Merge branch 'master' into tf2

This commit is contained in:
Romain Hennequin
2020-09-25 13:32:57 +02:00
committed by GitHub
39 changed files with 326 additions and 377 deletions

View File

@@ -3,7 +3,7 @@
""" Unit testing for Separator class. """
__email__ = 'research@deezer.com'
__email__ = 'spleeter@deezer.com'
__author__ = 'Deezer Research'
__license__ = 'MIT License'
@@ -39,13 +39,36 @@ TEST_CONFIGURATIONS = list(itertools.product(TEST_AUDIO_DESCRIPTORS, MODELS, BAC
print("RUNNING TESTS WITH TF VERSION {}".format(tf.__version__))
@pytest.mark.parametrize('test_file', TEST_AUDIO_DESCRIPTORS)
def test_separator_backends(test_file):
adapter = get_default_audio_adapter()
waveform, _ = adapter.load(test_file)
separator_lib = Separator("spleeter:2stems", stft_backend="librosa")
separator_tf = Separator("spleeter:2stems", stft_backend="tensorflow")
# Test the stft and inverse stft provides exact reconstruction
stft_matrix = separator_lib._stft(waveform)
reconstructed = separator_lib._stft(
stft_matrix, inverse=True, length=waveform.shape[0])
assert np.allclose(reconstructed, waveform, atol=3e-2)
# compare both separation, it should be close
out_tf = separator_tf._separate_tensorflow(waveform, test_file)
out_lib = separator_lib._separate_librosa(waveform, test_file)
for instrument in out_lib.keys():
# test that both outputs are close everywhere
assert np.allclose(out_tf[instrument], out_lib[instrument], atol=1e-5)
@pytest.mark.parametrize('test_file, configuration, backend', TEST_CONFIGURATIONS)
def test_separate(test_file, configuration, backend):
""" Test separation from raw data. """
instruments = MODEL_TO_INST[configuration]
adapter = get_default_audio_adapter()
waveform, _ = adapter.load(test_file)
separator = Separator(configuration, stft_backend=backend)
separator = Separator(configuration, stft_backend=backend, multiprocess=False)
prediction = separator.separate(waveform, test_file)
assert len(prediction) == len(instruments)
for instrument in instruments:
@@ -63,7 +86,7 @@ def test_separate(test_file, configuration, backend):
def test_separate_to_file(test_file, configuration, backend):
""" Test file based separation. """
instruments = MODEL_TO_INST[configuration]
separator = Separator(configuration, stft_backend=backend)
separator = Separator(configuration, stft_backend=backend, multiprocess=False)
name = splitext(basename(test_file))[0]
with TemporaryDirectory() as directory:
separator.separate_to_file(
@@ -79,7 +102,7 @@ def test_separate_to_file(test_file, configuration, backend):
def test_filename_format(test_file, configuration, backend):
""" Test custom filename format. """
instruments = MODEL_TO_INST[configuration]
separator = Separator(configuration, stft_backend=backend)
separator = Separator(configuration, stft_backend=backend, multiprocess=False)
name = splitext(basename(test_file))[0]
with TemporaryDirectory() as directory:
separator.separate_to_file(
@@ -95,7 +118,7 @@ def test_filename_format(test_file, configuration, backend):
@pytest.mark.parametrize('test_file, configuration', MODELS_AND_TEST_FILES)
def test_filename_conflict(test_file, configuration):
""" Test error handling with static pattern. """
separator = Separator(configuration)
separator = Separator(configuration, multiprocess=False)
with TemporaryDirectory() as directory:
with pytest.raises(SpleeterError):
separator.separate_to_file(