54633472520dc22cf9f91925eb76e9b8032fbb4c,cleverhans_tutorials/tutorial_models.py,Linear,set_input_shape,#Linear#Any#,73

Before Change

        self.input_shape = [batch_size, dim]
        self.output_shape = [batch_size, self.num_hid]
        init = tf.random_normal([dim, self.num_hid], dtype=tf.float32)
        init = init / tf.sqrt(1e-7 + tf.reduce_sum(tf.square(init), axis=0,
                                                   keep_dims=True))
        self.W = tf.Variable(init)
        self.b = tf.Variable(np.zeros((self.num_hid,)).astype("float32"))

    def fprop(self, x):

After Change

                       ". This version will not be supported by cleverhans" + \
                       "in the future."
            _logger.warn(warning)
            init_square_sum = tf.reduce_sum(tf.square(init),
                                            axis=0, keep_dims=True)
        else:
            init_square_sum = tf.reduce_sum(tf.square(init),
                                            axis=0, keepdims=True)
        init = init / tf.sqrt(1e-7 + init_square_sum)
        self.W = tf.Variable(init)
        self.b = tf.Variable(np.zeros((self.num_hid,)).astype("float32"))

    def fprop(self, x):

Instances