def test_ResNet_hyperparameters(self):
""" Network depth from range [4,4] should be 4.
Maximum kernal size from range [10, 10] should be 10.
Minimum filter number from range [16, 16] should be 16. """
custom_settings = get_default()
kwargs = {
'resnet_min_network_depth': 4,
'resnet_max_network_depth': 4,
'resnet_min_max_kernel_size': 10,
'resnet_max_max_kernel_size': 10,
'resnet_min_filters_number': 16,
'resnet_max_filters_number': 16
}
# Replace default parameters with input
for key, value in kwargs.items():
if key in custom_settings:
custom_settings[key] = value
model_type = ResNet(None, None, **custom_settings)
hyperparams = model_type.generate_hyperparameters()
assert hyperparams.get('network_depth') == 4, 'Wrong network depth'
assert hyperparams.get('max_kernel_size') == 10, 'Wrong kernel'
assert hyperparams.get(
'min_filters_number') == 16, 'Wrong filter number'
def test_InceptionTime_hyperparameters(self):
""" Network depth from range [5,5] should be 5.
Maximum kernal size from range [12, 12] should be 12.
Minimum filter number from range [32, 32] should be 32. """
custom_settings = get_default()
x_shape = (None, 20, 3)
kwargs = {
'IT_min_network_depth': 5,
'IT_max_network_depth': 5,
'IT_min_max_kernel_size': 10,
'IT_max_max_kernel_size': 10,
'IT_min_filters_number': 32,
'IT_max_filters_number': 32
}
# Replace default parameters with input
for key, value in kwargs.items():
if key in custom_settings:
custom_settings[key] = value
model_type = InceptionTime(x_shape, None, **custom_settings)
hyperparams = model_type.generate_hyperparameters()
assert hyperparams.get('network_depth') == 5, 'Wrong network depth'
assert hyperparams.get('max_kernel_size') == 10, 'Wrong kernel'
assert hyperparams.get('filters_number') == 32, 'Wrong filter number'
def test_CNN_hyperparameters_fcnodes(self):
""" Number of fc nodes from range [123, 123] should be 123. """
custom_settings = get_default()
kwargs = {'cnn_min_fc_nodes': 123, 'cnn_max_fc_nodes': 123}
# Replace default parameters with input
for key, value in kwargs.items():
if key in custom_settings:
custom_settings[key] = value
model_type = CNN(None, None, **custom_settings)
hyperparams = model_type.generate_hyperparameters()
assert hyperparams.get('fc_hidden_nodes') == 123
def test_CNN_hyperparameters_nrlayers(self):
""" Number of Conv layers from range [4, 4] should be 4. """
custom_settings = get_default()
kwargs = {'cnn_min_layers': 4, 'cnn_max_layers': 4}
# Replace default parameters with input
for key, value in kwargs.items():
if key in custom_settings:
custom_settings[key] = value
model_type = CNN(None, None, **custom_settings)
hyperparams = model_type.generate_hyperparameters()
assert len(hyperparams.get('filters')) == 4