def test_timepoint_decode_rfun_type():
is_str = timepoint_decoder(try_data,
level=np.array([0, 1]),
combine=corrmean_combine,
cfun=np.array([None, isfc]),
rfun='eigenvector_centrality',
weights_params=laplace['params'])
is_list = timepoint_decoder(
try_data,
level=np.array([0, 1]),
combine=corrmean_combine,
cfun=np.array([None, isfc]),
rfun=['eigenvector_centrality', 'eigenvector_centrality'],
weights_params=laplace['params'])
is_array = timepoint_decoder(
try_data,
level=np.array([0, 1]),
combine=corrmean_combine,
cfun=np.array([None, isfc]),
rfun=np.array(['eigenvector_centrality', 'eigenvector_centrality']),
weights_params=laplace['params'])
assert np.allclose(is_str, is_array, is_list)
def timepoint_decoder_rfun_wrong():
with pytest.raises(ValueError):
assert timepoint_decoder(try_data,
level=1,
combine=corrmean_combine,
cfun=['isfc', 'isfc'],
rfun=['eigenvector_centrality'],
weights_params=laplace['params'])
def test_timepoint_decoder_level_type():
is_int = timepoint_decoder(try_data,
level=1,
combine=corrmean_combine,
cfun=isfc,
rfun='eigenvector_centrality',
weights_params=laplace['params'])
is_array = timepoint_decoder(try_data,
level=np.array([1]),
combine=corrmean_combine,
cfun=isfc,
rfun='eigenvector_centrality',
weights_params=laplace['params'])
is_list = timepoint_decoder(try_data,
level=[1],
combine=corrmean_combine,
cfun=isfc,
rfun='eigenvector_centrality',
weights_params=laplace['params'])
assert np.allclose(is_int, is_array, is_list)
def timepoint_decoder_combine_wrong():
with pytest.raises(ValueError):
assert timepoint_decoder(try_data,
level=[0, 1],
combine=[corrmean_combine],
cfun=isfc,
rfun='eigenvector_centrality',
weights_params=laplace['params'])
assert timepoint_decoder(try_data,
level=[0, 1],
combine=np.array([corrmean_combine]),
cfun=isfc,
rfun='eigenvector_centrality',
weights_params=laplace['params'])
assert timepoint_decoder(try_data,
level=[0, 1],
combine='corrmean_combine',
cfun=isfc,
rfun='eigenvector_centrality',
weights_params=laplace['params'])
def test_timepoint_decoder_level_error():
with pytest.raises(ValueError):
assert timepoint_decoder(try_data,
level=[1, 2],
combine=corrmean_combine,
cfun=isfc,
rfun='eigenvector_centrality',
weights_params=laplace['params'])
assert timepoint_decoder(try_data,
level=[-1, 0],
combine=corrmean_combine,
cfun=isfc,
rfun='eigenvector_centrality',
weights_params=laplace['params'])
assert timepoint_decoder(try_data,
level='1',
combine=corrmean_combine,
cfun=isfc,
rfun='eigenvector_centrality',
weights_params=laplace['params'])