# Pastebin weJ2utOj
[INFO ] dataset = '[matrix size: 0x0]
[INFO ] '
[INFO ] HiddenLayerSize = 256 batchSize = 10 stepSize = 0.0001 numEpoches = 10 tolerance = 1e-05 shuffle = false
numImages5000
dataset size 192x245000
245000
trainSize4500
label size 10000x1
numPatches245000
dataset.n_cols245000
7
6
iter#4500
[WARN ] Outputs are still not in visible unit 55.2008 terminating optimization.
[WARN ] Outputs are still not in visible unit 54.5228 terminating optimization.
[INFO ] Mini-batch SGD: iteration 1, objective 16.4097.
[WARN ] Outputs are still not in visible unit 55.7779 terminating optimization.
[WARN ] Outputs are still not in visible unit 55.6556 terminating optimization.
[WARN ] Outputs are still not in visible unit 54.8596 terminating optimization.
[WARN ] Outputs are still not in visible unit 55.7997 terminating optimization.
[INFO ] Mini-batch SGD: iteration 451, objective 16.5409.
[WARN ] Outputs are still not in visible unit 56.0669 terminating optimization.
[WARN ] Outputs are still not in visible unit 57.1729 terminating optimization.
[WARN ] Outputs are still not in visible unit 53.0819 terminating optimization.
[WARN ] Outputs are still not in visible unit 54.0041 terminating optimization.
[INFO ] Mini-batch SGD: iteration 901, objective 16.2204.
[WARN ] Outputs are still not in visible unit 54.7636 terminating optimization.
[WARN ] Outputs are still not in visible unit 52.3675 terminating optimization.
[WARN ] Outputs are still not in visible unit 52.419 terminating optimization.
[WARN ] Outputs are still not in visible unit 54.1134 terminating optimization.
[INFO ] Mini-batch SGD: iteration 1351, objective 15.7625.
[WARN ] Outputs are still not in visible unit 55.3864 terminating optimization.
[WARN ] Outputs are still not in visible unit 53.9735 terminating optimization.
[WARN ] Outputs are still not in visible unit 52.7683 terminating optimization.
[WARN ] Outputs are still not in visible unit 54.4075 terminating optimization.
[INFO ] Mini-batch SGD: iteration 1801, objective 15.7225.
[WARN ] Outputs are still not in visible unit 52.8569 terminating optimization.
[WARN ] Outputs are still not in visible unit 52.6554 terminating optimization.
[WARN ] Outputs are still not in visible unit 52.425 terminating optimization.
[WARN ] Outputs are still not in visible unit 51.6101 terminating optimization.
[INFO ] Mini-batch SGD: iteration 2251, objective 15.4034.
[WARN ] Outputs are still not in visible unit 53.8091 terminating optimization.
[WARN ] Outputs are still not in visible unit 51.7711 terminating optimization.
[WARN ] Outputs are still not in visible unit 50.6736 terminating optimization.
[WARN ] Outputs are still not in visible unit 51.2025 terminating optimization.
[INFO ] Mini-batch SGD: iteration 2701, objective 15.0656.
[WARN ] Outputs are still not in visible unit 52.2976 terminating optimization.
[WARN ] Outputs are still not in visible unit 51.2672 terminating optimization.
[WARN ] Outputs are still not in visible unit 52.5242 terminating optimization.
[WARN ] Outputs are still not in visible unit 49.6411 terminating optimization.
[INFO ] Mini-batch SGD: iteration 3151, objective 14.8451.
[WARN ] Outputs are still not in visible unit 50.8505 terminating optimization.
[WARN ] Outputs are still not in visible unit 51.1048 terminating optimization.
[WARN ] Outputs are still not in visible unit 49.9614 terminating optimization.
[WARN ] Outputs are still not in visible unit 50.7578 terminating optimization.
[INFO ] Mini-batch SGD: iteration 3601, objective 14.7424.
[WARN ] Outputs are still not in visible unit 51.0696 terminating optimization.
[WARN ] Outputs are still not in visible unit 48.9736 terminating optimization.
[WARN ] Outputs are still not in visible unit 50.8292 terminating optimization.
[WARN ] Outputs are still not in visible unit 48.8345 terminating optimization.
[INFO ] Mini-batch SGD: iteration 4051, objective 14.4449.
[WARN ] Outputs are still not in visible unit 49.5871 terminating optimization.
[WARN ] Outputs are still not in visible unit 49.0909 terminating optimization.
[WARN ] Outputs are still not in visible unit 47.9366 terminating optimization.
[WARN ] Outputs are still not in visible unit 48.598 terminating optimization.
[INFO ] Mini-batch SGD: maximum iterations (4500) reached; terminating optimization.
[WARN ] Outputs are still not in visible unit 49.5793 terminating optimization.
[WARN ] Outputs are still not in visible unit 48.6501 terminating optimization.
ssRBMFeaturesTrain = 12544x4500
ssRBMFeaturesTest = 12544x500
[INFO ] SoftmaxRegression::SoftmaxRegression(): final objective of trained model is 2.30259.
[INFO ] SoftmaxRegression::SoftmaxRegression(): final objective of trained model is 2.30259.
RBM Accuracy100
noraml Accuracy100
[INFO ] 
[INFO ] Execution parameters:
[INFO ]   batch-size: 100
[INFO ]   dataset: ./batch1patches.txt
[INFO ]   dataset-max-cols: -1
[INFO ]   help: false
[INFO ]   hidden-layer-size: 128
[INFO ]   info: 
[INFO ]   label: ./batch1labels.txt
[INFO ]   lambdaBias: 10
[INFO ]   num-epoches: 20
[INFO ]   num-patches: 80
[INFO ]   poolSize: 1
[INFO ]   shuffle: false
[INFO ]   slabPenalty: 10.5
[INFO ]   step-size: 0.01
[INFO ]   tolerance: 1e-05
[INFO ]   verbose: true
[INFO ]   version: false
[INFO ] Program timers:
[INFO ]   rbm_optimization: 546.677438s (9 mins, 6.6 secs)
[INFO ]   softmax_regression_optimization: 3.897244s
[INFO ]   total_time: 875.448271s (14 mins, 35.4 secs)