code: def xmoe_2d():
    
    hparams = xmoe_top_2()
    hparams.decoder_layers = ["att", "hmoe"] * 4
    hparams.mesh_shape = "b0:2;b1:4"
    hparams.outer_batch_size = 4
    hparams.layout = "outer_batch:b0;inner_batch:b1,expert_x:b1,expert_y:b0"
    hparams.moe_num_experts = [4, 4]
    return hparams
docs: Two-dimensional hierarchical mixture of 16 experts.