code: def mtf_resnet_single():
    
    hparams = mtf_resnet_tiny()
    hparams.mesh_shape = ""
    hparams.layout = ""
    hparams.hidden_size = 32
    hparams.filter_size = 32
    hparams.batch_size = 1
    hparams.num_encoder_layers = 1
    hparams.num_layers = 1
    hparams.block_length = 16
    return hparams
docs: Small single parameters.