def __init__(self, *args, **kwargs):
""" Constructor. """
super(NNConstraintCheckerTestCase, self).__init__(*args, **kwargs)
self.nns = generate_cnn_architectures() + generate_mlp_architectures()
self.cnn_constraint_checker = nn_constraint_checkers.CNNConstraintChecker(
25, 5, 500000, 0, 5, 2, 15, 512, 16, 4)
self.mlp_constraint_checker = nn_constraint_checkers.MLPConstraintChecker(
25, 5, 500000, 900, 5, 2, 15, 30, 8)
def __init__(self, *args, **kwargs):
""" Constructor. """
super(NNVisualiseTestCase, self).__init__(*args, **kwargs)
self.cnns = generate_cnn_architectures()
self.mlps_reg = generate_mlp_architectures('reg')
self.mlps_class = generate_mlp_architectures('class')
self.save_dir = '../scratch/unittest_visualisations/'
self.save_dir_for_pres = '../scratch/unittest_visualisations_for_pres/'
def __init__(self, *args, **kwargs):
""" Constructor. """
super(NNModifierTestCase, self).__init__(*args, **kwargs)
self.cnns = generate_cnn_architectures()
self.mlps = generate_mlp_architectures()
self.save_dir = '../scratch/unittest_modifier_class/'
self.cnn_constraint_checker = nn_constraint_checkers.CNNConstraintChecker(
50, 4, np.inf, 4.0, 5, 5, 100, 8000, 8)
self.mlp_constraint_checker = nn_constraint_checkers.MLPConstraintChecker(
50, 4, np.inf, 4.0, 5, 5, 100, 8000, 8)
self.cnn_modifier = nn_modifiers.NNModifier(
self.cnn_constraint_checker)
self.mlp_modifier = nn_modifiers.NNModifier(
self.mlp_constraint_checker)
self.modifier_wo_cc = nn_modifiers.NNModifier(None)
def __init__(self, *args, **kwargs):
""" Constructor. """
super(TransportNNDistanceComputerTestCase,
self).__init__(*args, **kwargs)
self.non_assignment_penalty = 1
cnn_layer_labels, label_mismatch_penalty = \
nn_comparators.get_cnn_layer_label_mismatch_penalties(self.non_assignment_penalty)
self.tp_comp = nn_comparators.OTMANNDistanceComputer(
cnn_layer_labels,
label_mismatch_penalty,
self.non_assignment_penalty,
nn_comparators.CNN_STRUCTURAL_PENALTY_GROUPS,
nn_comparators.PATH_LENGTH_TYPES,
dflt_mislabel_coeffs=1.0,
dflt_struct_coeffs=1.0)
self.cnns = generate_cnn_architectures()
def __init__(self, *args, **kwargs):
""" Constructor. """
super(DistProdNNKernelTestCase, self).__init__(*args, **kwargs)
self.non_assignment_penalty = 1
cnn_layer_labels, label_mismatch_penalty = \
nn_comparators.get_cnn_layer_label_mismatch_penalties(self.non_assignment_penalty)
self.all_layer_labels = cnn_layer_labels
self.label_mismatch_penalty = label_mismatch_penalty
self.tp_comp = nn_comparators.OTMANNDistanceComputer(
cnn_layer_labels, label_mismatch_penalty,
self.non_assignment_penalty,
nn_comparators.CNN_STRUCTURAL_PENALTY_GROUPS,
nn_comparators.PATH_LENGTH_TYPES)
self.mislabel_coeffs = [2.0, 2.0, 1.0, 1.0, 1.0]
self.struct_coeffs = [0.25, 0.5, 1.0, 2.0, 4.0]
self.lp_betas = [1e-6] * len(self.struct_coeffs)
self.emd_betas = [1] * len(self.struct_coeffs)
self.scale = 1
self.cnns = generate_cnn_architectures()