import tensorflow as tf


        h_conv3_flat = tf.reshape(h_conv3, [-1, 1600], 'h_conv3_flat')
        h_fc1 = tf.nn.relu(tf.add(tf.matmul(h_conv3_flat, W_fc1), b_fc1, 'h_fc1'))

        readout = tf.add(tf.matmul(h_fc1, W_fc2), b_fc2, 'h_fc2')

        return s, readout, h_fc1

