Add: FT2D')

evaluation.write_scores_to_file('output/evaluation.json')
Пример #5
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    pad_length = (audio.shape[-1] / 1024.0 % 1) * 1024
    audio = np.pad(np.array(audio), (0, int(pad_length)),
                   'constant',
                   constant_values=(0, 0))
    audio_signal = nussl.AudioSignal(audio_data_array=audio, sample_rate=sr)
    audio_signal.stft_params.hop_length = 1024
    audio_signal.stft_params.n_fft_bins = 4096
    audio_signal.stft_params.window_length = 4096
    return audio_signal


mixture = load_audio('../input/mixture.wav')
# mixture = load_audio('../Input/Sample1.wav')
mixture = nussl.AudioSignal('../Input/Sample1.wav')
overlap_add = nussl.OverlapAdd(mixture,
                               separation_method='RepetSim',
                               overlap_window_size=2)
overlap_add.run()
bg, fg = overlap_add.make_audio_signals()
fg.write_audio_to_file('foreground_repet.wav')
bg.write_audio_to_file('background_repet.wav')
"""
overlap_add = nussl.OverlapAdd(mixture, separation_method = 'REPET-SIM')
overlap_add.run()
bg, fg = overlap_add.make_audio_signals()
fg.write_audio_to_file('foreground_repet_sim.wav')
bg.write_audio_to_file('background_repet_sim.wav')

repet_sim = nussl.RepetSim(mixture)
repet_sim.run()
bg, fg = repet_sim.make_audio_signals()