Couldn't import dot_parser, loading of dot files will not be possible.
compiling begin_record_entry...
compiling begin_record_entry done. Time elapsed: 0.241640 seconds
Monitored channels:
ave_grad_mult
ave_grad_size
ave_step_size
test_h0_col_norms_max
test_h0_col_norms_mean
test_h0_col_norms_min
test_h0_max_x_max_u
test_h0_max_x_mean_u
test_h0_max_x_min_u
test_h0_mean_x_max_u
test_h0_mean_x_mean_u
test_h0_mean_x_min_u
test_h0_min_x_max_u
test_h0_min_x_mean_u
test_h0_min_x_min_u
test_h0_range_x_max_u
test_h0_range_x_mean_u
test_h0_range_x_min_u
test_h0_row_norms_max
test_h0_row_norms_mean
test_h0_row_norms_min
test_objective
test_y_col_norms_max
test_y_col_norms_mean
test_y_col_norms_min
test_y_max_max_class
test_y_mean_max_class
test_y_min_max_class
test_y_misclass
test_y_nll
test_y_row_norms_max
test_y_row_norms_mean
test_y_row_norms_min
total_seconds_last_epoch
train_h0_col_norms_max
train_h0_col_norms_mean
train_h0_col_norms_min
train_h0_max_x_max_u
train_h0_max_x_mean_u
train_h0_max_x_min_u
train_h0_mean_x_max_u
train_h0_mean_x_mean_u
train_h0_mean_x_min_u
train_h0_min_x_max_u
train_h0_min_x_mean_u
train_h0_min_x_min_u
train_h0_range_x_max_u
train_h0_range_x_mean_u
train_h0_range_x_min_u
train_h0_row_norms_max
train_h0_row_norms_mean
train_h0_row_norms_min
train_objective
train_y_col_norms_max
train_y_col_norms_mean
train_y_col_norms_min
train_y_max_max_class
train_y_mean_max_class
train_y_min_max_class
train_y_misclass
train_y_nll
train_y_row_norms_max
train_y_row_norms_mean
train_y_row_norms_min
training_seconds_this_epoch
valid_h0_col_norms_max
valid_h0_col_norms_mean
valid_h0_col_norms_min
valid_h0_max_x_max_u
valid_h0_max_x_mean_u
valid_h0_max_x_min_u
valid_h0_mean_x_max_u
valid_h0_mean_x_mean_u
valid_h0_mean_x_min_u
valid_h0_min_x_max_u
valid_h0_min_x_mean_u
valid_h0_min_x_min_u
valid_h0_range_x_max_u
valid_h0_range_x_mean_u
valid_h0_range_x_min_u
valid_h0_row_norms_max
valid_h0_row_norms_mean
valid_h0_row_norms_min
valid_objective
valid_y_col_norms_max
valid_y_col_norms_mean
valid_y_col_norms_min
valid_y_max_max_class
valid_y_mean_max_class
valid_y_min_max_class
valid_y_misclass
valid_y_nll
valid_y_row_norms_max
valid_y_row_norms_mean
valid_y_row_norms_min
Compiling accum...
graph size: 133
graph size: 128
graph size: 128
Compiling accum done. Time elapsed: 3.885651 seconds
Monitoring step:
Epochs seen: 0
Batches seen: 0
Examples seen: 0
ave_grad_mult: 0.0
ave_grad_size: 0.0
ave_step_size: 0.0
test_h0_col_norms_max: 4.10894346237
test_h0_col_norms_mean: 2.61919975281
test_h0_col_norms_min: 0.709277868271
test_h0_max_x_max_u: 1.0
test_h0_max_x_mean_u: 0.986663758755
test_h0_max_x_min_u: 0.893500208855
test_h0_mean_x_max_u: 0.573803782463
test_h0_mean_x_mean_u: 0.502249658108
test_h0_mean_x_min_u: 0.449611961842
test_h0_min_x_max_u: 0.193032413721
test_h0_min_x_mean_u: 0.0218782685697
test_h0_min_x_min_u: 7.45666817181e-09
test_h0_range_x_max_u: 0.999995172024
test_h0_range_x_mean_u: 0.964785635471
test_h0_range_x_min_u: 0.700467824936
test_h0_row_norms_max: 8.65268325806
test_h0_row_norms_mean: 7.26084661484
test_h0_row_norms_min: 6.57135438919
test_objective: 3.91202306747
test_y_col_norms_max: 0.0
test_y_col_norms_mean: 0.0
test_y_col_norms_min: 0.0
test_y_max_max_class: 0.019999999553
test_y_mean_max_class: 0.0199999976903
test_y_min_max_class: 0.019999999553
test_y_misclass: 0.980068683624
test_y_nll: 3.91202306747
test_y_row_norms_max: 0.0
test_y_row_norms_mean: 0.0
test_y_row_norms_min: 0.0
total_seconds_last_epoch: 0.0
train_h0_col_norms_max: 4.10894393921
train_h0_col_norms_mean: 2.61919975281
train_h0_col_norms_min: 0.709277868271
train_h0_max_x_max_u: 1.0
train_h0_max_x_mean_u: 0.987299323082
train_h0_max_x_min_u: 0.890885412693
train_h0_mean_x_max_u: 0.574983894825
train_h0_mean_x_mean_u: 0.501747250557
train_h0_mean_x_min_u: 0.444902300835
train_h0_min_x_max_u: 0.213849365711
train_h0_min_x_mean_u: 0.022789619863
train_h0_min_x_min_u: 7.16876957796e-09
train_h0_range_x_max_u: 0.999995172024
train_h0_range_x_mean_u: 0.964509725571
train_h0_range_x_min_u: 0.68965446949
train_h0_row_norms_max: 8.65268325806
train_h0_row_norms_mean: 7.26084709167
train_h0_row_norms_min: 6.57135438919
train_objective: 3.91202282906
train_y_col_norms_max: 0.0
train_y_col_norms_mean: 0.0
train_y_col_norms_min: 0.0
train_y_max_max_class: 0.0200000014156
train_y_mean_max_class: 0.0200000014156
train_y_min_max_class: 0.0200000014156
train_y_misclass: 0.979160606861
train_y_nll: 3.91202282906
train_y_row_norms_max: 0.0
train_y_row_norms_mean: 0.0
train_y_row_norms_min: 0.0
training_seconds_this_epoch: 0.0
valid_h0_col_norms_max: 4.10894346237
valid_h0_col_norms_mean: 2.61919975281
valid_h0_col_norms_min: 0.709277868271
valid_h0_max_x_max_u: 1.0
valid_h0_max_x_mean_u: 0.986461639404
valid_h0_max_x_min_u: 0.882054805756
valid_h0_mean_x_max_u: 0.576234519482
valid_h0_mean_x_mean_u: 0.501531243324
valid_h0_mean_x_min_u: 0.44715064764
valid_h0_min_x_max_u: 0.187174752355
valid_h0_min_x_mean_u: 0.0218418221921
valid_h0_min_x_min_u: 5.63740965021e-09
valid_h0_range_x_max_u: 0.999995052814
valid_h0_range_x_mean_u: 0.964619755745
valid_h0_range_x_min_u: 0.694880127907
valid_h0_row_norms_max: 8.65268325806
valid_h0_row_norms_mean: 7.26084661484
valid_h0_row_norms_min: 6.57135438919
valid_objective: 3.91202282906
valid_y_col_norms_max: 0.0
valid_y_col_norms_mean: 0.0
valid_y_col_norms_min: 0.0
valid_y_max_max_class: 0.019999999553
valid_y_mean_max_class: 0.0199999976903
valid_y_min_max_class: 0.019999999553
valid_y_misclass: 0.983848750591
valid_y_nll: 3.91202282906
valid_y_row_norms_max: 0.0
valid_y_row_norms_mean: 0.0
valid_y_row_norms_min: 0.0
Time this epoch: 1.668597 seconds
Monitoring step:
Epochs seen: 1
Batches seen: 2
Examples seen: 13580
ave_grad_mult: 31.8009548187
ave_grad_size: 0.310326457024
ave_step_size: 10.1590604782
test_h0_col_norms_max: 4.71173334122
test_h0_col_norms_mean: 3.39323854446
test_h0_col_norms_min: 1.62814760208
test_h0_max_x_max_u: 1.0
test_h0_max_x_mean_u: 0.995327234268
test_h0_max_x_min_u: 0.960045516491
test_h0_mean_x_max_u: 0.568295001984
test_h0_mean_x_mean_u: 0.492699235678
test_h0_mean_x_min_u: 0.396625101566
test_h0_min_x_max_u: 0.0531773939729
test_h0_min_x_mean_u: 0.00540603417903
test_h0_min_x_min_u: 6.29759716597e-11
test_h0_range_x_max_u: 1.0
test_h0_range_x_mean_u: 0.989921212196
test_h0_range_x_min_u: 0.908521711826
test_h0_row_norms_max: 11.2040481567
test_h0_row_norms_mean: 9.21664237976
test_h0_row_norms_min: 7.72952699661
test_objective: 0.537281215191
test_y_col_norms_max: 5.07183885574
test_y_col_norms_mean: 4.09977436066
test_y_col_norms_min: 3.37069416046
test_y_max_max_class: 0.97163939476
test_y_mean_max_class: 0.649970531464
test_y_min_max_class: 0.26915448904
test_y_misclass: 0.0556701011956
test_y_nll: 0.537281215191
test_y_row_norms_max: 5.26645946503
test_y_row_norms_mean: 4.06309366226
test_y_row_norms_min: 2.36458587646
total_seconds_last_epoch: 0.0
train_h0_col_norms_max: 4.71173334122
train_h0_col_norms_mean: 3.39323830605
train_h0_col_norms_min: 1.62814760208
train_h0_max_x_max_u: 1.0
train_h0_max_x_mean_u: 0.995301187038
train_h0_max_x_min_u: 0.960123836994
train_h0_mean_x_max_u: 0.566277682781
train_h0_mean_x_mean_u: 0.492016434669
train_h0_mean_x_min_u: 0.391149938107
train_h0_min_x_max_u: 0.0523918420076
train_h0_min_x_mean_u: 0.00537000643089
train_h0_min_x_min_u: 6.03936484156e-11
train_h0_range_x_max_u: 1.0
train_h0_range_x_mean_u: 0.989931225777
train_h0_range_x_min_u: 0.909307360649
train_h0_row_norms_max: 11.2040491104
train_h0_row_norms_mean: 9.21664237976
train_h0_row_norms_min: 7.72952747345
train_objective: 0.547589838505
train_y_col_norms_max: 5.07183885574
train_y_col_norms_mean: 4.09977483749
train_y_col_norms_min: 3.37069439888
train_y_max_max_class: 0.972584843636
train_y_mean_max_class: 0.648945748806
train_y_min_max_class: 0.266301423311
train_y_misclass: 0.0544182620943
train_y_nll: 0.547589838505
train_y_row_norms_max: 5.26645994186
train_y_row_norms_mean: 4.06309318542
train_y_row_norms_min: 2.36458587646
training_seconds_this_epoch: 1.66859686375
valid_h0_col_norms_max: 4.71173334122
valid_h0_col_norms_mean: 3.39323854446
valid_h0_col_norms_min: 1.62814760208
valid_h0_max_x_max_u: 1.0
valid_h0_max_x_mean_u: 0.995368123055
valid_h0_max_x_min_u: 0.960039496422
valid_h0_mean_x_max_u: 0.572330117226
valid_h0_mean_x_mean_u: 0.492187649012
valid_h0_mean_x_min_u: 0.393212974072
valid_h0_min_x_max_u: 0.053149484098
valid_h0_min_x_mean_u: 0.0053017209284
valid_h0_min_x_min_u: 4.68944778842e-11
valid_h0_range_x_max_u: 1.0
valid_h0_range_x_mean_u: 0.990066468716
valid_h0_range_x_min_u: 0.908549666405
valid_h0_row_norms_max: 11.2040481567
valid_h0_row_norms_mean: 9.21664237976
valid_h0_row_norms_min: 7.72952699661
valid_objective: 0.547028839588
valid_y_col_norms_max: 5.07183885574
valid_y_col_norms_mean: 4.09977436066
valid_y_col_norms_min: 3.37069416046
valid_y_max_max_class: 0.972338438034
valid_y_mean_max_class: 0.642102479935
valid_y_min_max_class: 0.26915448904
valid_y_misclass: 0.048797249794
valid_y_nll: 0.547028839588
valid_y_row_norms_max: 5.26645946503
valid_y_row_norms_mean: 4.06309366226
valid_y_row_norms_min: 2.36458587646
Time this epoch: 1.550277 seconds
Monitoring step:
Epochs seen: 2
Batches seen: 4
Examples seen: 27160
ave_grad_mult: 27.4043998718
ave_grad_size: 0.266930729151
ave_step_size: 8.41879844666
test_h0_col_norms_max: 5.48817110062
test_h0_col_norms_mean: 4.01310253143
test_h0_col_norms_min: 2.04462742805
test_h0_max_x_max_u: 1.0
test_h0_max_x_mean_u: 0.99754011631
test_h0_max_x_min_u: 0.976478755474
test_h0_mean_x_max_u: 0.610833227634
test_h0_mean_x_mean_u: 0.495023369789
test_h0_mean_x_min_u: 0.39025208354
test_h0_min_x_max_u: 0.0204530060291
test_h0_min_x_mean_u: 0.00307781156152
test_h0_min_x_min_u: 5.40070863465e-13
test_h0_range_x_max_u: 1.0
test_h0_range_x_mean_u: 0.994462192059
test_h0_range_x_min_u: 0.958414554596
test_h0_row_norms_max: 13.8323574066
test_h0_row_norms_mean: 10.8058948517
test_h0_row_norms_min: 8.23977184296
test_objective: 0.273676246405
test_y_col_norms_max: 6.3258061409
test_y_col_norms_mean: 5.062292099
test_y_col_norms_min: 3.81655263901
test_y_max_max_class: 0.991876125336
test_y_mean_max_class: 0.794119119644
test_y_min_max_class: 0.313985675573
test_y_misclass: 0.0106529211625
test_y_nll: 0.273676246405
test_y_row_norms_max: 6.48662376404
test_y_row_norms_mean: 5.01533794403
test_y_row_norms_min: 2.92535448074
total_seconds_last_epoch: 1.77649986744
train_h0_col_norms_max: 5.48817110062
train_h0_col_norms_mean: 4.01310300827
train_h0_col_norms_min: 2.04462742805
train_h0_max_x_max_u: 1.0
train_h0_max_x_mean_u: 0.997575521469
train_h0_max_x_min_u: 0.976521790028
train_h0_mean_x_max_u: 0.607043027878
train_h0_mean_x_mean_u: 0.49432733655
train_h0_mean_x_min_u: 0.384360909462
train_h0_min_x_max_u: 0.0248241201043
train_h0_min_x_mean_u: 0.00297638098709
train_h0_min_x_min_u: 5.13757385159e-13
train_h0_range_x_max_u: 1.0
train_h0_range_x_mean_u: 0.994599163532
train_h0_range_x_min_u: 0.959719181061
train_h0_row_norms_max: 13.8323583603
train_h0_row_norms_mean: 10.8058948517
train_h0_row_norms_min: 8.23977184296
train_objective: 0.28164434433
train_y_col_norms_max: 6.3258061409
train_y_col_norms_mean: 5.062292099
train_y_col_norms_min: 3.81655287743
train_y_max_max_class: 0.992272615433
train_y_mean_max_class: 0.795138835907
train_y_min_max_class: 0.313985675573
train_y_misclass: 0.0119293080643
train_y_nll: 0.28164434433
train_y_row_norms_max: 6.48662376404
train_y_row_norms_mean: 5.01533794403
train_y_row_norms_min: 2.92535448074
training_seconds_this_epoch: 1.55027699471
valid_h0_col_norms_max: 5.48817110062
valid_h0_col_norms_mean: 4.01310253143
valid_h0_col_norms_min: 2.04462742805
valid_h0_max_x_max_u: 1.0
valid_h0_max_x_mean_u: 0.997564017773
valid_h0_max_x_min_u: 0.976496040821
valid_h0_mean_x_max_u: 0.612417936325
valid_h0_mean_x_mean_u: 0.494622945786
valid_h0_mean_x_min_u: 0.386875212193
valid_h0_min_x_max_u: 0.0202402174473
valid_h0_min_x_mean_u: 0.00302672199905
valid_h0_min_x_min_u: 3.78466165742e-13
valid_h0_range_x_max_u: 1.0
valid_h0_range_x_mean_u: 0.994537293911
valid_h0_range_x_min_u: 0.958386480808
valid_h0_row_norms_max: 13.8323574066
valid_h0_row_norms_mean: 10.8058948517
valid_h0_row_norms_min: 8.23977184296
valid_objective: 0.280259013176
valid_y_col_norms_max: 6.3258061409
valid_y_col_norms_mean: 5.062292099
valid_y_col_norms_min: 3.81655263901
valid_y_max_max_class: 0.992162048817
valid_y_mean_max_class: 0.791596114635
valid_y_min_max_class: 0.313985675573
valid_y_misclass: 0.00996563583612
valid_y_nll: 0.280259013176
valid_y_row_norms_max: 6.48662376404
valid_y_row_norms_mean: 5.01533794403
valid_y_row_norms_min: 2.92535448074
Time this epoch: 1.470100 seconds
Monitoring step:
Epochs seen: 3
Batches seen: 6
Examples seen: 40740
ave_grad_mult: 23.7439136505
ave_grad_size: 0.227064028382
ave_step_size: 6.94632720947
test_h0_col_norms_max: 5.98403263092
test_h0_col_norms_mean: 4.35521650314
test_h0_col_norms_min: 2.18447351456
test_h0_max_x_max_u: 1.0
test_h0_max_x_mean_u: 0.998193979263
test_h0_max_x_min_u: 0.982903778553
test_h0_mean_x_max_u: 0.615122616291
test_h0_mean_x_mean_u: 0.495844483376
test_h0_mean_x_min_u: 0.383790880442
test_h0_min_x_max_u: 0.0217526424676
test_h0_min_x_mean_u: 0.0026446657721
test_h0_min_x_min_u: 4.11430228265e-14
test_h0_range_x_max_u: 1.0
test_h0_range_x_mean_u: 0.99554926157
test_h0_range_x_min_u: 0.971401035786
test_h0_row_norms_max: 15.1421384811
test_h0_row_norms_mean: 11.6865034103
test_h0_row_norms_min: 8.54699993134
test_objective: 0.185366913676
test_y_col_norms_max: 6.94525337219
test_y_col_norms_mean: 5.55204820633
test_y_col_norms_min: 4.01203918457
test_y_max_max_class: 0.994650900364
test_y_mean_max_class: 0.853015065193
test_y_min_max_class: 0.375733435154
test_y_misclass: 0.0103092780337
test_y_nll: 0.185366913676
test_y_row_norms_max: 7.16359901428
test_y_row_norms_mean: 5.50105237961
test_y_row_norms_min: 3.17654085159
total_seconds_last_epoch: 1.63714396954
train_h0_col_norms_max: 5.98403263092
train_h0_col_norms_mean: 4.35521697998
train_h0_col_norms_min: 2.18447375298
train_h0_max_x_max_u: 1.0
train_h0_max_x_mean_u: 0.998254776001
train_h0_max_x_min_u: 0.982926487923
train_h0_mean_x_max_u: 0.611232459545
train_h0_mean_x_mean_u: 0.495161235332
train_h0_mean_x_min_u: 0.377865225077
train_h0_min_x_max_u: 0.0234117954969
train_h0_min_x_mean_u: 0.00250783492811
train_h0_min_x_min_u: 3.89729989546e-14
train_h0_range_x_max_u: 1.0
train_h0_range_x_mean_u: 0.995746850967
train_h0_range_x_min_u: 0.973536074162
train_h0_row_norms_max: 15.1421394348
train_h0_row_norms_mean: 11.686504364
train_h0_row_norms_min: 8.54699993134
train_objective: 0.191188827157
train_y_col_norms_max: 6.94525384903
train_y_col_norms_mean: 5.55204868317
train_y_col_norms_min: 4.01203918457
train_y_max_max_class: 0.994971215725
train_y_mean_max_class: 0.854191601276
train_y_min_max_class: 0.372869253159
train_y_misclass: 0.0116347577423
train_y_nll: 0.191188827157
train_y_row_norms_max: 7.16359949112
train_y_row_norms_mean: 5.50105237961
train_y_row_norms_min: 3.17654109001
training_seconds_this_epoch: 1.4701000452
valid_h0_col_norms_max: 5.98403263092
valid_h0_col_norms_mean: 4.35521650314
valid_h0_col_norms_min: 2.18447351456
valid_h0_max_x_max_u: 1.0
valid_h0_max_x_mean_u: 0.998229086399
valid_h0_max_x_min_u: 0.982916891575
valid_h0_mean_x_max_u: 0.616926431656
valid_h0_mean_x_mean_u: 0.495517700911
valid_h0_mean_x_min_u: 0.380610644817
valid_h0_min_x_max_u: 0.0209275130183
valid_h0_min_x_mean_u: 0.00258087879047
valid_h0_min_x_min_u: 2.79127713781e-14
valid_h0_range_x_max_u: 1.0
valid_h0_range_x_mean_u: 0.995648145676
valid_h0_range_x_min_u: 0.973487436771
valid_h0_row_norms_max: 15.1421384811
valid_h0_row_norms_mean: 11.6865034103
valid_h0_row_norms_min: 8.54699993134
valid_objective: 0.189709991217
valid_y_col_norms_max: 6.94525337219
valid_y_col_norms_mean: 5.55204820633
valid_y_col_norms_min: 4.01203918457
valid_y_max_max_class: 0.994876861572
valid_y_mean_max_class: 0.851314067841
valid_y_min_max_class: 0.396439909935
valid_y_misclass: 0.00962199270725
valid_y_nll: 0.189709991217
valid_y_row_norms_max: 7.16359901428
valid_y_row_norms_mean: 5.50105237961
valid_y_row_norms_min: 3.17654085159
Time this epoch: 1.335386 seconds
Monitoring step:
Epochs seen: 4
Batches seen: 8
Examples seen: 54320
ave_grad_mult: 20.8750038147
ave_grad_size: 0.192352846265
ave_step_size: 5.7320599556
test_h0_col_norms_max: 6.41980075836
test_h0_col_norms_mean: 4.654337883
test_h0_col_norms_min: 2.2982647419
test_h0_max_x_max_u: 1.0
test_h0_max_x_mean_u: 0.998574018478
test_h0_max_x_min_u: 0.986522734165
test_h0_mean_x_max_u: 0.616568207741
test_h0_mean_x_mean_u: 0.495890766382
test_h0_mean_x_min_u: 0.385030984879
test_h0_min_x_max_u: 0.0164088960737
test_h0_min_x_mean_u: 0.00222243927419
test_h0_min_x_min_u: 5.58430102697e-15
test_h0_range_x_max_u: 1.0
test_h0_range_x_mean_u: 0.996351540089
test_h0_range_x_min_u: 0.973672926426
test_h0_row_norms_max: 16.1919155121
test_h0_row_norms_mean: 12.4628667831
test_h0_row_norms_min: 8.88022899628
test_objective: 0.127861499786
test_y_col_norms_max: 7.46637296677
test_y_col_norms_mean: 5.96640253067
test_y_col_norms_min: 4.24767780304
test_y_max_max_class: 0.993569374084
test_y_mean_max_class: 0.894674420357
test_y_min_max_class: 0.343706607819
test_y_misclass: 0.00790377985686
test_y_nll: 0.127861499786
test_y_row_norms_max: 7.85054397583
test_y_row_norms_mean: 5.91314697266
test_y_row_norms_min: 3.39376330376
total_seconds_last_epoch: 1.56070888042
train_h0_col_norms_max: 6.4198012352
train_h0_col_norms_mean: 4.654337883
train_h0_col_norms_min: 2.2982647419
train_h0_max_x_max_u: 1.0
train_h0_max_x_mean_u: 0.998607873917
train_h0_max_x_min_u: 0.986239254475
train_h0_mean_x_max_u: 0.612663388252
train_h0_mean_x_mean_u: 0.495246320963
train_h0_mean_x_min_u: 0.379236757755
train_h0_min_x_max_u: 0.0190186630934
train_h0_min_x_mean_u: 0.0020878133364
train_h0_min_x_min_u: 5.27352548565e-15
train_h0_range_x_max_u: 1.0
train_h0_range_x_mean_u: 0.996520042419
train_h0_range_x_min_u: 0.979669868946
train_h0_row_norms_max: 16.1919155121
train_h0_row_norms_mean: 12.4628677368
train_h0_row_norms_min: 8.88022899628
train_objective: 0.133277356625
train_y_col_norms_max: 7.4663734436
train_y_col_norms_mean: 5.96640300751
train_y_col_norms_min: 4.24767827988
train_y_max_max_class: 0.993806183338
train_y_mean_max_class: 0.895736217499
train_y_min_max_class: 0.337296783924
train_y_misclass: 0.010603829287
train_y_nll: 0.133277356625
train_y_row_norms_max: 7.85054397583
train_y_row_norms_mean: 5.91314649582
train_y_row_norms_min: 3.39376354218
training_seconds_this_epoch: 1.33538603783
valid_h0_col_norms_max: 6.41980075836
valid_h0_col_norms_mean: 4.654337883
valid_h0_col_norms_min: 2.2982647419
valid_h0_max_x_max_u: 1.0
valid_h0_max_x_mean_u: 0.998604893684
valid_h0_max_x_min_u: 0.986531198025
valid_h0_mean_x_max_u: 0.618473947048
valid_h0_mean_x_mean_u: 0.495634257793
valid_h0_mean_x_min_u: 0.382002562284
valid_h0_min_x_max_u: 0.0163864530623
valid_h0_min_x_mean_u: 0.00216022529639
valid_h0_min_x_min_u: 3.69928595406e-15
valid_h0_range_x_max_u: 1.0
valid_h0_range_x_mean_u: 0.996444702148
valid_h0_range_x_min_u: 0.976199626923
valid_h0_row_norms_max: 16.1919155121
valid_h0_row_norms_mean: 12.4628667831
valid_h0_row_norms_min: 8.88022899628
valid_objective: 0.132256001234
valid_y_col_norms_max: 7.46637296677
valid_y_col_norms_mean: 5.96640253067
valid_y_col_norms_min: 4.24767780304
valid_y_max_max_class: 0.993588447571
valid_y_mean_max_class: 0.894096314907
valid_y_min_max_class: 0.360335320234
valid_y_misclass: 0.00824742298573
valid_y_nll: 0.132256001234
valid_y_row_norms_max: 7.85054397583
valid_y_row_norms_mean: 5.91314697266
valid_y_row_norms_min: 3.39376330376
Time this epoch: 1.311444 seconds
Monitoring step:
Epochs seen: 5
Batches seen: 10
Examples seen: 67900
ave_grad_mult: 18.9257831573
ave_grad_size: 0.162554100156
ave_step_size: 4.73780727386
test_h0_col_norms_max: 6.93692016602
test_h0_col_norms_mean: 4.94304037094
test_h0_col_norms_min: 2.39985799789
test_h0_max_x_max_u: 1.0
test_h0_max_x_mean_u: 0.998855113983
test_h0_max_x_min_u: 0.989030301571
test_h0_mean_x_max_u: 0.613490641117
test_h0_mean_x_mean_u: 0.495645701885
test_h0_mean_x_min_u: 0.383449703455
test_h0_min_x_max_u: 0.0134571045637
test_h0_min_x_mean_u: 0.00174982508179
test_h0_min_x_min_u: 8.83119886e-16
test_h0_range_x_max_u: 1.0
test_h0_range_x_mean_u: 0.997105240822
test_h0_range_x_min_u: 0.975573182106
test_h0_row_norms_max: 17.2049541473
test_h0_row_norms_mean: 13.2110128403
test_h0_row_norms_min: 9.12826347351
test_objective: 0.0878561362624
test_y_col_norms_max: 7.94743299484
test_y_col_norms_mean: 6.35983276367
test_y_col_norms_min: 4.53858184814
test_y_max_max_class: 0.995761573315
test_y_mean_max_class: 0.924102783203
test_y_min_max_class: 0.348057717085
test_y_misclass: 0.00378006882966
test_y_nll: 0.0878561362624
test_y_row_norms_max: 8.50674629211
test_y_row_norms_mean: 6.30471801758
test_y_row_norms_min: 3.60042142868
total_seconds_last_epoch: 1.42788887024
train_h0_col_norms_max: 6.93692064285
train_h0_col_norms_mean: 4.94304037094
train_h0_col_norms_min: 2.39985799789
train_h0_max_x_max_u: 1.0
train_h0_max_x_mean_u: 0.998866558075
train_h0_max_x_min_u: 0.987830936909
train_h0_mean_x_max_u: 0.60934472084
train_h0_mean_x_mean_u: 0.495024293661
train_h0_mean_x_min_u: 0.377756536007
train_h0_min_x_max_u: 0.0146829271689
train_h0_min_x_mean_u: 0.00158763886429
train_h0_min_x_min_u: 8.31573166599e-16
train_h0_range_x_max_u: 1.0
train_h0_range_x_mean_u: 0.997279047966
train_h0_range_x_min_u: 0.983471214771
train_h0_row_norms_max: 17.2049541473
train_h0_row_norms_mean: 13.2110137939
train_h0_row_norms_min: 9.12826347351
train_objective: 0.0920865163207
train_y_col_norms_max: 7.94743394852
train_y_col_norms_mean: 6.35983276367
train_y_col_norms_min: 4.53858184814
train_y_max_max_class: 0.995782494545
train_y_mean_max_class: 0.924111962318
train_y_min_max_class: 0.348244935274
train_y_misclass: 0.00714285671711
train_y_nll: 0.0920865163207
train_y_row_norms_max: 8.50674724579
train_y_row_norms_mean: 6.30471801758
train_y_row_norms_min: 3.60042142868
training_seconds_this_epoch: 1.31144404411
valid_h0_col_norms_max: 6.93692016602
valid_h0_col_norms_mean: 4.94304037094
valid_h0_col_norms_min: 2.39985799789
valid_h0_max_x_max_u: 1.0
valid_h0_max_x_mean_u: 0.998885095119
valid_h0_max_x_min_u: 0.989035964012
valid_h0_mean_x_max_u: 0.615318596363
valid_h0_mean_x_mean_u: 0.495461434126
valid_h0_mean_x_min_u: 0.380670845509
valid_h0_min_x_max_u: 0.0124073037878
valid_h0_min_x_mean_u: 0.00169543724041
valid_h0_min_x_min_u: 5.71949627331e-16
valid_h0_range_x_max_u: 1.0
valid_h0_range_x_mean_u: 0.997189760208
valid_h0_range_x_min_u: 0.978448033333
valid_h0_row_norms_max: 17.2049541473
valid_h0_row_norms_mean: 13.2110128403
valid_h0_row_norms_min: 9.12826347351
valid_objective: 0.0908736884594
valid_y_col_norms_max: 7.94743299484
valid_y_col_norms_mean: 6.35983276367
valid_y_col_norms_min: 4.53858184814
valid_y_max_max_class: 0.995742619038
valid_y_mean_max_class: 0.923412144184
valid_y_min_max_class: 0.348034083843
valid_y_misclass: 0.00618556700647
valid_y_nll: 0.0908736884594
valid_y_row_norms_max: 8.50674629211
valid_y_row_norms_mean: 6.30471801758
valid_y_row_norms_min: 3.60042142868
Time this epoch: 1.680422 seconds
Monitoring step:
Epochs seen: 6
Batches seen: 12
Examples seen: 81480
ave_grad_mult: 17.6375331879
ave_grad_size: 0.136624887586
ave_step_size: 3.91687583923
test_h0_col_norms_max: 7.38406229019
test_h0_col_norms_mean: 5.17957782745
test_h0_col_norms_min: 2.48105287552
test_h0_max_x_max_u: 1.0
test_h0_max_x_mean_u: 0.998972415924
test_h0_max_x_min_u: 0.990217208862
test_h0_mean_x_max_u: 0.619544863701
test_h0_mean_x_mean_u: 0.494981259108
test_h0_mean_x_min_u: 0.383445978165
test_h0_min_x_max_u: 0.0125406915322
test_h0_min_x_mean_u: 0.00147283333354
test_h0_min_x_min_u: 2.03625542615e-16
test_h0_range_x_max_u: 1.0
test_h0_range_x_mean_u: 0.997499704361
test_h0_range_x_min_u: 0.977676510811
test_h0_row_norms_max: 18.0131015778
test_h0_row_norms_mean: 13.8250026703
test_h0_row_norms_min: 9.35947322845
test_objective: 0.0639808699489
test_y_col_norms_max: 8.34664535522
test_y_col_norms_mean: 6.67823171616
test_y_col_norms_min: 4.76476383209
test_y_max_max_class: 0.99578499794
test_y_mean_max_class: 0.944358885288
test_y_min_max_class: 0.422759920359
test_y_misclass: 0.00343642616645
test_y_nll: 0.0639808699489
test_y_row_norms_max: 9.02852249146
test_y_row_norms_mean: 6.62207603455
test_y_row_norms_min: 3.76740479469
total_seconds_last_epoch: 1.39779305458
train_h0_col_norms_max: 7.38406276703
train_h0_col_norms_mean: 5.17957782745
train_h0_col_norms_min: 2.48105287552
train_h0_max_x_max_u: 1.0
train_h0_max_x_mean_u: 0.998971939087
train_h0_max_x_min_u: 0.988648235798
train_h0_mean_x_max_u: 0.612410604954
train_h0_mean_x_mean_u: 0.494371443987
train_h0_mean_x_min_u: 0.377840280533
train_h0_min_x_max_u: 0.0119762662798
train_h0_min_x_mean_u: 0.00130638596602
train_h0_min_x_min_u: 1.91320589111e-16
train_h0_range_x_max_u: 1.0
train_h0_range_x_mean_u: 0.997665464878
train_h0_range_x_min_u: 0.984170556068
train_h0_row_norms_max: 18.0131015778
train_h0_row_norms_mean: 13.8250026703
train_h0_row_norms_min: 9.35947322845
train_objective: 0.0672836005688
train_y_col_norms_max: 8.34664535522
train_y_col_norms_mean: 6.67823171616
train_y_col_norms_min: 4.76476383209
train_y_max_max_class: 0.996163070202
train_y_mean_max_class: 0.944423019886
train_y_min_max_class: 0.422759890556
train_y_misclass: 0.00559646543115
train_y_nll: 0.0672836005688
train_y_row_norms_max: 9.02852344513
train_y_row_norms_mean: 6.62207603455
train_y_row_norms_min: 3.76740503311
training_seconds_this_epoch: 1.68042194843
valid_h0_col_norms_max: 7.38406229019
valid_h0_col_norms_mean: 5.17957782745
valid_h0_col_norms_min: 2.48105287552
valid_h0_max_x_max_u: 1.0
valid_h0_max_x_mean_u: 0.99899995327
valid_h0_max_x_min_u: 0.990221321583
valid_h0_mean_x_max_u: 0.612275660038
valid_h0_mean_x_mean_u: 0.494827181101
valid_h0_mean_x_min_u: 0.380949735641
valid_h0_min_x_max_u: 0.0110831772909
valid_h0_min_x_mean_u: 0.00142892810982
valid_h0_min_x_min_u: 1.29601229007e-16
valid_h0_range_x_max_u: 1.0
valid_h0_range_x_mean_u: 0.997571051121
valid_h0_range_x_min_u: 0.979663431644
valid_h0_row_norms_max: 18.0131015778
valid_h0_row_norms_mean: 13.8250026703
valid_h0_row_norms_min: 9.35947322845
valid_objective: 0.066491574049
valid_y_col_norms_max: 8.34664535522
valid_y_col_norms_mean: 6.67823171616
valid_y_col_norms_min: 4.76476383209
valid_y_max_max_class: 0.996046364307
valid_y_mean_max_class: 0.94378554821
valid_y_min_max_class: 0.422759920359
valid_y_misclass: 0.00515463901684
valid_y_nll: 0.066491574049
valid_y_row_norms_max: 9.02852249146
valid_y_row_norms_mean: 6.62207603455
valid_y_row_norms_min: 3.76740479469
Time this epoch: 1.404910 seconds
Monitoring step:
Epochs seen: 7
Batches seen: 14
Examples seen: 95060
ave_grad_mult: 17.1878585815
ave_grad_size: 0.114569269121
ave_step_size: 3.24519062042
test_h0_col_norms_max: 7.8514084816
test_h0_col_norms_mean: 5.42807722092
test_h0_col_norms_min: 2.56439304352
test_h0_max_x_max_u: 1.0
test_h0_max_x_mean_u: 0.999088346958
test_h0_max_x_min_u: 0.991467416286
test_h0_mean_x_max_u: 0.62827283144
test_h0_mean_x_mean_u: 0.494684785604
test_h0_mean_x_min_u: 0.379737913609
test_h0_min_x_max_u: 0.0108574824408
test_h0_min_x_mean_u: 0.00115592998918
test_h0_min_x_min_u: 4.44976053346e-17
test_h0_range_x_max_u: 1.0
test_h0_range_x_mean_u: 0.997932434082
test_h0_range_x_min_u: 0.980609953403
test_h0_row_norms_max: 18.8517799377
test_h0_row_norms_mean: 14.4705648422
test_h0_row_norms_min: 9.60171508789
test_objective: 0.0446190908551
test_y_col_norms_max: 9.03232002258
test_y_col_norms_mean: 7.01152849197
test_y_col_norms_min: 5.064412117
test_y_max_max_class: 0.996899902821
test_y_mean_max_class: 0.958819925785
test_y_min_max_class: 0.340852886438
test_y_misclass: 0.00309278350323
test_y_nll: 0.0446190908551
test_y_row_norms_max: 9.58613300323
test_y_row_norms_mean: 6.95408391953
test_y_row_norms_min: 3.94243741035
total_seconds_last_epoch: 1.79897201061
train_h0_col_norms_max: 7.85140895844
train_h0_col_norms_mean: 5.42807769775
train_h0_col_norms_min: 2.56439304352
train_h0_max_x_max_u: 1.0
train_h0_max_x_mean_u: 0.999073266983
train_h0_max_x_min_u: 0.989306151867
train_h0_mean_x_max_u: 0.6204251647
train_h0_mean_x_mean_u: 0.494090139866
train_h0_mean_x_min_u: 0.379051566124
train_h0_min_x_max_u: 0.00931683182716
train_h0_min_x_mean_u: 0.0010183166014
train_h0_min_x_min_u: 4.17151649686e-17
train_h0_range_x_max_u: 1.0
train_h0_range_x_mean_u: 0.998054981232
train_h0_range_x_min_u: 0.985487937927
train_h0_row_norms_max: 18.8517799377
train_h0_row_norms_mean: 14.4705657959
train_h0_row_norms_min: 9.60171604156
train_objective: 0.0471306480467
train_y_col_norms_max: 9.03232002258
train_y_col_norms_mean: 7.01152801514
train_y_col_norms_min: 5.064412117
train_y_max_max_class: 0.997202992439
train_y_mean_max_class: 0.958082199097
train_y_min_max_class: 0.332601189613
train_y_misclass: 0.00390279828571
train_y_nll: 0.0471306480467
train_y_row_norms_max: 9.58613300323
train_y_row_norms_mean: 6.95408439636
train_y_row_norms_min: 3.94243764877
training_seconds_this_epoch: 1.40490996838
valid_h0_col_norms_max: 7.8514084816
valid_h0_col_norms_mean: 5.42807722092
valid_h0_col_norms_min: 2.56439304352
valid_h0_max_x_max_u: 1.0
valid_h0_max_x_mean_u: 0.999113082886
valid_h0_max_x_min_u: 0.991319537163
valid_h0_mean_x_max_u: 0.621026873589
valid_h0_mean_x_mean_u: 0.494560271502
valid_h0_mean_x_min_u: 0.378941744566
valid_h0_min_x_max_u: 0.0108885299414
valid_h0_min_x_mean_u: 0.00115270435344
valid_h0_min_x_min_u: 2.7820089086e-17
valid_h0_range_x_max_u: 1.0
valid_h0_range_x_mean_u: 0.997960448265
valid_h0_range_x_min_u: 0.980581343174
valid_h0_row_norms_max: 18.8517799377
valid_h0_row_norms_mean: 14.4705648422
valid_h0_row_norms_min: 9.60171508789
valid_objective: 0.046676017344
valid_y_col_norms_max: 9.03232002258
valid_y_col_norms_mean: 7.01152849197
valid_y_col_norms_min: 5.064412117
valid_y_max_max_class: 0.997110009193
valid_y_mean_max_class: 0.957248926163
valid_y_min_max_class: 0.340852886438
valid_y_misclass: 0.00412371149287
valid_y_nll: 0.046676017344
valid_y_row_norms_max: 9.58613300323
valid_y_row_norms_mean: 6.95408391953
valid_y_row_norms_min: 3.94243741035
Time this epoch: 1.485113 seconds
Monitoring step:
Epochs seen: 8
Batches seen: 16
Examples seen: 108640
ave_grad_mult: 17.557258606
ave_grad_size: 0.0957726761699
ave_step_size: 2.69241595268
test_h0_col_norms_max: 8.28729820251
test_h0_col_norms_mean: 5.66446876526
test_h0_col_norms_min: 2.64033579826
test_h0_max_x_max_u: 1.0
test_h0_max_x_mean_u: 0.999205231667
test_h0_max_x_min_u: 0.992037713528
test_h0_mean_x_max_u: 0.631649851799
test_h0_mean_x_mean_u: 0.494413971901
test_h0_mean_x_min_u: 0.373730897903
test_h0_min_x_max_u: 0.00952404178679
test_h0_min_x_mean_u: 0.000971970730461
test_h0_min_x_min_u: 1.03892644166e-17
test_h0_range_x_max_u: 1.0
test_h0_range_x_mean_u: 0.998233258724
test_h0_range_x_min_u: 0.982886850834
test_h0_row_norms_max: 19.6763534546
test_h0_row_norms_mean: 15.0882673264
test_h0_row_norms_min: 9.84712123871
test_objective: 0.0311106555164
test_y_col_norms_max: 9.6840763092
test_y_col_norms_mean: 7.32844686508
test_y_col_norms_min: 5.18711853027
test_y_max_max_class: 0.997569561005
test_y_mean_max_class: 0.970602273941
test_y_min_max_class: 0.474620252848
test_y_misclass: 0.000687285210006
test_y_nll: 0.0311106555164
test_y_row_norms_max: 10.1210250854
test_y_row_norms_mean: 7.27014112473
test_y_row_norms_min: 4.10481309891
total_seconds_last_epoch: 1.49277102947
train_h0_col_norms_max: 8.28729820251
train_h0_col_norms_mean: 5.66446876526
train_h0_col_norms_min: 2.64033579826
train_h0_max_x_max_u: 1.0
train_h0_max_x_mean_u: 0.99918115139
train_h0_max_x_min_u: 0.990349113941
train_h0_mean_x_max_u: 0.623615264893
train_h0_mean_x_mean_u: 0.493825048208
train_h0_mean_x_min_u: 0.375827461481
train_h0_min_x_max_u: 0.00799194630235
train_h0_min_x_mean_u: 0.000849658390507
train_h0_min_x_min_u: 9.71798170689e-18
train_h0_range_x_max_u: 1.0
train_h0_range_x_mean_u: 0.998331606388
train_h0_range_x_min_u: 0.987289488316
train_h0_row_norms_max: 19.6763553619
train_h0_row_norms_mean: 15.08826828
train_h0_row_norms_min: 9.84712123871
train_objective: 0.0331008732319
train_y_col_norms_max: 9.68407726288
train_y_col_norms_mean: 7.32844638824
train_y_col_norms_min: 5.18711853027
train_y_max_max_class: 0.997830152512
train_y_mean_max_class: 0.969960451126
train_y_min_max_class: 0.433692395687
train_y_misclass: 0.000957290118095
train_y_nll: 0.0331008732319
train_y_row_norms_max: 10.1210250854
train_y_row_norms_mean: 7.27014160156
train_y_row_norms_min: 4.10481309891
training_seconds_this_epoch: 1.48511302471
valid_h0_col_norms_max: 8.28729820251
valid_h0_col_norms_mean: 5.66446876526
valid_h0_col_norms_min: 2.64033579826
valid_h0_max_x_max_u: 1.0
valid_h0_max_x_mean_u: 0.999189972878
valid_h0_max_x_min_u: 0.991714298725
valid_h0_mean_x_max_u: 0.624462306499
valid_h0_mean_x_mean_u: 0.494294017553
valid_h0_mean_x_min_u: 0.373169928789
valid_h0_min_x_max_u: 0.00978464726359
valid_h0_min_x_mean_u: 0.000971198140178
valid_h0_min_x_min_u: 6.38159957776e-18
valid_h0_range_x_max_u: 1.0
valid_h0_range_x_mean_u: 0.998218774796
valid_h0_range_x_min_u: 0.982627570629
valid_h0_row_norms_max: 19.6763534546
valid_h0_row_norms_mean: 15.0882673264
valid_h0_row_norms_min: 9.84712123871
valid_objective: 0.0327051617205
valid_y_col_norms_max: 9.6840763092
valid_y_col_norms_mean: 7.32844686508
valid_y_col_norms_min: 5.18711853027
valid_y_max_max_class: 0.997750818729
valid_y_mean_max_class: 0.969347059727
valid_y_min_max_class: 0.474620252848
valid_y_misclass: 0.000687285210006
valid_y_nll: 0.0327051617205
valid_y_row_norms_max: 10.1210250854
valid_y_row_norms_mean: 7.27014112473
valid_y_row_norms_min: 4.10481309891
Time this epoch: 1.356207 seconds
Monitoring step:
Epochs seen: 9
Batches seen: 18
Examples seen: 122220
ave_grad_mult: 19.5996685028
ave_grad_size: 0.0799123197794
ave_step_size: 2.24436545372
test_h0_col_norms_max: 8.76061725616
test_h0_col_norms_mean: 5.92407417297
test_h0_col_norms_min: 2.72436022758
test_h0_max_x_max_u: 1.0
test_h0_max_x_mean_u: 0.999336540699
test_h0_max_x_min_u: 0.992653429508
test_h0_mean_x_max_u: 0.631788730621
test_h0_mean_x_mean_u: 0.493859946728
test_h0_mean_x_min_u: 0.368308961391
test_h0_min_x_max_u: 0.00706520676613
test_h0_min_x_mean_u: 0.000782008981332
test_h0_min_x_min_u: 2.08809875597e-18
test_h0_range_x_max_u: 1.0
test_h0_range_x_mean_u: 0.998554587364
test_h0_range_x_min_u: 0.986794173717
test_h0_row_norms_max: 20.7285785675
test_h0_row_norms_mean: 15.7678155899
test_h0_row_norms_min: 10.1227312088
test_objective: 0.0209781415761
test_y_col_norms_max: 10.3408069611
test_y_col_norms_mean: 7.67506837845
test_y_col_norms_min: 5.41769075394
test_y_max_max_class: 0.999428987503
test_y_mean_max_class: 0.980099737644
test_y_min_max_class: 0.424247533083
test_y_misclass: 0.000343642605003
test_y_nll: 0.0209781415761
test_y_row_norms_max: 10.7186498642
test_y_row_norms_mean: 7.61705636978
test_y_row_norms_min: 4.29019546509
total_seconds_last_epoch: 1.58122098446
train_h0_col_norms_max: 8.76061725616
train_h0_col_norms_mean: 5.92407464981
train_h0_col_norms_min: 2.72436022758
train_h0_max_x_max_u: 1.0
train_h0_max_x_mean_u: 0.999315619469
train_h0_max_x_min_u: 0.991443097591
train_h0_mean_x_max_u: 0.625355362892
train_h0_mean_x_mean_u: 0.493241220713
train_h0_mean_x_min_u: 0.370916545391
train_h0_min_x_max_u: 0.00667292205617
train_h0_min_x_mean_u: 0.000694856455084
train_h0_min_x_min_u: 1.94846549869e-18
train_h0_range_x_max_u: 1.0
train_h0_range_x_mean_u: 0.99862074852
train_h0_range_x_min_u: 0.989411711693
train_h0_row_norms_max: 20.7285785675
train_h0_row_norms_mean: 15.7678165436
train_h0_row_norms_min: 10.1227312088
train_objective: 0.0229835733771
train_y_col_norms_max: 10.3408069611
train_y_col_norms_mean: 7.67506885529
train_y_col_norms_min: 5.41769075394
train_y_max_max_class: 0.999491512775
train_y_mean_max_class: 0.979426324368
train_y_min_max_class: 0.42355248332
train_y_misclass: 0.0010309277568
train_y_nll: 0.0229835733771
train_y_row_norms_max: 10.7186508179
train_y_row_norms_mean: 7.61705732346
train_y_row_norms_min: 4.29019594193
training_seconds_this_epoch: 1.35620701313
valid_h0_col_norms_max: 8.76061725616
valid_h0_col_norms_mean: 5.92407417297
valid_h0_col_norms_min: 2.72436022758
valid_h0_max_x_max_u: 1.0
valid_h0_max_x_mean_u: 0.999299943447
valid_h0_max_x_min_u: 0.992376565933
valid_h0_mean_x_max_u: 0.62454944849
valid_h0_mean_x_mean_u: 0.493699520826
valid_h0_mean_x_min_u: 0.367922157049
valid_h0_min_x_max_u: 0.00754646584392
valid_h0_min_x_mean_u: 0.000779815774877
valid_h0_min_x_min_u: 1.25793998302e-18
valid_h0_range_x_max_u: 1.0
valid_h0_range_x_mean_u: 0.99852013588
valid_h0_range_x_min_u: 0.986633121967
valid_h0_row_norms_max: 20.7285785675
valid_h0_row_norms_mean: 15.7678155899
valid_h0_row_norms_min: 10.1227312088
valid_objective: 0.0222925432026
valid_y_col_norms_max: 10.3408069611
valid_y_col_norms_mean: 7.67506837845
valid_y_col_norms_min: 5.41769075394
valid_y_max_max_class: 0.999473631382
valid_y_mean_max_class: 0.979044914246
valid_y_min_max_class: 0.424247533083
valid_y_misclass: 0.000343642605003
valid_y_nll: 0.0222925432026
valid_y_row_norms_max: 10.7186498642
valid_y_row_norms_mean: 7.61705636978
valid_y_row_norms_min: 4.29019546509
Time this epoch: 1.311814 seconds
Monitoring step:
Epochs seen: 10
Batches seen: 20
Examples seen: 135800
ave_grad_mult: 22.4137973785
ave_grad_size: 0.0664715245366
ave_step_size: 1.87220489979
test_h0_col_norms_max: 9.16627311707
test_h0_col_norms_mean: 6.14235782623
test_h0_col_norms_min: 2.79840111732
test_h0_max_x_max_u: 1.0
test_h0_max_x_mean_u: 0.999397873878
test_h0_max_x_min_u: 0.992285728455
test_h0_mean_x_max_u: 0.631160020828
test_h0_mean_x_mean_u: 0.493343055248
test_h0_mean_x_min_u: 0.363222777843
test_h0_min_x_max_u: 0.00647501973435
test_h0_min_x_mean_u: 0.000660592631903
test_h0_min_x_min_u: 5.46611547027e-19
test_h0_range_x_max_u: 1.0
test_h0_range_x_mean_u: 0.9987372756
test_h0_range_x_min_u: 0.988796830177
test_h0_row_norms_max: 21.5981349945
test_h0_row_norms_mean: 16.3391952515
test_h0_row_norms_min: 10.3798084259
test_objective: 0.014665751718
test_y_col_norms_max: 10.8979959488
test_y_col_norms_mean: 7.96779966354
test_y_col_norms_min: 5.46180820465
test_y_max_max_class: 0.998819112778
test_y_mean_max_class: 0.985891103745
test_y_min_max_class: 0.580395162106
test_y_misclass: 0.0
test_y_nll: 0.014665751718
test_y_row_norms_max: 11.2338504791
test_y_row_norms_mean: 7.91070556641
test_y_row_norms_min: 4.45572423935
total_seconds_last_epoch: 1.45738005638
train_h0_col_norms_max: 9.16627311707
train_h0_col_norms_mean: 6.14235782623
train_h0_col_norms_min: 2.79840135574
train_h0_max_x_max_u: 1.0
train_h0_max_x_mean_u: 0.999384820461
train_h0_max_x_min_u: 0.991549432278
train_h0_mean_x_max_u: 0.627930104733
train_h0_mean_x_mean_u: 0.492753982544
train_h0_mean_x_min_u: 0.365905433893
train_h0_min_x_max_u: 0.00588711351156
train_h0_min_x_mean_u: 0.000596133992076
train_h0_min_x_min_u: 5.09085309466e-19
train_h0_range_x_max_u: 1.0
train_h0_range_x_mean_u: 0.998788714409
train_h0_range_x_min_u: 0.990700960159
train_h0_row_norms_max: 21.5981349945
train_h0_row_norms_mean: 16.3391971588
train_h0_row_norms_min: 10.3798084259
train_objective: 0.0160221271217
train_y_col_norms_max: 10.8979978561
train_y_col_norms_mean: 7.96780014038
train_y_col_norms_min: 5.46180868149
train_y_max_max_class: 0.998960375786
train_y_mean_max_class: 0.985268354416
train_y_min_max_class: 0.511931777
train_y_misclass: 0.000294550787657
train_y_nll: 0.0160221271217
train_y_row_norms_max: 11.2338514328
train_y_row_norms_mean: 7.91070604324
train_y_row_norms_min: 4.45572423935
training_seconds_this_epoch: 1.31181395054
valid_h0_col_norms_max: 9.16627311707
valid_h0_col_norms_mean: 6.14235782623
valid_h0_col_norms_min: 2.79840111732
valid_h0_max_x_max_u: 1.0
valid_h0_max_x_mean_u: 0.999366998672
valid_h0_max_x_min_u: 0.992023944855
valid_h0_mean_x_max_u: 0.623823523521
valid_h0_mean_x_mean_u: 0.493180304766
valid_h0_mean_x_min_u: 0.362972617149
valid_h0_min_x_max_u: 0.00692768255249
valid_h0_min_x_mean_u: 0.000657837255858
valid_h0_min_x_min_u: 3.24269482577e-19
valid_h0_range_x_max_u: 1.0
valid_h0_range_x_mean_u: 0.998709082603
valid_h0_range_x_min_u: 0.988660633564
valid_h0_row_norms_max: 21.5981349945
valid_h0_row_norms_mean: 16.3391952515
valid_h0_row_norms_min: 10.3798084259
valid_objective: 0.0155597859994
valid_y_col_norms_max: 10.8979959488
valid_y_col_norms_mean: 7.96779966354
valid_y_col_norms_min: 5.46180820465
valid_y_max_max_class: 0.998918116093
valid_y_mean_max_class: 0.985092043877
valid_y_min_max_class: 0.487904042006
valid_y_misclass: 0.0
valid_y_nll: 0.0155597859994
valid_y_row_norms_max: 11.2338504791
valid_y_row_norms_mean: 7.91070556641
valid_y_row_norms_min: 4.45572423935
Time this epoch: 1.822552 seconds
Monitoring step:
Epochs seen: 11
Batches seen: 22
Examples seen: 149380
ave_grad_mult: 25.8935813904
ave_grad_size: 0.0552512444556
ave_step_size: 1.56692409515
test_h0_col_norms_max: 9.52697849274
test_h0_col_norms_mean: 6.33942890167
test_h0_col_norms_min: 2.86025977135
test_h0_max_x_max_u: 1.0
test_h0_max_x_mean_u: 0.999430835247
test_h0_max_x_min_u: 0.991285562515
test_h0_mean_x_max_u: 0.634014189243
test_h0_mean_x_mean_u: 0.492836654186
test_h0_mean_x_min_u: 0.356238931417
test_h0_min_x_max_u: 0.00559286819771
test_h0_min_x_mean_u: 0.000558131316211
test_h0_min_x_min_u: 1.65173945031e-19
test_h0_range_x_max_u: 1.0
test_h0_range_x_mean_u: 0.998872697353
test_h0_range_x_min_u: 0.991258144379
test_h0_row_norms_max: 22.4181594849
test_h0_row_norms_mean: 16.8537273407
test_h0_row_norms_min: 10.5910930634
test_objective: 0.0110283661634
test_y_col_norms_max: 11.3999423981
test_y_col_norms_mean: 8.23276233673
test_y_col_norms_min: 5.55913496017
test_y_max_max_class: 0.999008059502
test_y_mean_max_class: 0.989235818386
test_y_min_max_class: 0.688693344593
test_y_misclass: 0.0
test_y_nll: 0.0110283661634
test_y_row_norms_max: 11.7213602066
test_y_row_norms_mean: 8.17752552032
test_y_row_norms_min: 4.60189056396
total_seconds_last_epoch: 1.40147995949
train_h0_col_norms_max: 9.52697849274
train_h0_col_norms_mean: 6.33942890167
train_h0_col_norms_min: 2.86025977135
train_h0_max_x_max_u: 1.0
train_h0_max_x_mean_u: 0.999446868896
train_h0_max_x_min_u: 0.992225706577
train_h0_mean_x_max_u: 0.639913260937
train_h0_mean_x_mean_u: 0.492248892784
train_h0_mean_x_min_u: 0.358978778124
train_h0_min_x_max_u: 0.0050289798528
train_h0_min_x_mean_u: 0.00052637088811
train_h0_min_x_min_u: 1.5355864902e-19
train_h0_range_x_max_u: 1.0
train_h0_range_x_mean_u: 0.998920559883
train_h0_range_x_min_u: 0.991812169552
train_h0_row_norms_max: 22.4181594849
train_h0_row_norms_mean: 16.8537273407
train_h0_row_norms_min: 10.5910930634
train_objective: 0.0115736396983
train_y_col_norms_max: 11.3999433517
train_y_col_norms_mean: 8.23276233673
train_y_col_norms_min: 5.55913496017
train_y_max_max_class: 0.999070048332
train_y_mean_max_class: 0.988801598549
train_y_min_max_class: 0.512446820736
train_y_misclass: 0.0
train_y_nll: 0.0115736396983
train_y_row_norms_max: 11.7213611603
train_y_row_norms_mean: 8.17752552032
train_y_row_norms_min: 4.6018910408
training_seconds_this_epoch: 1.82255196571
valid_h0_col_norms_max: 9.52697849274
valid_h0_col_norms_mean: 6.33942890167
valid_h0_col_norms_min: 2.86025977135
valid_h0_max_x_max_u: 1.0
valid_h0_max_x_mean_u: 0.999404609203
valid_h0_max_x_min_u: 0.991065382957
valid_h0_mean_x_max_u: 0.631394505501
valid_h0_mean_x_mean_u: 0.492639034986
valid_h0_mean_x_min_u: 0.35610345006
valid_h0_min_x_max_u: 0.00599426450208
valid_h0_min_x_mean_u: 0.000553653808311
valid_h0_min_x_min_u: 9.65725157973e-20
valid_h0_range_x_max_u: 1.0
valid_h0_range_x_mean_u: 0.998850882053
valid_h0_range_x_min_u: 0.99104309082
valid_h0_row_norms_max: 22.4181594849
valid_h0_row_norms_mean: 16.8537273407
valid_h0_row_norms_min: 10.5910930634
valid_objective: 0.0119368834421
valid_y_col_norms_max: 11.3999423981
valid_y_col_norms_mean: 8.23276233673
valid_y_col_norms_min: 5.55913496017
valid_y_max_max_class: 0.999021887779
valid_y_mean_max_class: 0.988425254822
valid_y_min_max_class: 0.595729529858
valid_y_misclass: 0.0
valid_y_nll: 0.0119368834421
valid_y_row_norms_max: 11.7213602066
valid_y_row_norms_mean: 8.17752552032
valid_y_row_norms_min: 4.60189056396
Time this epoch: 1.415516 seconds
Monitoring step:
Epochs seen: 12
Batches seen: 24
Examples seen: 162960
ave_grad_mult: 32.0233192444
ave_grad_size: 0.045830052346
ave_step_size: 1.31684112549
test_h0_col_norms_max: 9.90376186371
test_h0_col_norms_mean: 6.54222297668
test_h0_col_norms_min: 2.92846798897
test_h0_max_x_max_u: 1.0
test_h0_max_x_mean_u: 0.999464809895
test_h0_max_x_min_u: 0.990961194038
test_h0_mean_x_max_u: 0.630604863167
test_h0_mean_x_mean_u: 0.492322146893
test_h0_mean_x_min_u: 0.350226044655
test_h0_min_x_max_u: 0.0049525606446
test_h0_min_x_mean_u: 0.000534604536369
test_h0_min_x_min_u: 4.5902856517e-20
test_h0_range_x_max_u: 1.0
test_h0_range_x_mean_u: 0.998930156231
test_h0_range_x_min_u: 0.990951061249
test_h0_row_norms_max: 23.1966266632
test_h0_row_norms_mean: 17.3876132965
test_h0_row_norms_min: 10.8113327026
test_objective: 0.00750502292067
test_y_col_norms_max: 11.9120645523
test_y_col_norms_mean: 8.50857162476
test_y_col_norms_min: 5.67657518387
test_y_max_max_class: 0.999376296997
test_y_mean_max_class: 0.99271863699
test_y_min_max_class: 0.582082867622
test_y_misclass: 0.0
test_y_nll: 0.00750502292067
test_y_row_norms_max: 12.2053632736
test_y_row_norms_mean: 8.45337581635
test_y_row_norms_min: 4.75715255737
total_seconds_last_epoch: 1.90222394466
train_h0_col_norms_max: 9.90376186371
train_h0_col_norms_mean: 6.54222297668
train_h0_col_norms_min: 2.92846822739
train_h0_max_x_max_u: 1.0
train_h0_max_x_mean_u: 0.999509572983
train_h0_max_x_min_u: 0.993218362331
train_h0_mean_x_max_u: 0.631585896015
train_h0_mean_x_mean_u: 0.491787940264
train_h0_mean_x_min_u: 0.353007495403
train_h0_min_x_max_u: 0.0046623069793
train_h0_min_x_mean_u: 0.000485368189402
train_h0_min_x_min_u: 4.25933747409e-20
train_h0_range_x_max_u: 1.0
train_h0_range_x_mean_u: 0.999024152756
train_h0_range_x_min_u: 0.992665529251
train_h0_row_norms_max: 23.1966266632
train_h0_row_norms_mean: 17.3876132965
train_h0_row_norms_min: 10.8113327026
train_objective: 0.00857196096331
train_y_col_norms_max: 11.912065506
train_y_col_norms_mean: 8.50857162476
train_y_col_norms_min: 5.67657518387
train_y_max_max_class: 0.999403834343
train_y_mean_max_class: 0.992447018623
train_y_min_max_class: 0.511233329773
train_y_misclass: 0.000294550787657
train_y_nll: 0.00857196096331
train_y_row_norms_max: 12.2053642273
train_y_row_norms_mean: 8.45337677002
train_y_row_norms_min: 4.75715351105
training_seconds_this_epoch: 1.41551601887
valid_h0_col_norms_max: 9.90376186371
valid_h0_col_norms_mean: 6.54222297668
valid_h0_col_norms_min: 2.92846798897
valid_h0_max_x_max_u: 1.0
valid_h0_max_x_mean_u: 0.999444782734
valid_h0_max_x_min_u: 0.990796804428
valid_h0_mean_x_max_u: 0.623649418354
valid_h0_mean_x_mean_u: 0.492166489363
valid_h0_mean_x_min_u: 0.350183486938
valid_h0_min_x_max_u: 0.0049581034109
valid_h0_min_x_mean_u: 0.000522912712768
valid_h0_min_x_min_u: 2.6424229738e-20
valid_h0_range_x_max_u: 1.0
valid_h0_range_x_mean_u: 0.998921990395
valid_h0_range_x_min_u: 0.990788578987
valid_h0_row_norms_max: 23.1966266632
valid_h0_row_norms_mean: 17.3876132965
valid_h0_row_norms_min: 10.8113327026
valid_objective: 0.00827135425061
valid_y_col_norms_max: 11.9120645523
valid_y_col_norms_mean: 8.50857162476
valid_y_col_norms_min: 5.67657518387
valid_y_max_max_class: 0.999382138252
valid_y_mean_max_class: 0.992087543011
valid_y_min_max_class: 0.501953840256
valid_y_misclass: 0.000343642605003
valid_y_nll: 0.00827135425061
valid_y_row_norms_max: 12.2053632736
valid_y_row_norms_mean: 8.45337581635
valid_y_row_norms_min: 4.75715255737
Time this epoch: 1.319473 seconds
Monitoring step:
Epochs seen: 13
Batches seen: 26
Examples seen: 176540
ave_grad_mult: 40.6727714539
ave_grad_size: 0.0379623770714
ave_step_size: 1.11245465279
test_h0_col_norms_max: 10.2439346313
test_h0_col_norms_mean: 6.74060916901
test_h0_col_norms_min: 2.98988032341
test_h0_max_x_max_u: 1.0
test_h0_max_x_mean_u: 0.999481379986
test_h0_max_x_min_u: 0.989932954311
test_h0_mean_x_max_u: 0.634294271469
test_h0_mean_x_mean_u: 0.49160900712
test_h0_mean_x_min_u: 0.343921393156
test_h0_min_x_max_u: 0.00405907351524
test_h0_min_x_mean_u: 0.000438103859778
test_h0_min_x_min_u: 1.29611334078e-20
test_h0_range_x_max_u: 1.0
test_h0_range_x_mean_u: 0.999043285847
test_h0_range_x_min_u: 0.989923298359
test_h0_row_norms_max: 24.0032901764
test_h0_row_norms_mean: 17.9032440186
test_h0_row_norms_min: 11.0308494568
test_objective: 0.00539043638855
test_y_col_norms_max: 12.3894119263
test_y_col_norms_mean: 8.77553367615
test_y_col_norms_min: 5.93025922775
test_y_max_max_class: 0.999825239182
test_y_mean_max_class: 0.994674682617
test_y_min_max_class: 0.817628383636
test_y_misclass: 0.0
test_y_nll: 0.00539043638855
test_y_row_norms_max: 12.685716629
test_y_row_norms_mean: 8.72227287292
test_y_row_norms_min: 4.90641546249
total_seconds_last_epoch: 1.49385297298
train_h0_col_norms_max: 10.2439346313
train_h0_col_norms_mean: 6.74060916901
train_h0_col_norms_min: 2.98988080025
train_h0_max_x_max_u: 1.0
train_h0_max_x_mean_u: 0.999542951584
train_h0_max_x_min_u: 0.993278861046
train_h0_mean_x_max_u: 0.640269756317
train_h0_mean_x_mean_u: 0.491050690413
train_h0_mean_x_min_u: 0.346752285957
train_h0_min_x_max_u: 0.00414645019919
train_h0_min_x_mean_u: 0.000410313718021
train_h0_min_x_min_u: 1.2004171873e-20
train_h0_range_x_max_u: 1.0
train_h0_range_x_mean_u: 0.999132514
train_h0_range_x_min_u: 0.992934465408
train_h0_row_norms_max: 24.0032920837
train_h0_row_norms_mean: 17.9032440186
train_h0_row_norms_min: 11.0308504105
train_objective: 0.00566650554538
train_y_col_norms_max: 12.3894128799
train_y_col_norms_mean: 8.7755355835
train_y_col_norms_min: 5.93025922775
train_y_max_max_class: 0.999848544598
train_y_mean_max_class: 0.99445104599
train_y_min_max_class: 0.54743629694
train_y_misclass: 0.0
train_y_nll: 0.00566650554538
train_y_row_norms_max: 12.6857175827
train_y_row_norms_mean: 8.7222738266
train_y_row_norms_min: 4.90641546249
training_seconds_this_epoch: 1.31947302818
valid_h0_col_norms_max: 10.2439346313
valid_h0_col_norms_mean: 6.74060916901
valid_h0_col_norms_min: 2.98988032341
valid_h0_max_x_max_u: 1.0
valid_h0_max_x_mean_u: 0.999455034733
valid_h0_max_x_min_u: 0.989240169525
valid_h0_mean_x_max_u: 0.632369458675
valid_h0_mean_x_mean_u: 0.491419404745
valid_h0_mean_x_min_u: 0.343945294619
valid_h0_min_x_max_u: 0.00406356528401
valid_h0_min_x_mean_u: 0.000425595033448
valid_h0_min_x_min_u: 7.34757396267e-21
valid_h0_range_x_max_u: 1.0
valid_h0_range_x_mean_u: 0.999029457569
valid_h0_range_x_min_u: 0.989232540131
valid_h0_row_norms_max: 24.0032901764
valid_h0_row_norms_mean: 17.9032440186
valid_h0_row_norms_min: 11.0308494568
valid_objective: 0.0059073404409
valid_y_col_norms_max: 12.3894119263
valid_y_col_norms_mean: 8.77553367615
valid_y_col_norms_min: 5.93025922775
valid_y_max_max_class: 0.999841451645
valid_y_mean_max_class: 0.994191884995
valid_y_min_max_class: 0.716074645519
valid_y_misclass: 0.0
valid_y_nll: 0.0059073404409
valid_y_row_norms_max: 12.685716629
valid_y_row_norms_mean: 8.72227287292
valid_y_row_norms_min: 4.90641546249
Time this epoch: 1.202919 seconds
Monitoring step:
Epochs seen: 14
Batches seen: 28
Examples seen: 190120
ave_grad_mult: 53.1033630371
ave_grad_size: 0.0313519760966
ave_step_size: 0.941367924213
test_h0_col_norms_max: 10.6015892029
test_h0_col_norms_mean: 6.93786764145
test_h0_col_norms_min: 3.0419344902
test_h0_max_x_max_u: 1.0
test_h0_max_x_mean_u: 0.999523878098
test_h0_max_x_min_u: 0.990618109703
test_h0_mean_x_max_u: 0.635254502296
test_h0_mean_x_mean_u: 0.490674942732
test_h0_mean_x_min_u: 0.337250083685
test_h0_min_x_max_u: 0.00338143482804
test_h0_min_x_mean_u: 0.00036434904905
test_h0_min_x_min_u: 3.90560313631e-21
test_h0_range_x_max_u: 1.0
test_h0_range_x_mean_u: 0.999159574509
test_h0_range_x_min_u: 0.990613460541
test_h0_row_norms_max: 24.7721977234
test_h0_row_norms_mean: 18.4209461212
test_h0_row_norms_min: 11.2823543549
test_objective: 0.00378456432372
test_y_col_norms_max: 12.8505926132
test_y_col_norms_mean: 9.04160785675
test_y_col_norms_min: 5.93484640121
test_y_max_max_class: 0.999755382538
test_y_mean_max_class: 0.996247947216
test_y_min_max_class: 0.876141607761
test_y_misclass: 0.0
test_y_nll: 0.00378456432372
test_y_row_norms_max: 13.176486969
test_y_row_norms_mean: 8.99102592468
test_y_row_norms_min: 5.06251716614
total_seconds_last_epoch: 1.4029109478
train_h0_col_norms_max: 10.6015892029
train_h0_col_norms_mean: 6.93786764145
train_h0_col_norms_min: 3.04193496704
train_h0_max_x_max_u: 1.0
train_h0_max_x_mean_u: 0.999582707882
train_h0_max_x_min_u: 0.993854403496
train_h0_mean_x_max_u: 0.641111314297
train_h0_mean_x_mean_u: 0.49011978507
train_h0_mean_x_min_u: 0.340153098106
train_h0_min_x_max_u: 0.00373907061294
train_h0_min_x_mean_u: 0.000352370174369
train_h0_min_x_min_u: 3.61124114103e-21
train_h0_range_x_max_u: 1.0
train_h0_range_x_mean_u: 0.999230325222
train_h0_range_x_min_u: 0.993517994881
train_h0_row_norms_max: 24.7721996307
train_h0_row_norms_mean: 18.4209480286
train_h0_row_norms_min: 11.2823543549
train_objective: 0.00395165244117
train_y_col_norms_max: 12.8505935669
train_y_col_norms_mean: 9.04160881042
train_y_col_norms_min: 5.93484640121
train_y_max_max_class: 0.999758839607
train_y_mean_max_class: 0.996100485325
train_y_min_max_class: 0.7185972929
train_y_misclass: 0.0
train_y_nll: 0.00395165244117
train_y_row_norms_max: 13.1764879227
train_y_row_norms_mean: 8.99102687836
train_y_row_norms_min: 5.06251716614
training_seconds_this_epoch: 1.20291900635
valid_h0_col_norms_max: 10.6015892029
valid_h0_col_norms_mean: 6.93786764145
valid_h0_col_norms_min: 3.0419344902
valid_h0_max_x_max_u: 1.0
valid_h0_max_x_mean_u: 0.999502420425
valid_h0_max_x_min_u: 0.990045964718
valid_h0_mean_x_max_u: 0.633487939835
valid_h0_mean_x_mean_u: 0.490444153547
valid_h0_mean_x_min_u: 0.337326616049
valid_h0_min_x_max_u: 0.00331547018141
valid_h0_min_x_mean_u: 0.000352514209226
valid_h0_min_x_min_u: 2.18389414205e-21
valid_h0_range_x_max_u: 1.0
valid_h0_range_x_mean_u: 0.999149858952
valid_h0_range_x_min_u: 0.990042209625
valid_h0_row_norms_max: 24.7721977234
valid_h0_row_norms_mean: 18.4209461212
valid_h0_row_norms_min: 11.2823543549
valid_objective: 0.00416835956275
valid_y_col_norms_max: 12.8505926132
valid_y_col_norms_mean: 9.04160785675
valid_y_col_norms_min: 5.93484640121
valid_y_max_max_class: 0.999759376049
valid_y_mean_max_class: 0.995883047581
valid_y_min_max_class: 0.818115115166
valid_y_misclass: 0.0
valid_y_nll: 0.00416835956275
valid_y_row_norms_max: 13.176486969
valid_y_row_norms_mean: 8.99102592468
valid_y_row_norms_min: 5.06251716614
Time this epoch: 1.210632 seconds
Monitoring step:
Epochs seen: 15
Batches seen: 30
Examples seen: 203700
ave_grad_mult: 68.9086837769
ave_grad_size: 0.0258632134646
ave_step_size: 0.799399673939
test_h0_col_norms_max: 10.921831131
test_h0_col_norms_mean: 7.1185131073
test_h0_col_norms_min: 3.08898949623
test_h0_max_x_max_u: 1.0
test_h0_max_x_mean_u: 0.999567627907
test_h0_max_x_min_u: 0.991416335106
test_h0_mean_x_max_u: 0.636807858944
test_h0_mean_x_mean_u: 0.49024283886
test_h0_mean_x_min_u: 0.332560777664
test_h0_min_x_max_u: 0.00358301308006
test_h0_min_x_mean_u: 0.000331422052113
test_h0_min_x_min_u: 1.16284337635e-21
test_h0_range_x_max_u: 1.0
test_h0_range_x_mean_u: 0.999236285686
test_h0_range_x_min_u: 0.991414070129
test_h0_row_norms_max: 25.4542999268
test_h0_row_norms_mean: 18.8942432404
test_h0_row_norms_min: 11.5035228729
test_objective: 0.0027123959735
test_y_col_norms_max: 13.2484397888
test_y_col_norms_mean: 9.28616523743
test_y_col_norms_min: 6.1819357872
test_y_max_max_class: 0.999912142754
test_y_mean_max_class: 0.997304677963
test_y_min_max_class: 0.906351566315
test_y_misclass: 0.0
test_y_nll: 0.0027123959735
test_y_row_norms_max: 13.618016243
test_y_row_norms_mean: 9.23698806763
test_y_row_norms_min: 5.20673513412
total_seconds_last_epoch: 1.28358101845
train_h0_col_norms_max: 10.921831131
train_h0_col_norms_mean: 7.11851358414
train_h0_col_norms_min: 3.08898973465
train_h0_max_x_max_u: 1.0
train_h0_max_x_mean_u: 0.999623000622
train_h0_max_x_min_u: 0.994499444962
train_h0_mean_x_max_u: 0.642434298992
train_h0_mean_x_mean_u: 0.489699959755
train_h0_mean_x_min_u: 0.335520893335
train_h0_min_x_max_u: 0.00356000545435
train_h0_min_x_mean_u: 0.000322024076013
train_h0_min_x_min_u: 1.07326694576e-21
train_h0_range_x_max_u: 1.0
train_h0_range_x_mean_u: 0.999300956726
train_h0_range_x_min_u: 0.994053959846
train_h0_row_norms_max: 25.4542999268
train_h0_row_norms_mean: 18.8942451477
train_h0_row_norms_min: 11.5035228729
train_objective: 0.00281183118932
train_y_col_norms_max: 13.2484397888
train_y_col_norms_mean: 9.28616523743
train_y_col_norms_min: 6.1819357872
train_y_max_max_class: 0.999924659729
train_y_mean_max_class: 0.997214257717
train_y_min_max_class: 0.792348444462
train_y_misclass: 0.0
train_y_nll: 0.00281183118932
train_y_row_norms_max: 13.6180171967
train_y_row_norms_mean: 9.23698806763
train_y_row_norms_min: 5.20673513412
training_seconds_this_epoch: 1.21063196659
valid_h0_col_norms_max: 10.921831131
valid_h0_col_norms_mean: 7.1185131073
valid_h0_col_norms_min: 3.08898949623
valid_h0_max_x_max_u: 1.0
valid_h0_max_x_mean_u: 0.999551415443
valid_h0_max_x_min_u: 0.991009473801
valid_h0_mean_x_max_u: 0.634968757629
valid_h0_mean_x_mean_u: 0.490015029907
valid_h0_mean_x_min_u: 0.332670867443
valid_h0_min_x_max_u: 0.00350979506038
valid_h0_min_x_mean_u: 0.000320070306771
valid_h0_min_x_min_u: 6.40614781276e-22
valid_h0_range_x_max_u: 1.0
valid_h0_range_x_mean_u: 0.999231278896
valid_h0_range_x_min_u: 0.991007685661
valid_h0_row_norms_max: 25.4542999268
valid_h0_row_norms_mean: 18.8942432404
valid_h0_row_norms_min: 11.5035228729
valid_objective: 0.00297841592692
valid_y_col_norms_max: 13.2484397888
valid_y_col_norms_mean: 9.28616523743
valid_y_col_norms_min: 6.1819357872
valid_y_max_max_class: 0.999920785427
valid_y_mean_max_class: 0.997048795223
valid_y_min_max_class: 0.857743740082
valid_y_misclass: 0.0
valid_y_nll: 0.00297841592692
valid_y_row_norms_max: 13.618016243
valid_y_row_norms_mean: 9.23698806763
valid_y_row_norms_min: 5.20673513412