import tensorflow as tf

                mask_ratio = mask_ratio * update_mask

            with tf.variable_scope('parconv'):
                x = tf.nn.conv2d(input, filters, strides=[1, stride, stride, 1], padding="SAME", name='zero-conv_' + id,
