def test_kernel_reg(case):
x, y, model_fn, backbone= case
l1_reg = keras.regularizers.l1(0.1)
model = model_fn(backbone)
reg_model = set_regularization(model, kernel_regularizer=l1_reg)
_test_regularizer(model, reg_model, x, y)
l2_reg = keras.regularizers.l2(0.1)
model = model_fn(backbone, encoder_weights=None)
reg_model = set_regularization(model, kernel_regularizer=l2_reg)
_test_regularizer(model, reg_model, x, y)
def test_activity_reg(case):
x, y, model_fn, backbone= case
l2_reg = keras.regularizers.l2(1)
model = model_fn(backbone)
reg_model = set_regularization(model, activity_regularizer=l2_reg)
_test_regularizer(model, reg_model, x, y)
def test_bn_reg(case):
x, y, model_fn, backbone= case
l1_reg = keras.regularizers.l1(1)
model = model_fn(backbone)
reg_model = set_regularization(model, gamma_regularizer=l1_reg)
_test_regularizer(model, reg_model, x, y)
model = model_fn(backbone)
reg_model = set_regularization(model, beta_regularizer=l1_reg)
_test_regularizer(model, reg_model, x, y)
l2_reg = keras.regularizers.l2(1)
model = model_fn(backbone)
reg_model = set_regularization(model, gamma_regularizer=l2_reg)
_test_regularizer(model, reg_model, x, y)
model = model_fn(backbone)
reg_model = set_regularization(model, beta_regularizer=l2_reg)
_test_regularizer(model, reg_model, x, y)