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55 changes: 36 additions & 19 deletions test/torchaudio_unittest/datasets/gtzan_test.py
Original file line number Diff line number Diff line change
Expand Up @@ -12,6 +12,37 @@
)


def get_mock_dataset(root_dir):
"""
root_dir: directory to the mocked dataset
"""
mocked_samples = []
mocked_training = []
mocked_validation = []
mocked_testing = []
sample_rate = 22050

seed = 0
for genre in gtzan.gtzan_genres:
base_dir = os.path.join(root_dir, 'genres', genre)
os.makedirs(base_dir, exist_ok=True)
for i in range(100):
filename = f'{genre}.{i:05d}'
path = os.path.join(base_dir, f'{filename}.wav')
data = get_whitenoise(sample_rate=sample_rate, duration=0.01, n_channels=1, dtype='int16', seed=seed)
save_wav(path, data, sample_rate)
sample = (normalize_wav(data), sample_rate, genre)
mocked_samples.append(sample)
if filename in gtzan.filtered_test:
mocked_testing.append(sample)
if filename in gtzan.filtered_train:
mocked_training.append(sample)
if filename in gtzan.filtered_valid:
mocked_validation.append(sample)
seed += 1
return (mocked_samples, mocked_training, mocked_validation, mocked_testing)


class TestGTZAN(TempDirMixin, TorchaudioTestCase):
backend = 'default'

Expand All @@ -24,25 +55,11 @@ class TestGTZAN(TempDirMixin, TorchaudioTestCase):
@classmethod
def setUpClass(cls):
cls.root_dir = cls.get_base_temp_dir()
sample_rate = 22050
seed = 0
for genre in gtzan.gtzan_genres:
base_dir = os.path.join(cls.root_dir, 'genres', genre)
os.makedirs(base_dir, exist_ok=True)
for i in range(100):
filename = f'{genre}.{i:05d}'
path = os.path.join(base_dir, f'{filename}.wav')
data = get_whitenoise(sample_rate=sample_rate, duration=0.01, n_channels=1, dtype='int16', seed=seed)
save_wav(path, data, sample_rate)
sample = (normalize_wav(data), sample_rate, genre)
cls.samples.append(sample)
if filename in gtzan.filtered_test:
cls.testing.append(sample)
if filename in gtzan.filtered_train:
cls.training.append(sample)
if filename in gtzan.filtered_valid:
cls.validation.append(sample)
seed += 1
mocked_data = get_mock_dataset(cls.root_dir)
cls.samples = mocked_data[0]
cls.training = mocked_data[1]
cls.validation = mocked_data[2]
cls.testing = mocked_data[3]

def test_no_subset(self):
dataset = gtzan.GTZAN(self.root_dir)
Expand Down