import tensorflow as tf

                                             bounds=bounds,
                                             var_list=variables,  # supply with bounds to match order!
                                             tol=1e-14,
                                             )

tf.scalar_summary('nll', nll)

init_op = tf.initialize_all_variables()

# from http://stackoverflow.com/a/35907755/1199693
