code: def mtf_resnet_base_single():
    
    hparams = mtf_resnet_base()
    hparams.num_layers = 6
    hparams.filter_size = 256
    hparams.block_length = 128
    hparams.mesh_shape = ""
    hparams.layout = ""
    return hparams
docs: Small single parameters.