cifar_grbm_smd.yaml

!obj:pylearn2.scripts.train.Train {
    "dataset": !pkl: "/data/lisatmp/goodfeli/cifar10_preprocessed_train_2M.pkl",
    "model": !obj:pylearn2.models.rbm.GaussianBinaryRBM {
                     "nvis" : 192,
                     "nhid" : 400,
                     "irange" : 0.05,
                     "energy_function_class" : !obj:pylearn2.energy_functions.rbm_energy.grbm_type_1 {},
                     "learn_sigma" : True,
                     "init_sigma" : .4,
                     "init_bias_hid" : -2.,
                     "mean_vis" : False,
                     "sigma_lr_scale" : 1e-3

        },
    "algorithm": !obj:pylearn2.training_algorithms.sgd.SGD {
               "learning_rate" : 1e-1,
               "batch_size" : 5,
               "batches_per_iter" : 2000,
               "monitoring_batches" : 20,
               "monitoring_dataset" : !pkl: "/data/lisatmp/goodfeli/cifar10_preprocessed_train_2M.pkl",
               "cost" : !obj:pylearn2.costs.ebm_estimation.SMD {
                        "corruptor": !obj:pylearn2.corruption.GaussianCorruptor {
                                "stdev": .4
                        }
               }
        },
    "save_path": "cifar_grbm_smd.pkl"
}