cos_reconsE_smd.yaml

!obj:pylearn2.scripts.train.Train {
    "dataset": !obj:pylearn2.datasets.cos_dataset.CosDataset {},
    "model": !obj:galatea.models.febm.FEBM {
                "energy_function": !obj:galatea.energy_functions.scratch.recons_model_1 {
                        "nvis" : 2,
                        "nhid" : 400,
                        "irange"  : 1.8,
                        "init_bias_hid" : 0.,

                        "init_vis_prec" : 1.,
                        "vis_prec_lr_scale" : .001,
                        "learn_vis_prec" : 1.,

                        "init_delta" : 0.0
                        }
        },
    "algorithm": !obj:pylearn2.training_algorithms.sgd.SGD {
               "learning_rate" : .0002,
               "batch_size" : 50,
               "batches_per_iter" : 10000,
               "monitoring_batches" : 100,
               "monitoring_dataset" : !obj:pylearn2.datasets.cos_dataset.CosDataset {},
               "cost" : !obj:pylearn2.costs.ebm_estimation.SMD {
                        "corruptor": !obj:pylearn2.corruption.GaussianCorruptor {
                                "stdev": .1
                        }
               }
        },
    "save_path": "cos_reconsE_smd.pkl"
}