Nameexact_genome_1512568488_41_6534_1
Workunit2603926
Created7 Dec 2017, 20:22:37 UTC
Sent7 Dec 2017, 20:26:24 UTC
Report deadline16 Dec 2017, 15:14:22 UTC
Received9 Dec 2017, 2:48:50 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID56242
Run time2 hours 11 min 34 sec
CPU time2 hours 1 min 44 sec
Validate stateValid
Credit2,195.83
Device peak FLOPS4.05 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size153.28 MB
Peak swap size151.66 MB
Peak disk usage1.81 MB

Stderr output

<core_client_version>7.8.2</core_client_version>
<![CDATA[
<stderr_txt>
  6534] predictions:    9690/  10000 (96.90%), best:    9690/10000 (96.90%), error:      1089.26257, best error:      1089.26257 on epoch:    20, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 113.9439468384s, input_fired_time: 1.0112351179, output_fired_time: 0.6855406761, propagate_forward_time: 32.4653091431, propagate_backward_time: 78.5418853760, weight_update_time: 0.0632188767, other_time: 1.2399749756
epoch time: 6.1852469444s, input_fired_time: 0.1056390256, output_fired_time: 0.0000000000, propagate_forward_time: 5.8572049141, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2224030495
validation[          , genome  6534] predictions:    9713/  10000 (97.13%), best:    9713/10000 (97.13%), error:      1027.47375, best error:      1027.47375 on epoch:    21, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 113.0792999268s, input_fired_time: 1.9854838848, output_fired_time: 0.6989383101, propagate_forward_time: 31.6095790863, propagate_backward_time: 76.5677566528, weight_update_time: 1.0435657501, other_time: 2.2175445557
epoch time: 6.1400699615s, input_fired_time: 0.1056528017, output_fired_time: 0.0000000000, propagate_forward_time: 5.8107619286, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2236552238
validation[          , genome  6534] predictions:    9677/  10000 (96.77%), best:    9713/10000 (97.13%), error:      1065.45837, best error:      1027.47375 on epoch:    21, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 114.8902435303s, input_fired_time: 1.0193612576, output_fired_time: 1.6798034906, propagate_forward_time: 29.5283775330, propagate_backward_time: 80.4333267212, weight_update_time: 0.0627153441, other_time: 2.2293777466
epoch time: 5.3992018700s, input_fired_time: 0.1046208143, output_fired_time: 0.0000000000, propagate_forward_time: 5.0691218376, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2254590988
validation[          , genome  6534] predictions:    9646/  10000 (96.46%), best:    9713/10000 (97.13%), error:      1143.68103, best error:      1027.47375 on epoch:    21, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 113.0794982910s, input_fired_time: 3.0051758289, output_fired_time: 0.7239838839, propagate_forward_time: 33.9959373474, propagate_backward_time: 74.0465850830, weight_update_time: 0.0655354857, other_time: 1.3078155518
epoch time: 6.3052496910s, input_fired_time: 0.1138408855, output_fired_time: 0.0000000000, propagate_forward_time: 4.9520282745, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2393803596
validation[          , genome  6534] predictions:    9641/  10000 (96.41%), best:    9713/10000 (97.13%), error:      1157.56030, best error:      1027.47375 on epoch:    21, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 114.6364822388s, input_fired_time: 1.0326678753, output_fired_time: 0.7161177397, propagate_forward_time: 28.6879577637, propagate_backward_time: 80.8537673950, weight_update_time: 1.1179469824, other_time: 3.3459701538
epoch time: 7.2249355316s, input_fired_time: 0.1072009057, output_fired_time: 0.0000000000, propagate_forward_time: 6.8927974701, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2249369621
validation[          , genome  6534] predictions:    9637/  10000 (96.37%), best:    9713/10000 (97.13%), error:      1157.28552, best error:      1027.47375 on epoch:    21, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 112.9312362671s, input_fired_time: 2.0100679398, output_fired_time: 1.7864757776, propagate_forward_time: 30.5092544556, propagate_backward_time: 76.4080429077, weight_update_time: 0.0628664270, other_time: 2.2173919678
epoch time: 7.3458313942s, input_fired_time: 0.1052755564, output_fired_time: 0.0000000000, propagate_forward_time: 7.0174012184, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2231545448
validation[          , genome  6534] predictions:    9664/  10000 (96.64%), best:    9713/10000 (97.13%), error:      1126.47339, best error:      1027.47375 on epoch:    21, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 112.5136184692s, input_fired_time: 1.9850190878, output_fired_time: 1.6630165577, propagate_forward_time: 36.6641387939, propagate_backward_time: 68.8862915039, weight_update_time: 0.0640756190, other_time: 3.3151550293
epoch time: 7.3139820099s, input_fired_time: 0.1082007959, output_fired_time: 0.0000000000, propagate_forward_time: 6.9799833298, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2257976532
validation[          , genome  6534] predictions:    9640/  10000 (96.40%), best:    9713/10000 (97.13%), error:      1203.26147, best error:      1027.47375 on epoch:    21, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 115.7272567749s, input_fired_time: 2.0285749435, output_fired_time: 0.7304208875, propagate_forward_time: 36.8288421631, propagate_backward_time: 72.6940383911, weight_update_time: 0.0688744411, other_time: 3.4453811646
epoch time: 7.4670190811s, input_fired_time: 0.1143561229, output_fired_time: 0.0000000000, propagate_forward_time: 7.0959362984, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2567267418
validation[          , genome  6534] predictions:    9672/  10000 (96.72%), best:    9713/10000 (97.13%), error:      1077.06812, best error:      1027.47375 on epoch:    21, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 112.7980804443s, input_fired_time: 2.0119943619, output_fired_time: 0.7105717659, propagate_forward_time: 34.0795326233, propagate_backward_time: 72.6697158813, weight_update_time: 0.0673571005, other_time: 3.3262710571
epoch time: 7.2959446907s, input_fired_time: 0.1083149984, output_fired_time: 0.0000000000, propagate_forward_time: 6.9642233849, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2234063148
validation[          , genome  6534] predictions:    9689/  10000 (96.89%), best:    9713/10000 (97.13%), error:      1054.19470, best error:      1027.47375 on epoch:    21, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 112.4607086182s, input_fired_time: 1.9842594862, output_fired_time: 1.6825743914, propagate_forward_time: 30.3516139984, propagate_backward_time: 77.2086181641, weight_update_time: 0.0620493107, other_time: 1.2336425781
epoch time: 7.7200560570s, input_fired_time: 0.1135928705, output_fired_time: 0.0000000000, propagate_forward_time: 7.3795561790, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2269067764
validation[          , genome  6534] predictions:    9664/  10000 (96.64%), best:    9713/10000 (97.13%), error:      1093.11963, best error:      1027.47375 on epoch:    21, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 113.5079574585s, input_fired_time: 1.0143382549, output_fired_time: 1.6791703701, propagate_forward_time: 31.3430137634, propagate_backward_time: 77.1334533691, weight_update_time: 0.0625949800, other_time: 2.3379821777
epoch time: 7.2091813087s, input_fired_time: 1.0929673910, output_fired_time: 0.0000000000, propagate_forward_time: 5.8836402893, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2325735092
validation[          , genome  6534] predictions:    9665/  10000 (96.65%), best:    9713/10000 (97.13%), error:      1093.46326, best error:      1027.47375 on epoch:    21, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 116.2313690186s, input_fired_time: 2.0799190998, output_fired_time: 2.7953388691, propagate_forward_time: 35.0510139465, propagate_backward_time: 74.0367050171, weight_update_time: 0.0643731728, other_time: 2.2683944702
epoch time: 7.2610039711s, input_fired_time: 0.1069513485, output_fired_time: 0.0000000000, propagate_forward_time: 6.9142217636, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2398309708
validation[          , genome  6534] predictions:    9703/  10000 (97.03%), best:    9713/10000 (97.13%), error:      1048.66785, best error:      1027.47375 on epoch:    21, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

arguments:
	'projects/csgrid.org_csg/exact_client_0.34_windows_x86_64.exe'
	'--training_file'
	'training_samples.bin'
	'--validation_file'
	'validation_samples.bin'
	'--testing_file'
	'testing_samples.bin'
	'--genome_file'
	'input_genome.txt'
	'--output_file'
	'output_genome.txt'
	'--checkpoint_file'
	'checkpoint.txt'
converting arguments to vector
boincified training filename: '../../projects/csgrid.org_csg/mnist_training_50k.bin'
boincified validation filename: '../../projects/csgrid.org_csg/mnist_validation_10k.bin'
boincified testing filename: '../../projects/csgrid.org_csg/mnist_testing_new.bin'
boincified genome filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_41_6534.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_41_6534_1_r713518978_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from checkpoint file: 'checkpoint.txt'
read CNN_Genome file with version string: 'v0.33'
read exact_id: -1
read genome_id: -1
read initial_mu: 0.5
read mu: 0.899827
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.00230032
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 9.20129e-05
read weight_decay_delta: 0.95
read batch_size: 50
read epsilon: 1e-07
read alpha: 0.1
read input_dropout_probability: 0
read hidden_dropout_probability: 0
read velocity_reset: 1000
read epoch: 33
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 21
read number_validation_images: 10000
read best_validation_predictions: 9713
read best_validation_error: 1027.47
read number_training_images: 50000
read training_predictions: 0
read training_error: 1e+07
read number_test_images: 10000
read test_predictions: 0
read test_error: 1e+07
read generation_id: 6534
read normal distribution: '0 -2.28776168823242 -1.27772176265717'
generator_str: '415825135'
read generator: 415825135
read generated_by_map:
1 add_node 1
reading 26 nodes.
reading 53 edges.
number input nodes: 1
number softmax nodes: 10
order_size: 50000
parsed input file
loaded genome
loading images
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 4923 images.
reading image set with 5742 images.
reading image set with 4958 images.
reading image set with 5131 images.
reading image set with 4842 images.
reading image set with 4421 images.
reading image set with 4918 images.
reading image set with 5265 images.
reading image set with 4851 images.
reading image set with 4949 images.
image_size: 1x28x28 = 784
read 50000 images.
    class    0: 4923
    class    1: 5742
    class    2: 4958
    class    3: 5131
    class    4: 4842
    class    5: 4421
    class    6: 4918
    class    7: 5265
    class    8: 4851
    class    9: 4949
calculating averages and standard deviations for images
average pixel value for channel 0: 0.130530551075935
pixel variance for channel 0: 0.0948646068572998
pixel standard deviation for channel 0: 0.308000981807709
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
image_size: 1x28x28 = 784
read 10000 images.
    class    0: 1000
    class    1: 1000
    class    2: 1000
    class    3: 1000
    class    4: 1000
    class    5: 1000
    class    6: 1000
    class    7: 1000
    class    8: 1000
    class    9: 1000
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 980 images.
reading image set with 1135 images.
reading image set with 1032 images.
reading image set with 1010 images.
reading image set with 982 images.
reading image set with 892 images.
reading image set with 958 images.
reading image set with 1028 images.
reading image set with 974 images.
reading image set with 1009 images.
image_size: 1x28x28 = 784
read 10000 images.
    class    0: 980
    class    1: 1135
    class    2: 1032
    class    3: 1010
    class    4: 982
    class    5: 892
    class    6: 958
    class    7: 1028
    class    8: 974
    class    9: 1009
loaded images
starting backpropagation!
epoch time: 117.808403015137s, input_fired_time: 1.05796909332275, output_fired_time: 0.723255693912506, propagate_forward_time: 37.664493560791, propagate_backward_time: 75.0549697875977, weight_update_time: 0.0643966123461723, other_time: 3.30771636962891
epoch time: 7.28275728225708s, input_fired_time: 0.107202723622322, output_fired_time: 0, propagate_forward_time: 6.95257616043091, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.222978591918945
validation[          , genome  6534] predictions:    9684/  10000 (96.84%), best:    9713/10000 (97.13%), error:      1064.14587, best error:      1027.47375 on epoch:    21, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 120.4475479126s, input_fired_time: 1.1246404648, output_fired_time: 0.7226377130, propagate_forward_time: 31.5848274231, propagate_backward_time: 84.6954727173, weight_update_time: 0.0649649501, other_time: 2.3199691772
epoch time: 7.4375753403s, input_fired_time: 0.1104922295, output_fired_time: 0.0000000000, propagate_forward_time: 6.0922851563, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2347979546
validation[          , genome  6534] predictions:    9661/  10000 (96.61%), best:    9713/10000 (97.13%), error:      1156.78662, best error:      1027.47375 on epoch:    21, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 115.5522537231s, input_fired_time: 1.0477465391, output_fired_time: 2.7059545517, propagate_forward_time: 36.0242767334, propagate_backward_time: 73.5051269531, weight_update_time: 0.0631160215, other_time: 2.2691497803
epoch time: 7.5597076416s, input_fired_time: 0.1106958985, output_fired_time: 0.0000000000, propagate_forward_time: 7.1557245255, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2932872772
validation[          , genome  6534] predictions:    9518/  10000 (95.18%), best:    9713/10000 (97.13%), error:      1534.59656, best error:      1027.47375 on epoch:    21, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 114.3193664551s, input_fired_time: 1.0406061411, output_fired_time: 0.6946418881, propagate_forward_time: 36.4230003357, propagate_backward_time: 74.9306030273, weight_update_time: 0.0628760755, other_time: 1.2305145264
epoch time: 7.2099595070s, input_fired_time: 0.1083575189, output_fired_time: 0.0000000000, propagate_forward_time: 6.8748936653, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2267084122
validation[          , genome  6534] predictions:    9656/  10000 (96.56%), best:    9713/10000 (97.13%), error:      1153.80298, best error:      1027.47375 on epoch:    21, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 114.6704483032s, input_fired_time: 4.0054001808, output_fired_time: 0.6979042292, propagate_forward_time: 33.1039886475, propagate_backward_time: 74.6519622803, weight_update_time: 1.0460516214, other_time: 2.2111892700
epoch time: 7.1933398247s, input_fired_time: 0.1071539745, output_fired_time: 0.0000000000, propagate_forward_time: 5.8771271706, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2090587616
validation[          , genome  6534] predictions:    9672/  10000 (96.72%), best:    9713/10000 (97.13%), error:      1120.67395, best error:      1027.47375 on epoch:    21, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 114.3254318237s, input_fired_time: 1.0281720161, output_fired_time: 0.6976873279, propagate_forward_time: 33.6224403381, propagate_backward_time: 75.7669982910, weight_update_time: 0.0626676008, other_time: 3.2101287842
epoch time: 7.2474074364s, input_fired_time: 0.1088424996, output_fired_time: 0.0000000000, propagate_forward_time: 6.9068865776, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2316784859
validation[          , genome  6534] predictions:    9652/  10000 (96.52%), best:    9713/10000 (97.13%), error:      1139.67432, best error:      1027.47375 on epoch:    21, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 111.9891891479s, input_fired_time: 1.0322290659, output_fired_time: 0.6961616874, propagate_forward_time: 30.8734016418, propagate_backward_time: 77.1707687378, weight_update_time: 0.0624899492, other_time: 2.2166366577
epoch time: 7.2847352028s, input_fired_time: 0.1065306887, output_fired_time: 0.0000000000, propagate_forward_time: 6.9474039078, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2308006287
validation[          , genome  6534] predictions:    9703/  10000 (97.03%), best:    9703/10000 (97.03%), error:       974.95538, best error:       974.95538 on epoch:    39, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 114.5034866333s, input_fired_time: 1.0490694046, output_fired_time: 0.7161227465, propagate_forward_time: 37.6844787598, propagate_backward_time: 70.8260726929, weight_update_time: 0.0635414571, other_time: 4.2277374268
epoch time: 7.3099513054s, input_fired_time: 0.1161032468, output_fired_time: 0.0000000000, propagate_forward_time: 6.9404439926, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2534041405
validation[          , genome  6534] predictions:    9712/  10000 (97.12%), best:    9703/10000 (97.03%), error:       991.56537, best error:       974.95538 on epoch:    39, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 118.6573410034s, input_fired_time: 2.0190258026, output_fired_time: 1.7409863472, propagate_forward_time: 34.3963890076, propagate_backward_time: 78.1868896484, weight_update_time: 0.0660226718, other_time: 2.3140411377
epoch time: 7.4296154976s, input_fired_time: 0.1135354638, output_fired_time: 0.0000000000, propagate_forward_time: 6.0803356171, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2357444763
validation[          , genome  6534] predictions:    9684/  10000 (96.84%), best:    9703/10000 (97.03%), error:      1069.18774, best error:       974.95538 on epoch:    39, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 119.7167434692s, input_fired_time: 2.1124250889, output_fired_time: 0.7382686138, propagate_forward_time: 32.9434013367, propagate_backward_time: 81.5629959106, weight_update_time: 0.0686956793, other_time: 2.3596572876
epoch time: 7.4775733948s, input_fired_time: 0.1147133783, output_fired_time: 0.0000000000, propagate_forward_time: 7.1204857826, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2423744202
validation[          , genome  6534] predictions:    9691/  10000 (96.91%), best:    9703/10000 (97.03%), error:      1028.01160, best error:       974.95538 on epoch:    39, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 120.6386184692s, input_fired_time: 2.1130025387, output_fired_time: 0.7477037907, propagate_forward_time: 35.6857414246, propagate_backward_time: 80.7285079956, weight_update_time: 0.0681060851, other_time: 1.3636703491
epoch time: 7.4687500000s, input_fired_time: 0.1172105446, output_fired_time: 0.0000000000, propagate_forward_time: 7.1005692482, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2509703636
validation[          , genome  6534] predictions:    9607/  10000 (96.07%), best:    9703/10000 (97.03%), error:      1302.94153, best error:       974.95538 on epoch:    39, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 124.1007995605s, input_fired_time: 2.1239461899, output_fired_time: 0.7614192367, propagate_forward_time: 33.1535873413, propagate_backward_time: 85.6731414795, weight_update_time: 0.0703685358, other_time: 2.3887023926
epoch time: 7.5336680412s, input_fired_time: 0.1169664785, output_fired_time: 0.0000000000, propagate_forward_time: 7.1695966721, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2471051216
validation[          , genome  6534] predictions:    9710/  10000 (97.10%), best:    9703/10000 (97.03%), error:       981.07605, best error:       974.95538 on epoch:    39, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 122.9779663086s, input_fired_time: 3.1242561340, output_fired_time: 3.7685089111, propagate_forward_time: 33.8845596313, propagate_backward_time: 80.8128509521, weight_update_time: 0.0733350888, other_time: 1.3877944946
epoch time: 7.6119937897s, input_fired_time: 0.1210121363, output_fired_time: 0.0000000000, propagate_forward_time: 6.2335996628, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2573819160
validation[          , genome  6534] predictions:    9680/  10000 (96.80%), best:    9703/10000 (97.03%), error:      1037.30920, best error:       974.95538 on epoch:    39, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 124.5372238159s, input_fired_time: 1.1312750578, output_fired_time: 0.7676805258, propagate_forward_time: 35.2389144897, propagate_backward_time: 83.9962997437, weight_update_time: 0.0695945323, other_time: 3.4030609131
epoch time: 5.7994170189s, input_fired_time: 0.1175852939, output_fired_time: 0.0000000000, propagate_forward_time: 5.4332461357, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2485857010
validation[          , genome  6534] predictions:    9688/  10000 (96.88%), best:    9703/10000 (97.03%), error:      1027.35474, best error:       974.95538 on epoch:    39, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 122.2569046021s, input_fired_time: 2.1231005192, output_fired_time: 1.7493084669, propagate_forward_time: 31.7603340149, propagate_backward_time: 84.2372970581, weight_update_time: 0.0697615817, other_time: 2.3868637085
epoch time: 7.4162821770s, input_fired_time: 0.1172164008, output_fired_time: 0.0000000000, propagate_forward_time: 7.0593280792, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2397375107
validation[          , genome  6534] predictions:    9678/  10000 (96.78%), best:    9703/10000 (97.03%), error:      1080.20654, best error:       974.95538 on epoch:    39, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 121.7365417480s, input_fired_time: 2.1082677841, output_fired_time: 0.7471908331, propagate_forward_time: 39.0738563538, propagate_backward_time: 76.4404602051, weight_update_time: 0.0683183745, other_time: 3.3667602539
epoch time: 7.7027845383s, input_fired_time: 0.1346300542, output_fired_time: 0.0000000000, propagate_forward_time: 7.3184723854, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2496819496
validation[          , genome  6534] predictions:    9697/  10000 (96.97%), best:    9703/10000 (97.03%), error:      1075.98547, best error:       974.95538 on epoch:    39, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 120.0073089600s, input_fired_time: 1.1087827682, output_fired_time: 1.7709643841, propagate_forward_time: 36.6240272522, propagate_backward_time: 79.1477355957, weight_update_time: 0.0657172203, other_time: 1.3558044434
epoch time: 7.5204520226s, input_fired_time: 0.1156285256, output_fired_time: 0.0000000000, propagate_forward_time: 7.1649966240, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2398266792
validation[          , genome  6534] predictions:    9735/  10000 (97.35%), best:    9735/10000 (97.35%), error:       957.95319, best error:       957.95319 on epoch:    49, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 122.3226242065s, input_fired_time: 2.1222960949, output_fired_time: 0.7463145852, propagate_forward_time: 38.9304122925, propagate_backward_time: 79.1124801636, weight_update_time: 0.0724090040, other_time: 1.4111175537
epoch time: 7.5239510536s, input_fired_time: 0.1142165139, output_fired_time: 0.0000000000, propagate_forward_time: 7.1609759331, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2487587929
validation[          , genome  6534] predictions:    9683/  10000 (96.83%), best:    9735/10000 (97.35%), error:      1003.24432, best error:       957.95319 on epoch:    49, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 119.1753845215s, input_fired_time: 2.1280927658, output_fired_time: 1.7503187656, propagate_forward_time: 41.0001068115, propagate_backward_time: 72.9490890503, weight_update_time: 0.0671205074, other_time: 1.3477783203
epoch time: 7.6505374908s, input_fired_time: 0.1155646890, output_fired_time: 0.0000000000, propagate_forward_time: 7.2881917953, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2467808723
validation[          , genome  6534] predictions:    9694/  10000 (96.94%), best:    9735/10000 (97.35%), error:      1025.87878, best error:       957.95319 on epoch:    49, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 121.0043334961s, input_fired_time: 1.1118133068, output_fired_time: 1.7504353523, propagate_forward_time: 33.8094215393, propagate_backward_time: 82.9570693970, weight_update_time: 0.0670619458, other_time: 1.3755874634
epoch time: 5.7098240852s, input_fired_time: 0.1232363954, output_fired_time: 0.0000000000, propagate_forward_time: 5.2884168625, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2981710434
validation[          , genome  6534] predictions:    9665/  10000 (96.65%), best:    9735/10000 (97.35%), error:      1093.15479, best error:       957.95319 on epoch:    49, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 120.0633316040s, input_fired_time: 1.1025311947, output_fired_time: 0.7496377826, propagate_forward_time: 27.8960342407, propagate_backward_time: 87.9408035278, weight_update_time: 0.0671604872, other_time: 2.3743209839
epoch time: 7.5377774239s, input_fired_time: 0.1164647639, output_fired_time: 0.0000000000, propagate_forward_time: 7.1766815186, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2446312904
validation[          , genome  6534] predictions:    9665/  10000 (96.65%), best:    9735/10000 (97.35%), error:      1093.84338, best error:       957.95319 on epoch:    49, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 122.6217117310s, input_fired_time: 1.1154593229, output_fired_time: 0.7605549097, propagate_forward_time: 35.8222084045, propagate_backward_time: 83.5286254883, weight_update_time: 0.0682109818, other_time: 1.3948669434
epoch time: 7.7531905174s, input_fired_time: 0.1215423271, output_fired_time: 0.0000000000, propagate_forward_time: 6.3716802597, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2599678040
validation[          , genome  6534] predictions:    9716/  10000 (97.16%), best:    9735/10000 (97.35%), error:       992.59094, best error:       957.95319 on epoch:    49, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 122.3580322266s, input_fired_time: 1.1172758341, output_fired_time: 0.7564410567, propagate_forward_time: 38.2696228027, propagate_backward_time: 80.8331756592, weight_update_time: 0.0730909631, other_time: 1.3815155029
epoch time: 7.6200170517s, input_fired_time: 0.1180500835, output_fired_time: 0.0000000000, propagate_forward_time: 7.2581758499, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2437911034
validation[          , genome  6534] predictions:    9698/  10000 (96.98%), best:    9698/10000 (96.98%), error:       955.92627, best error:       955.92627 on epoch:    55, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 122.1888427734s, input_fired_time: 1.1311891079, output_fired_time: 0.7556466460, propagate_forward_time: 41.9714279175, propagate_backward_time: 74.8070449829, weight_update_time: 0.0710024610, other_time: 3.5235366821
epoch time: 7.6915102005s, input_fired_time: 0.1215446070, output_fired_time: 0.0000000000, propagate_forward_time: 7.3181037903, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2518615723
validation[          , genome  6534] predictions:    9703/  10000 (97.03%), best:    9698/10000 (96.98%), error:       977.98517, best error:       955.92627 on epoch:    55, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 119.5166549683s, input_fired_time: 1.1241478920, output_fired_time: 1.0471118689, propagate_forward_time: 33.0658149719, propagate_backward_time: 81.8800964355, weight_update_time: 0.0774053410, other_time: 2.3994903564
epoch time: 7.5916252136s, input_fired_time: 0.1185592115, output_fired_time: 0.0000000000, propagate_forward_time: 7.2298636436, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2432022095
validation[          , genome  6534] predictions:    9684/  10000 (96.84%), best:    9698/10000 (96.98%), error:      1008.61890, best error:       955.92627 on epoch:    55, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 120.8138198853s, input_fired_time: 2.1142413616, output_fired_time: 1.7678412199, propagate_forward_time: 28.3489532471, propagate_backward_time: 86.1993484497, weight_update_time: 0.0700801536, other_time: 2.3834381104
epoch time: 6.2848329544s, input_fired_time: 0.1116868258, output_fired_time: 0.0000000000, propagate_forward_time: 5.9499449730, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2232012749
validation[          , genome  6534] predictions:    9678/  10000 (96.78%), best:    9698/10000 (96.98%), error:      1023.36591, best error:       955.92627 on epoch:    55, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 117.7319793701s, input_fired_time: 2.0825185776, output_fired_time: 1.7301851511, propagate_forward_time: 34.1581115723, propagate_backward_time: 77.4507827759, weight_update_time: 1.0664972067, other_time: 2.3103790283
epoch time: 7.5405044556s, input_fired_time: 0.1181588173, output_fired_time: 0.0000000000, propagate_forward_time: 7.1776509285, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2446947098
validation[          , genome  6534] predictions:    9718/  10000 (97.18%), best:    9718/10000 (97.18%), error:       947.26630, best error:       947.26630 on epoch:    59, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 120.1734008789s, input_fired_time: 1.1730279922, output_fired_time: 2.7517490387, propagate_forward_time: 29.1761550903, propagate_backward_time: 82.7005233765, weight_update_time: 0.0683882982, other_time: 4.3719482422
epoch time: 7.4965062141s, input_fired_time: 0.1163887754, output_fired_time: 0.0000000000, propagate_forward_time: 7.1384973526, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2416200638
validation[          , genome  6534] predictions:    9717/  10000 (97.17%), best:    9718/10000 (97.18%), error:       964.66388, best error:       947.26630 on epoch:    59, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 121.6968383789s, input_fired_time: 4.1128668785, output_fired_time: 0.7491977215, propagate_forward_time: 39.2910499573, propagate_backward_time: 75.9844512939, weight_update_time: 0.0710113570, other_time: 1.5592651367
epoch time: 7.5164389610s, input_fired_time: 0.1179942265, output_fired_time: 0.0000000000, propagate_forward_time: 6.1526246071, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2458200455
validation[          , genome  6534] predictions:    9724/  10000 (97.24%), best:    9718/10000 (97.18%), error:       952.59076, best error:       947.26630 on epoch:    59, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 122.6769561768s, input_fired_time: 2.1333863735, output_fired_time: 0.7594840527, propagate_forward_time: 30.9379482269, propagate_backward_time: 86.4701766968, weight_update_time: 0.0708242655, other_time: 2.3759613037
epoch time: 7.6378602982s, input_fired_time: 0.1207250431, output_fired_time: 0.0000000000, propagate_forward_time: 7.2576084137, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2595267296
validation[          , genome  6534] predictions:    9693/  10000 (96.93%), best:    9718/10000 (97.18%), error:      1022.20789, best error:       947.26630 on epoch:    59, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 120.5776901245s, input_fired_time: 1.1108860970, output_fired_time: 1.7543096542, propagate_forward_time: 35.8534011841, propagate_backward_time: 80.4764938354, weight_update_time: 0.0663280264, other_time: 1.3825988770
epoch time: 7.5126047134s, input_fired_time: 0.1189104095, output_fired_time: 0.0000000000, propagate_forward_time: 7.1498250961, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2438693047
validation[          , genome  6534] predictions:    9724/  10000 (97.24%), best:    9718/10000 (97.18%), error:       994.92944, best error:       947.26630 on epoch:    59, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 121.5307083130s, input_fired_time: 3.1140401363, output_fired_time: 2.7815265656, propagate_forward_time: 34.1947898865, propagate_backward_time: 78.9680938721, weight_update_time: 0.0701384917, other_time: 2.4722595215
epoch time: 7.6666188240s, input_fired_time: 0.1215058267, output_fired_time: 0.0000000000, propagate_forward_time: 7.2954473495, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2496657372
validation[          , genome  6534] predictions:    9718/  10000 (97.18%), best:    9718/10000 (97.18%), error:       947.12476, best error:       947.12476 on epoch:    64, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 122.5522689819s, input_fired_time: 2.1293976307, output_fired_time: 1.7630496025, propagate_forward_time: 37.1766014099, propagate_backward_time: 79.1062393188, weight_update_time: 0.0704337507, other_time: 2.3769912720
epoch time: 7.5688042641s, input_fired_time: 0.1194227114, output_fired_time: 0.0000000000, propagate_forward_time: 7.2043118477, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2450695038
validation[          , genome  6534] predictions:    9727/  10000 (97.27%), best:    9727/10000 (97.27%), error:       925.08350, best error:       925.08350 on epoch:    65, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 122.3455963135s, input_fired_time: 1.1202726364, output_fired_time: 0.7654834986, propagate_forward_time: 33.1878852844, propagate_backward_time: 84.8821868896, weight_update_time: 0.0716003627, other_time: 2.3897705078
epoch time: 7.6221389771s, input_fired_time: 1.1234538555, output_fired_time: 0.0000000000, propagate_forward_time: 6.2502574921, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2484273911
validation[          , genome  6534] predictions:    9691/  10000 (96.91%), best:    9727/10000 (97.27%), error:      1030.94580, best error:       925.08350 on epoch:    65, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 122.6030349731s, input_fired_time: 2.1324629784, output_fired_time: 1.7665693760, propagate_forward_time: 28.9471321106, propagate_backward_time: 87.3672485352, weight_update_time: 1.0713636875, other_time: 2.3896179199
epoch time: 8.6796655655s, input_fired_time: 0.1229121387, output_fired_time: 0.0000000000, propagate_forward_time: 8.3006048203, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2561483383
validation[          , genome  6534] predictions:    9733/  10000 (97.33%), best:    9733/10000 (97.33%), error:       911.24353, best error:       911.24353 on epoch:    67, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 122.0326843262s, input_fired_time: 2.1260623932, output_fired_time: 0.7682560682, propagate_forward_time: 32.9250602722, propagate_backward_time: 84.8422698975, weight_update_time: 0.0675069019, other_time: 1.3710327148
epoch time: 7.4893393517s, input_fired_time: 0.1185113639, output_fired_time: 0.0000000000, propagate_forward_time: 7.1306304932, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2401976585
validation[          , genome  6534] predictions:    9715/  10000 (97.15%), best:    9733/10000 (97.33%), error:       954.74133, best error:       911.24353 on epoch:    67, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 120.1821670532s, input_fired_time: 1.1140472889, output_fired_time: 2.7531237602, propagate_forward_time: 28.0114288330, propagate_backward_time: 85.9265899658, weight_update_time: 0.0679311529, other_time: 2.3769836426
epoch time: 7.6380486488s, input_fired_time: 0.1149478331, output_fired_time: 0.0000000000, propagate_forward_time: 7.2708120346, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2522888184
validation[          , genome  6534] predictions:    9705/  10000 (97.05%), best:    9733/10000 (97.33%), error:      1013.98059, best error:       911.24353 on epoch:    67, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 122.6004867554s, input_fired_time: 4.1391768456, output_fired_time: 0.7652311325, propagate_forward_time: 33.0144653320, propagate_backward_time: 82.3192520142, weight_update_time: 0.0703271627, other_time: 2.3623657227
epoch time: 7.5949907303s, input_fired_time: 0.1176484674, output_fired_time: 0.0000000000, propagate_forward_time: 6.2330856323, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2442564964
validation[          , genome  6534] predictions:    9723/  10000 (97.23%), best:    9733/10000 (97.33%), error:       934.98450, best error:       911.24353 on epoch:    67, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 122.5737228394s, input_fired_time: 1.1227916479, output_fired_time: 1.7542001009, propagate_forward_time: 34.1063003540, propagate_backward_time: 83.2074966431, weight_update_time: 0.0710630342, other_time: 2.3829269409
epoch time: 7.6518878937s, input_fired_time: 0.1333186924, output_fired_time: 0.0000000000, propagate_forward_time: 7.2633848190, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2551841736
validation[          , genome  6534] predictions:    9722/  10000 (97.22%), best:    9733/10000 (97.33%), error:       931.58258, best error:       911.24353 on epoch:    67, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 119.5245666504s, input_fired_time: 2.1080355644, output_fired_time: 1.7441900969, propagate_forward_time: 32.6311798096, propagate_backward_time: 79.6208496094, weight_update_time: 1.0709134340, other_time: 3.4203186035
epoch time: 7.5262107849s, input_fired_time: 0.1187643856, output_fired_time: 0.0000000000, propagate_forward_time: 7.1679663658, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2394800186
validation[          , genome  6534] predictions:    9683/  10000 (96.83%), best:    9733/10000 (97.33%), error:      1067.19263, best error:       911.24353 on epoch:    67, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 120.6500625610s, input_fired_time: 2.1104099751, output_fired_time: 0.7517055273, propagate_forward_time: 29.9121894836, propagate_backward_time: 84.6962203979, weight_update_time: 0.0681115314, other_time: 3.1795272827
epoch time: 7.5764117241s, input_fired_time: 0.1184164360, output_fired_time: 0.0000000000, propagate_forward_time: 5.2109770775, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2470183372
validation[          , genome  6534] predictions:    9720/  10000 (97.20%), best:    9733/10000 (97.33%), error:       948.22577, best error:       911.24353 on epoch:    67, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 121.9797821045s, input_fired_time: 1.1302155256, output_fired_time: 0.7529621124, propagate_forward_time: 34.3207778931, propagate_backward_time: 84.4042587280, weight_update_time: 0.0681982562, other_time: 1.3715667725
epoch time: 7.5350689888s, input_fired_time: 0.1253089160, output_fired_time: 0.0000000000, propagate_forward_time: 6.1567144394, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2530455589
validation[          , genome  6534] predictions:    9708/  10000 (97.08%), best:    9733/10000 (97.33%), error:       997.60468, best error:       911.24353 on epoch:    67, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 122.8084030151s, input_fired_time: 3.1332709789, output_fired_time: 0.7425429225, propagate_forward_time: 35.1335487366, propagate_backward_time: 82.3984985352, weight_update_time: 0.0682705864, other_time: 1.4005432129
epoch time: 7.6096558571s, input_fired_time: 0.1243912131, output_fired_time: 0.0000000000, propagate_forward_time: 7.2331023216, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2521624565
validation[          , genome  6534] predictions:    9739/  10000 (97.39%), best:    9733/10000 (97.33%), error:       912.13947, best error:       911.24353 on epoch:    67, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 119.6252212524s, input_fired_time: 2.1148109436, output_fired_time: 0.7412259579, propagate_forward_time: 37.8171234131, propagate_backward_time: 77.5938415527, weight_update_time: 0.0686469078, other_time: 1.3582153320
epoch time: 5.7159519196s, input_fired_time: 0.1162495315, output_fired_time: 0.0000000000, propagate_forward_time: 5.3594336510, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2402687073
validation[          , genome  6534] predictions:    9713/  10000 (97.13%), best:    9733/10000 (97.33%), error:       968.97601, best error:       911.24353 on epoch:    67, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 122.8061676025s, input_fired_time: 1.1266723871, output_fired_time: 0.7490174770, propagate_forward_time: 34.1186523438, propagate_backward_time: 83.4365081787, weight_update_time: 0.0688787550, other_time: 3.3753204346
epoch time: 7.5088381767s, input_fired_time: 1.1205720901, output_fired_time: 0.0000000000, propagate_forward_time: 6.1463789940, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2418870926
validation[          , genome  6534] predictions:    9731/  10000 (97.31%), best:    9733/10000 (97.33%), error:       939.75214, best error:       911.24353 on epoch:    67, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 121.7634048462s, input_fired_time: 1.1368986368, output_fired_time: 0.7455756068, propagate_forward_time: 41.2080078125, propagate_backward_time: 76.2884521484, weight_update_time: 0.0688957125, other_time: 2.3844680786
epoch time: 7.7894616127s, input_fired_time: 0.1209989712, output_fired_time: 0.0000000000, propagate_forward_time: 7.2064185143, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4620442390
validation[          , genome  6534] predictions:    9728/  10000 (97.28%), best:    9733/10000 (97.33%), error:       924.21008, best error:       911.24353 on epoch:    67, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 122.1215896606s, input_fired_time: 2.1315801144, output_fired_time: 1.7836209536, propagate_forward_time: 35.2419891357, propagate_backward_time: 79.5673828125, weight_update_time: 0.0754906461, other_time: 3.3970184326
epoch time: 7.6073908806s, input_fired_time: 0.1213988885, output_fired_time: 0.0000000000, propagate_forward_time: 7.2383379936, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2476539612
validation[          , genome  6534] predictions:    9730/  10000 (97.30%), best:    9733/10000 (97.33%), error:       933.24646, best error:       911.24353 on epoch:    67, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 120.9337005615s, input_fired_time: 3.0188593864, output_fired_time: 0.7474341989, propagate_forward_time: 32.9366874695, propagate_backward_time: 81.8707962036, weight_update_time: 0.0694889575, other_time: 2.3599166870
epoch time: 7.4732689857s, input_fired_time: 0.1179679483, output_fired_time: 0.0000000000, propagate_forward_time: 7.1095619202, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2457389832
validation[          , genome  6534] predictions:    9672/  10000 (96.72%), best:    9733/10000 (97.33%), error:      1112.91174, best error:       911.24353 on epoch:    67, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 121.6596832275s, input_fired_time: 1.1279671192, output_fired_time: 0.7581277490, propagate_forward_time: 36.2028808594, propagate_backward_time: 80.2117919922, weight_update_time: 0.0677789077, other_time: 3.3589172363
epoch time: 7.5965147018s, input_fired_time: 0.1233490258, output_fired_time: 0.0000000000, propagate_forward_time: 6.2270975113, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2460680008
validation[          , genome  6534] predictions:    9708/  10000 (97.08%), best:    9733/10000 (97.33%), error:      1030.35474, best error:       911.24353 on epoch:    67, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 124.7072448730s, input_fired_time: 1.1458539963, output_fired_time: 0.7664688230, propagate_forward_time: 37.3501472473, propagate_backward_time: 82.0232696533, weight_update_time: 0.0735976845, other_time: 3.4215087891
epoch time: 7.6381258965s, input_fired_time: 0.1208209246, output_fired_time: 0.0000000000, propagate_forward_time: 7.2700486183, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2472562790
validation[          , genome  6534] predictions:    9721/  10000 (97.21%), best:    9733/10000 (97.33%), error:       964.53790, best error:       911.24353 on epoch:    67, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 120.0027999878s, input_fired_time: 1.1386734247, output_fired_time: 0.7593417764, propagate_forward_time: 37.7045822144, propagate_backward_time: 76.0431900024, weight_update_time: 0.0675569624, other_time: 4.3570175171
epoch time: 7.4791464806s, input_fired_time: 0.1192016304, output_fired_time: 0.0000000000, propagate_forward_time: 6.1131777763, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2467670441
validation[          , genome  6534] predictions:    9701/  10000 (97.01%), best:    9733/10000 (97.33%), error:       993.23755, best error:       911.24353 on epoch:    67, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 122.4745101929s, input_fired_time: 2.1479578018, output_fired_time: 0.7562083006, propagate_forward_time: 39.0947532654, propagate_backward_time: 79.1036682129, weight_update_time: 0.0682337880, other_time: 1.3719177246
epoch time: 7.5807852745s, input_fired_time: 0.1187471524, output_fired_time: 0.0000000000, propagate_forward_time: 6.2152681351, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2467699051
validation[          , genome  6534] predictions:    9728/  10000 (97.28%), best:    9728/10000 (97.28%), error:       911.19189, best error:       911.19189 on epoch:    84, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 120.0202255249s, input_fired_time: 1.1197063923, output_fired_time: 0.7482524514, propagate_forward_time: 33.7700042725, propagate_backward_time: 83.0004272461, weight_update_time: 0.0719493032, other_time: 1.3818359375
epoch time: 7.4974884987s, input_fired_time: 0.1168824807, output_fired_time: 0.0000000000, propagate_forward_time: 7.1080584526, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2725477219
validation[          , genome  6534] predictions:    9726/  10000 (97.26%), best:    9728/10000 (97.28%), error:       948.19232, best error:       911.19189 on epoch:    84, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 122.6058578491s, input_fired_time: 3.1309840679, output_fired_time: 0.7586072087, propagate_forward_time: 29.9829254150, propagate_backward_time: 87.3730850220, weight_update_time: 0.0676399618, other_time: 1.3602600098
epoch time: 7.5496096611s, input_fired_time: 0.1185341477, output_fired_time: 0.0000000000, propagate_forward_time: 7.1865382195, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2445373535
validation[          , genome  6534] predictions:    9728/  10000 (97.28%), best:    9728/10000 (97.28%), error:       928.52435, best error:       911.19189 on epoch:    84, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 122.0882720947s, input_fired_time: 4.1418504715, output_fired_time: 1.7549824715, propagate_forward_time: 31.8081092834, propagate_backward_time: 79.9945373535, weight_update_time: 0.0689452067, other_time: 4.3887939453
epoch time: 7.6341648102s, input_fired_time: 0.1218977794, output_fired_time: 0.0000000000, propagate_forward_time: 7.2642140388, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2480530739
validation[          , genome  6534] predictions:    9694/  10000 (96.94%), best:    9728/10000 (97.28%), error:       988.18164, best error:       911.19189 on epoch:    84, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 124.3144531250s, input_fired_time: 1.1443034410, output_fired_time: 1.7567381859, propagate_forward_time: 37.2892799377, propagate_backward_time: 82.7460098267, weight_update_time: 0.0757194236, other_time: 1.3781204224
epoch time: 7.4554805756s, input_fired_time: 1.1229912043, output_fired_time: 0.0000000000, propagate_forward_time: 6.0905442238, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2419452667
validation[          , genome  6534] predictions:    9730/  10000 (97.30%), best:    9728/10000 (97.28%), error:       932.45654, best error:       911.19189 on epoch:    84, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 120.1885757446s, input_fired_time: 1.1305322647, output_fired_time: 0.7515110373, propagate_forward_time: 41.1649971008, propagate_backward_time: 74.7751312256, weight_update_time: 0.0676779076, other_time: 2.3664093018
epoch time: 7.4948449135s, input_fired_time: 0.1203532815, output_fired_time: 0.0000000000, propagate_forward_time: 6.1333475113, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2411441803
validation[          , genome  6534] predictions:    9745/  10000 (97.45%), best:    9745/10000 (97.45%), error:       904.73889, best error:       904.73889 on epoch:    89, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 119.4925384521s, input_fired_time: 1.1299543381, output_fired_time: 0.7475510836, propagate_forward_time: 35.9626579285, propagate_backward_time: 80.2847518921, weight_update_time: 0.0666694045, other_time: 1.3676223755
epoch time: 7.5658268929s, input_fired_time: 0.1207757294, output_fired_time: 0.0000000000, propagate_forward_time: 7.2025675774, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2424836159
validation[          , genome  6534] predictions:    9742/  10000 (97.42%), best:    9742/10000 (97.42%), error:       882.37421, best error:       882.37421 on epoch:    90, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 122.3687820435s, input_fired_time: 4.2243609428, output_fired_time: 1.7654627562, propagate_forward_time: 32.2066345215, propagate_backward_time: 82.8154830933, weight_update_time: 0.0669505596, other_time: 1.3568420410
epoch time: 7.5595421791s, input_fired_time: 0.1231555864, output_fired_time: 0.0000000000, propagate_forward_time: 6.1863121986, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2500743866
validation[          , genome  6534] predictions:    9713/  10000 (97.13%), best:    9742/10000 (97.42%), error:       956.36658, best error:       882.37421 on epoch:    90, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 122.4470977783s, input_fired_time: 4.1309266090, output_fired_time: 1.7494289875, propagate_forward_time: 34.9450035095, propagate_backward_time: 78.2661056519, weight_update_time: 0.0674427226, other_time: 3.3556289673
epoch time: 8.5342140198s, input_fired_time: 0.1229184940, output_fired_time: 0.0000000000, propagate_forward_time: 8.1634540558, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2478418350
validation[          , genome  6534] predictions:    9696/  10000 (96.96%), best:    9742/10000 (97.42%), error:      1004.18341, best error:       882.37421 on epoch:    90, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 121.3897781372s, input_fired_time: 1.1213588715, output_fired_time: 0.7489523292, propagate_forward_time: 31.6767559052, propagate_backward_time: 84.4536285400, weight_update_time: 0.0694160685, other_time: 3.3890762329
epoch time: 5.6083669662s, input_fired_time: 0.1141689420, output_fired_time: 0.0000000000, propagate_forward_time: 5.2663598061, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2278380394
validation[          , genome  6534] predictions:    9714/  10000 (97.14%), best:    9742/10000 (97.42%), error:       965.68451, best error:       882.37421 on epoch:    90, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 124.6430282593s, input_fired_time: 3.1303653717, output_fired_time: 2.7376642227, propagate_forward_time: 37.0086135864, propagate_backward_time: 79.4074249268, weight_update_time: 0.0652438551, other_time: 2.3589630127
epoch time: 7.5770730972s, input_fired_time: 0.1186701432, output_fired_time: 0.0000000000, propagate_forward_time: 7.2012681961, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2571349144
validation[          , genome  6534] predictions:    9727/  10000 (97.27%), best:    9742/10000 (97.42%), error:       911.40076, best error:       882.37421 on epoch:    90, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 122.8002319336s, input_fired_time: 1.1360064745, output_fired_time: 1.7481998205, propagate_forward_time: 34.3705101013, propagate_backward_time: 84.1444244385, weight_update_time: 0.0668156669, other_time: 1.4010925293
epoch time: 7.4157991409s, input_fired_time: 0.1355600357, output_fired_time: 0.0000000000, propagate_forward_time: 7.0023436546, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2778954506
validation[          , genome  6534] predictions:    9721/  10000 (97.21%), best:    9742/10000 (97.42%), error:       949.64661, best error:       882.37421 on epoch:    90, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 122.4033508301s, input_fired_time: 1.1723077297, output_fired_time: 1.7590017319, propagate_forward_time: 40.6281166077, propagate_backward_time: 77.4843215942, weight_update_time: 0.0686270297, other_time: 1.3595962524
epoch time: 6.4378294945s, input_fired_time: 0.1194008812, output_fired_time: 0.0000000000, propagate_forward_time: 6.0730295181, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2453989983
validation[          , genome  6534] predictions:    9726/  10000 (97.26%), best:    9742/10000 (97.42%), error:       930.06921, best error:       882.37421 on epoch:    90, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 119.8413772583s, input_fired_time: 4.1161875725, output_fired_time: 0.7331985831, propagate_forward_time: 38.5477867126, propagate_backward_time: 75.1145858765, weight_update_time: 0.0681850016, other_time: 1.3296127319
epoch time: 7.7679066658s, input_fired_time: 0.1280374676, output_fired_time: 0.0000000000, propagate_forward_time: 7.3864951134, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2533740997
validation[          , genome  6534] predictions:    9698/  10000 (96.98%), best:    9742/10000 (97.42%), error:       992.43066, best error:       882.37421 on epoch:    90, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 122.0476989746s, input_fired_time: 3.1314437389, output_fired_time: 0.7507752776, propagate_forward_time: 32.8692245483, propagate_backward_time: 83.9229354858, weight_update_time: 0.0691804290, other_time: 1.3733139038
epoch time: 7.5222115517s, input_fired_time: 0.1182092205, output_fired_time: 0.0000000000, propagate_forward_time: 7.1635131836, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2404890060
validation[          , genome  6534] predictions:    9737/  10000 (97.37%), best:    9742/10000 (97.42%), error:       902.20953, best error:       882.37421 on epoch:    90, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 122.8047943115s, input_fired_time: 2.1510930061, output_fired_time: 0.7438459992, propagate_forward_time: 39.1878204346, propagate_backward_time: 78.3188018799, weight_update_time: 0.0715363845, other_time: 2.4032363892
epoch time: 7.6118087769s, input_fired_time: 0.1236613765, output_fired_time: 0.0000000000, propagate_forward_time: 7.2319402695, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2562069893
validation[          , genome  6534] predictions:    9723/  10000 (97.23%), best:    9742/10000 (97.42%), error:       950.78778, best error:       882.37421 on epoch:    90, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 122.4606323242s, input_fired_time: 1.1339039803, output_fired_time: 0.7529248595, propagate_forward_time: 32.0904998779, propagate_backward_time: 85.1129760742, weight_update_time: 0.0720291212, other_time: 3.3703308105
epoch time: 7.4329690933s, input_fired_time: 0.1185068190, output_fired_time: 0.0000000000, propagate_forward_time: 7.0796151161, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2348470688
validation[          , genome  6534] predictions:    9707/  10000 (97.07%), best:    9742/10000 (97.42%), error:       955.79413, best error:       882.37421 on epoch:    90, epoch:  100/100, mu: 0.9870989323, learning_rate: 0.0000740065, weight_decay: 0.0000029603

evaluating best weights on full training data.
evaluting training set with running mean/variance:
epoch time: 37.0965385437s, input_fired_time: 1.6234405041, output_fired_time: 0.0000000000, propagate_forward_time: 33.2153587341, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2577400208
best training[          , genome  6534] predictions:   49445/  50000 (98.89%), best:    9742/10000 (97.42%), error:      2137.12793, best error:       882.37421 on epoch:    90, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
evaluating best weights on test data.
evaluting test set with running mean/variance:
epoch time: 7.7510313988s, input_fired_time: 0.1218743622, output_fired_time: 0.0000000000, propagate_forward_time: 7.3750052452, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2541518211
   testing[          , genome  6534] predictions:    9759/  10000 (97.59%), best:    9742/10000 (97.42%), error:       793.62140, best error:       882.37421 on epoch:    90, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
11:11:58 (6624): called boinc_finish(0)

</stderr_txt>
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