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def test_dynamic_length(self):
sample_len = 1024
samples_in = np.random.normal(0, 1, size=sample_len).astype(np.float32)
sample_rate = 16000
augmenter = Compose([TimeMask(min_band_part=0.2, max_band_part=0.5, p=1.0)])
samples_out = augmenter(samples=samples_in, sample_rate=sample_rate)
self.assertEqual(samples_out.dtype, np.float32)
self.assertEqual(len(samples_out), sample_len)
std_in = np.mean(np.abs(samples_in))
std_out = np.mean(np.abs(samples_out))
self.assertLess(std_out, std_in)
def test_dynamic_length_with_fade_short_signal(self):
sample_len = 100
samples_in = np.random.normal(0, 1, size=sample_len).astype(np.float32)
sample_rate = 16000
augmenter = Compose(
[TimeMask(min_band_part=0.2, max_band_part=0.5, fade=True, p=1.0)]
)
samples_out = augmenter(samples=samples_in, sample_rate=sample_rate)
self.assertEqual(samples_out.dtype, np.float32)
self.assertEqual(len(samples_out), sample_len)
std_in = np.mean(np.abs(samples_in))
std_out = np.mean(np.abs(samples_out))
self.assertLess(std_out, std_in)
def test_dynamic_length_with_fade(self):
sample_len = 1024
samples_in = np.random.normal(0, 1, size=sample_len).astype(np.float32)
sample_rate = 16000
augmenter = Compose(
[TimeMask(min_band_part=0.2, max_band_part=0.5, fade=True, p=1.0)]
)
samples_out = augmenter(samples=samples_in, sample_rate=sample_rate)
self.assertEqual(samples_out.dtype, np.float32)
self.assertEqual(len(samples_out), sample_len)
std_in = np.mean(np.abs(samples_in))
std_out = np.mean(np.abs(samples_out))
self.assertLess(std_out, std_in)