def init_filters_and_variables(self):
self.num_filters = 6
self.num_variables = 1 + self.num_filters
# Start the sigmoids at weak strengths
self.sigmoid_beta = 0.0625
self.sigmoid_eta = 0.5
self.sigmoid_0 = sigmoid.Sigmoid(self.sigmoid_beta, self.sigmoid_eta)
self.sigmoid_4 = sigmoid.Sigmoid(self.sigmoid_beta, self.sigmoid_eta)
x_dimension_idx = 0
y_dimension_idx = 1
z_dimension_idx = 2
z_voxel_layers = self.size[2]
self.layering_z_1 = layering.Layering(z_dimension_idx,
self.num_z_layers)
alpha = 8
self.blur_half_width = blur_half_width_voxels
#
# This notation is slightly confusing, but it is meant to be the
# direction you blur when you are on the layer corresponding to x-
# or y-layering. So, if you are layering in x, then you blur in y
# and vice versa.
#
max_blur_x_2 = square_blur.SquareBlur(alpha,
[0, self.blur_half_width, 0])
max_blur_y_2 = square_blur.SquareBlur(alpha,
[self.blur_half_width, 0, 0])
self.max_blur_xy_2 = [max_blur_x_2, max_blur_y_2]
single_layer = 1
layering_x_3 = layering.Layering(x_dimension_idx, single_layer)
layering_y_3 = layering.Layering(y_dimension_idx, single_layer)
self.layering_xy_3 = [layering_x_3, layering_y_3]
scale_min = self.permittivity_bounds[0]
scale_max = self.permittivity_bounds[1]
self.scale_5 = scale.Scale([scale_min, scale_max])
# Initialize the filter chain
self.filters = [
self.sigmoid_0, self.layering_z_1, self.max_blur_xy_2,
self.layering_xy_3, self.sigmoid_4, self.scale_5
]
self.init_variables()
def init_filters_and_variables(self):
self.num_filters = 3
self.num_variables = 1 + self.num_filters
x_dimension_idx = 0
y_dimension_idx = 1
z_dimension_idx = 2
z_voxel_layers = self.size[2]
self.layering_z_0 = layering.Layering(z_dimension_idx,
self.num_z_layers, [0, 1],
self.spacer_height_voxels, 0.0)
alpha = 8
self.blur_half_width = blur_half_width_voxels
#
# This notation is slightly confusing, but it is meant to be the
# direction you blur when you are on the layer corresponding to x-
# or y-layering. So, if you are layering in x, then you blur in y
# and vice versa.
#
self.max_blur_xy_1 = square_blur.SquareBlur(
alpha, [self.blur_half_width, self.blur_half_width, 0])
scale_min = self.permittivity_bounds[0]
scale_max = self.permittivity_bounds[1]
self.scale_2 = scale.Scale([scale_min, scale_max])
# Initialize the filter chain
self.filters = [self.layering_z_0, self.max_blur_xy_1, self.scale_2]
self.init_variables()
def init_filters_and_variables(self):
self.num_filters = 6
self.num_variables = 1 + self.num_filters
# Start the sigmoids at weak strengths
self.sigmoid_beta = 0.0625
self.sigmoid_eta = 0.5
self.sigmoid_0 = sigmoid.Sigmoid(self.sigmoid_beta, self.sigmoid_eta)
self.sigmoid_2 = sigmoid.Sigmoid(self.sigmoid_beta, self.sigmoid_eta)
x_dimension_idx = 0
y_dimension_idx = 1
z_dimension_idx = 2
alpha = 8
# I truly dislike this silent parameter passing, like truly scarily bad coding
self.blur_half_width = max_blur_filter_half_width
# This notation is slightly confusing, but it is meant to be the
# direction you blur when you are on the layer corresponding to x-
# or y-layering. So, if you are layering in x, then you blur in y
# and vice versa.
self.max_blur_xy_1 = square_blur.SquareBlur(
alpha, [self.blur_half_width, self.blur_half_width, 0])
self.gaussian_blur_3 = GaussianBlur(gaussian_blur_filter_sigma)
z_voxel_layers = self.size[2]
self.layering_z_4 = layering.Layering(z_dimension_idx,
self.num_z_layers, [0, 1],
self.spacer_height_voxels, 0.0)
scale_min = self.permittivity_bounds[0]
scale_max = self.permittivity_bounds[1]
self.scale_5 = scale.Scale([scale_min, scale_max])
# Initialize the filter chain
self.filters = [
self.sigmoid_0, self.max_blur_xy_1, self.sigmoid_2,
self.gaussian_blur_3, self.layering_z_4, self.scale_5
]
self.init_variables()