from tensorflow.python.ops import array_ops

        input_c = variables.Variable(
            array_ops.ones([num_layers, batch_size, num_units]))
        params = variables.Variable(
            array_ops.ones([params_size_t]), validate_shape=False)
        output, output_h, output_c = model(
            is_training=True,
