def test_create_gaussian_initializer_4d(self):
"""Ensures correct output from create_gaussian_initializer.
In this case, the desired matrix is 4-D.
"""
this_init_function = backwards_opt.create_gaussian_initializer(
mean=GAUSSIAN_MEAN, standard_deviation=GAUSSIAN_STANDARD_DEVIATION)
this_matrix = this_init_function(ARRAY_DIMENSIONS_4D)
self.assertTrue(
numpy.allclose(this_matrix, GAUSSIAN_MATRIX_4D, atol=TOLERANCE))
def _create_initializer(init_function_name):
"""Creates initializer function.
:param init_function_name: See documentation at top of file.
:return: init_function: Initializer function.
"""
if init_function_name == backwards_opt.CONSTANT_INIT_FUNCTION_NAME:
return backwards_opt.create_constant_initializer(0.)
if init_function_name == backwards_opt.UNIFORM_INIT_FUNCTION_NAME:
return backwards_opt.create_uniform_random_initializer(min_value=-1.,
max_value=1.)
return backwards_opt.create_gaussian_initializer(mean=0.,
standard_deviation=1.)