Nameexact_genome_1542727803_189_6412_1
Workunit4101275
Created20 Nov 2018, 19:24:34 UTC
Sent20 Nov 2018, 19:25:16 UTC
Report deadline26 Feb 2019, 9:25:29 UTC
Received23 Nov 2018, 20:03:15 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID88437
Run time1 days 5 hours 1 min 12 sec
CPU time1 days 4 hours 37 min 10 sec
Validate stateValid
Credit24,395.87
Device peak FLOPS4.09 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size536.87 MB
Peak swap size558.07 MB
Peak disk usage11.74 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
agate_backward_time: 581.3668212891, weight_update_time: 0.3437203467, other_time: 11.4045410156
epoch time: 71.5385131836s, input_fired_time: 0.8316103816, output_fired_time: 0.0000000000, propagate_forward_time: 68.8546829224, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8522186279
validation[          , genome  6412] predictions:    5764/  10000 (57.64%), best:    5880/10000 (58.80%), error:     12334.42090, best error:     11908.67285 on epoch:    12, epoch:   15/100, mu: 0.7705734968, learning_rate: 0.0003925765, weight_decay: 0.0002337193

epoch time: 953.1102294922s, input_fired_time: 14.4534959793, output_fired_time: 4.9267125130, propagate_forward_time: 343.4971618652, propagate_backward_time: 578.8003540039, weight_update_time: 0.3470227122, other_time: 11.4325561523
epoch time: 72.0607833862s, input_fired_time: 0.8509452343, output_fired_time: 0.0000000000, propagate_forward_time: 69.2957763672, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9140625000
validation[          , genome  6412] predictions:    5790/  10000 (57.90%), best:    5880/10000 (58.80%), error:     12169.92090, best error:     11908.67285 on epoch:    12, epoch:   16/100, mu: 0.7817544341, learning_rate: 0.0003662699, weight_decay: 0.0002217402

epoch time: 956.4003906250s, input_fired_time: 14.5345735550, output_fired_time: 4.9534549713, propagate_forward_time: 344.4712829590, propagate_backward_time: 580.9963378906, weight_update_time: 0.3484911323, other_time: 11.4448242188
epoch time: 72.3324584961s, input_fired_time: 0.8294901848, output_fired_time: 0.0000000000, propagate_forward_time: 69.7145080566, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7884597778
validation[          , genome  6412] predictions:    5751/  10000 (57.51%), best:    5880/10000 (58.80%), error:     12035.03613, best error:     11908.67285 on epoch:    12, epoch:   17/100, mu: 0.7923656106, learning_rate: 0.0003417261, weight_decay: 0.0002103750

epoch time: 948.3316040039s, input_fired_time: 14.5460147858, output_fired_time: 4.9405856133, propagate_forward_time: 342.9501647949, propagate_backward_time: 574.4270629883, weight_update_time: 0.3504130840, other_time: 11.4677124023
epoch time: 71.5965423584s, input_fired_time: 0.8390384316, output_fired_time: 0.0000000000, propagate_forward_time: 68.8721389771, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8853683472
validation[          , genome  6412] predictions:    5761/  10000 (57.61%), best:    5880/10000 (58.80%), error:     12138.82715, best error:     11908.67285 on epoch:    12, epoch:   18/100, mu: 0.8024361134, learning_rate: 0.0003188270, weight_decay: 0.0001995924

epoch time: 952.8140869141s, input_fired_time: 14.5725317001, output_fired_time: 4.9625492096, propagate_forward_time: 344.6814880371, propagate_backward_time: 577.3328857422, weight_update_time: 0.3417921960, other_time: 11.2646484375
epoch time: 71.3653411865s, input_fired_time: 0.8464137316, output_fired_time: 0.0000000000, propagate_forward_time: 68.6339569092, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8849716187
validation[          , genome  6412] predictions:    5591/  10000 (55.91%), best:    5880/10000 (58.80%), error:     12709.89355, best error:     11908.67285 on epoch:    12, epoch:   19/100, mu: 0.8119934797, learning_rate: 0.0002974624, weight_decay: 0.0001893624

epoch time: 954.1525268555s, input_fired_time: 14.5039014816, output_fired_time: 5.5759048462, propagate_forward_time: 345.6340942383, propagate_backward_time: 577.1585693359, weight_update_time: 0.3369942009, other_time: 11.2800292969
epoch time: 71.8008956909s, input_fired_time: 0.8415806293, output_fired_time: 0.0000000000, propagate_forward_time: 69.0933074951, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8660049438
validation[          , genome  6412] predictions:    5925/  10000 (59.25%), best:    5925/10000 (59.25%), error:     11629.40137, best error:     11629.40137 on epoch:    20, epoch:   20/100, mu: 0.8210638165, learning_rate: 0.0002775294, weight_decay: 0.0001796567

epoch time: 957.2540893555s, input_fired_time: 14.5359020233, output_fired_time: 4.9847893715, propagate_forward_time: 348.8982849121, propagate_backward_time: 577.3879394531, weight_update_time: 0.3439126909, other_time: 11.4471435547
epoch time: 71.4109954834s, input_fired_time: 0.8257411718, output_fired_time: 0.0000000000, propagate_forward_time: 68.8025131226, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7827377319
validation[          , genome  6412] predictions:    6016/  10000 (60.16%), best:    6016/10000 (60.16%), error:     11486.61426, best error:     11486.61426 on epoch:    21, epoch:   21/100, mu: 0.8296719790, learning_rate: 0.0002589322, weight_decay: 0.0001704485

epoch time: 955.9180908203s, input_fired_time: 14.5177888870, output_fired_time: 5.0104012489, propagate_forward_time: 348.6044616699, propagate_backward_time: 576.3466186523, weight_update_time: 0.3489263058, other_time: 11.4389038086
epoch time: 71.6736984253s, input_fired_time: 0.8636807203, output_fired_time: 0.0000000000, propagate_forward_time: 68.9011230469, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9088973999
validation[          , genome  6412] predictions:    5856/  10000 (58.56%), best:    6016/10000 (60.16%), error:     11939.64941, best error:     11486.61426 on epoch:    21, epoch:   22/100, mu: 0.8378415108, learning_rate: 0.0002415811, weight_decay: 0.0001617123

epoch time: 948.3648681641s, input_fired_time: 14.4712209702, output_fired_time: 4.9403858185, propagate_forward_time: 343.2970886230, propagate_backward_time: 574.0988159180, weight_update_time: 0.3530909121, other_time: 11.5574340820
epoch time: 71.4955139160s, input_fired_time: 0.8301791549, output_fired_time: 0.0000000000, propagate_forward_time: 68.8631286621, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8022079468
validation[          , genome  6412] predictions:    5904/  10000 (59.04%), best:    6016/10000 (60.16%), error:     11789.79492, best error:     11486.61426 on epoch:    21, epoch:   23/100, mu: 0.8455947638, learning_rate: 0.0002253928, weight_decay: 0.0001534238

epoch time: 953.0347900391s, input_fired_time: 14.7113924026, output_fired_time: 4.9653496742, propagate_forward_time: 345.1229858398, propagate_backward_time: 576.8000488281, weight_update_time: 0.3468524218, other_time: 11.4350585938
epoch time: 71.7025070190s, input_fired_time: 0.8376293778, output_fired_time: 0.0000000000, propagate_forward_time: 69.0935516357, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7713241577
validation[          , genome  6412] predictions:    5765/  10000 (57.65%), best:    6016/10000 (60.16%), error:     12192.21484, best error:     11486.61426 on epoch:    21, epoch:   24/100, mu: 0.8529529572, learning_rate: 0.0002102892, weight_decay: 0.0001455602

epoch time: 949.5409545898s, input_fired_time: 14.4866371155, output_fired_time: 4.9257426262, propagate_forward_time: 343.6084289551, propagate_backward_time: 575.4288940430, weight_update_time: 0.3286698759, other_time: 11.0912475586
epoch time: 71.7993545532s, input_fired_time: 0.8599262238, output_fired_time: 0.0000000000, propagate_forward_time: 69.0263290405, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9131011963
validation[          , genome  6412] predictions:    6045/  10000 (60.45%), best:    6045/10000 (60.45%), error:     11403.20996, best error:     11403.20996 on epoch:    25, epoch:   25/100, mu: 0.8599362373, learning_rate: 0.0001961977, weight_decay: 0.0001380996

epoch time: 957.6918334961s, input_fired_time: 14.6644830704, output_fired_time: 4.9881577492, propagate_forward_time: 345.2979736328, propagate_backward_time: 581.1705322266, weight_update_time: 0.3492846787, other_time: 11.5706787109
epoch time: 71.6381301880s, input_fired_time: 0.8325356841, output_fired_time: 0.0000000000, propagate_forward_time: 69.0266647339, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7789306641
validation[          , genome  6412] predictions:    6060/  10000 (60.60%), best:    6045/10000 (60.45%), error:     11463.34668, best error:     11403.20996 on epoch:    25, epoch:   26/100, mu: 0.8665636778, learning_rate: 0.0001830505, weight_decay: 0.0001310214

epoch time: 952.2766113281s, input_fired_time: 14.5906286240, output_fired_time: 4.9683351517, propagate_forward_time: 344.7137451172, propagate_backward_time: 576.5789184570, weight_update_time: 0.3453121483, other_time: 11.4249877930
epoch time: 71.8101882935s, input_fired_time: 0.8419860601, output_fired_time: 0.0000000000, propagate_forward_time: 69.1849975586, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7832031250
validation[          , genome  6412] predictions:    5789/  10000 (57.89%), best:    6045/10000 (60.45%), error:     12023.78027, best error:     11403.20996 on epoch:    25, epoch:   27/100, mu: 0.8728533983, learning_rate: 0.0001707842, weight_decay: 0.0001243060

epoch time: 951.7746582031s, input_fired_time: 14.5776872635, output_fired_time: 4.9762468338, propagate_forward_time: 344.2130737305, propagate_backward_time: 576.5511474609, weight_update_time: 0.3458227217, other_time: 11.4564819336
epoch time: 71.7907562256s, input_fired_time: 0.8416789770, output_fired_time: 0.0000000000, propagate_forward_time: 69.2034225464, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7456512451
validation[          , genome  6412] predictions:    5911/  10000 (59.11%), best:    6045/10000 (60.45%), error:     11693.85254, best error:     11403.20996 on epoch:    25, epoch:   28/100, mu: 0.8788226247, learning_rate: 0.0001593400, weight_decay: 0.0001179347

epoch time: 950.6843872070s, input_fired_time: 14.5630054474, output_fired_time: 4.9495577812, propagate_forward_time: 344.9483337402, propagate_backward_time: 574.7927246094, weight_update_time: 0.3406291306, other_time: 11.4307861328
epoch time: 71.7193374634s, input_fired_time: 0.8550651073, output_fired_time: 0.0000000000, propagate_forward_time: 68.9722518921, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8920211792
validation[          , genome  6412] predictions:    6026/  10000 (60.26%), best:    6026/10000 (60.26%), error:     11334.65723, best error:     11334.65723 on epoch:    29, epoch:   29/100, mu: 0.8844876885, learning_rate: 0.0001486626, weight_decay: 0.0001118901

epoch time: 952.8064575195s, input_fired_time: 14.6293802261, output_fired_time: 4.9907546043, propagate_forward_time: 344.7296752930, propagate_backward_time: 576.9904785156, weight_update_time: 0.3505858183, other_time: 11.4661254883
epoch time: 71.8593673706s, input_fired_time: 0.8555019498, output_fired_time: 0.0000000000, propagate_forward_time: 69.1669998169, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8368682861
validation[          , genome  6412] predictions:    6046/  10000 (60.46%), best:    6046/10000 (60.46%), error:     11308.91309, best error:     11308.91309 on epoch:    30, epoch:   30/100, mu: 0.8898640871, learning_rate: 0.0001387007, weight_decay: 0.0001061552

epoch time: 957.6382446289s, input_fired_time: 14.5583553314, output_fired_time: 4.9601497650, propagate_forward_time: 349.8208923340, propagate_backward_time: 576.8908691406, weight_update_time: 0.3389516771, other_time: 11.4079589844
epoch time: 71.3511810303s, input_fired_time: 0.8424173594, output_fired_time: 0.0000000000, propagate_forward_time: 68.7340087891, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7747573853
validation[          , genome  6412] predictions:    5911/  10000 (59.11%), best:    6046/10000 (60.46%), error:     11806.26953, best error:     11308.91309 on epoch:    30, epoch:   31/100, mu: 0.8949665427, learning_rate: 0.0001294064, weight_decay: 0.0001007143

epoch time: 951.5702514648s, input_fired_time: 14.6737699509, output_fired_time: 4.9533772469, propagate_forward_time: 344.6834106445, propagate_backward_time: 575.9124755859, weight_update_time: 0.3413709104, other_time: 11.3472290039
epoch time: 72.9072494507s, input_fired_time: 0.8530177474, output_fired_time: 0.0000000000, propagate_forward_time: 70.2493209839, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8049087524
validation[          , genome  6412] predictions:    5856/  10000 (58.56%), best:    6046/10000 (60.46%), error:     11983.85547, best error:     11308.91309 on epoch:    30, epoch:   32/100, mu: 0.8998090029, learning_rate: 0.0001207348, weight_decay: 0.0000955522

epoch time: 950.3499145508s, input_fired_time: 14.6714239120, output_fired_time: 4.9603786469, propagate_forward_time: 344.0548400879, propagate_backward_time: 575.2011718750, weight_update_time: 0.3443709612, other_time: 11.4620361328
epoch time: 71.8661956787s, input_fired_time: 0.8562166691, output_fired_time: 0.0000000000, propagate_forward_time: 69.1350097656, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8749694824
validation[          , genome  6412] predictions:    6008/  10000 (60.08%), best:    6046/10000 (60.46%), error:     11570.58008, best error:     11308.91309 on epoch:    30, epoch:   33/100, mu: 0.9044046998, learning_rate: 0.0001126444, weight_decay: 0.0000906548

epoch time: 951.5264892578s, input_fired_time: 14.6438703537, output_fired_time: 4.9554333687, propagate_forward_time: 344.2387390137, propagate_backward_time: 576.4323730469, weight_update_time: 0.3384447992, other_time: 11.2561035156
epoch time: 71.5497665405s, input_fired_time: 0.8544750214, output_fired_time: 0.0000000000, propagate_forward_time: 68.8828277588, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8124618530
validation[          , genome  6412] predictions:    6118/  10000 (61.18%), best:    6118/10000 (61.18%), error:     11246.75098, best error:     11246.75098 on epoch:    34, epoch:   34/100, mu: 0.9087662101, learning_rate: 0.0001050961, weight_decay: 0.0000860083

epoch time: 960.9306640625s, input_fired_time: 15.4471483231, output_fired_time: 4.9375414848, propagate_forward_time: 348.2954711914, propagate_backward_time: 581.0634765625, weight_update_time: 0.3358985186, other_time: 11.1870117188
epoch time: 71.7166137695s, input_fired_time: 0.8529112935, output_fired_time: 0.0000000000, propagate_forward_time: 69.0093917847, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8543090820
validation[          , genome  6412] predictions:    6110/  10000 (61.10%), best:    6110/10000 (61.10%), error:     11153.63477, best error:     11153.63477 on epoch:    35, epoch:   35/100, mu: 0.9129055142, learning_rate: 0.0000980536, weight_decay: 0.0000816000

epoch time: 955.0678710938s, input_fired_time: 14.6890487671, output_fired_time: 4.9760007858, propagate_forward_time: 345.5953674316, propagate_backward_time: 578.3153076172, weight_update_time: 0.3516295552, other_time: 11.4921875000
epoch time: 72.0032806396s, input_fired_time: 0.8636655807, output_fired_time: 0.0000000000, propagate_forward_time: 69.2561264038, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8834915161
validation[          , genome  6412] predictions:    6160/  10000 (61.60%), best:    6160/10000 (61.60%), error:     11041.84375, best error:     11041.84375 on epoch:    36, epoch:   36/100, mu: 0.9168338776, learning_rate: 0.0000914830, weight_decay: 0.0000774176

epoch time: 951.4603271484s, input_fired_time: 14.6001367569, output_fired_time: 4.9453310966, propagate_forward_time: 344.1237487793, propagate_backward_time: 576.5297241211, weight_update_time: 0.3347496390, other_time: 11.2614135742
epoch time: 71.8357467651s, input_fired_time: 0.8600946665, output_fired_time: 0.0000000000, propagate_forward_time: 69.0940780640, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8815765381
validation[          , genome  6412] predictions:    6045/  10000 (60.45%), best:    6160/10000 (61.60%), error:     11212.55469, best error:     11041.84375 on epoch:    36, epoch:   37/100, mu: 0.9205620885, learning_rate: 0.0000853527, weight_decay: 0.0000734496

epoch time: 954.0763549805s, input_fired_time: 14.6254186630, output_fired_time: 4.9477534294, propagate_forward_time: 345.1783447266, propagate_backward_time: 577.8876342773, weight_update_time: 0.3487271070, other_time: 11.4371948242
epoch time: 71.2299880981s, input_fired_time: 0.8395571113, output_fired_time: 0.0000000000, propagate_forward_time: 68.6634140015, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7270202637
validation[          , genome  6412] predictions:    6063/  10000 (60.63%), best:    6160/10000 (61.60%), error:     11320.79297, best error:     11041.84375 on epoch:    36, epoch:   38/100, mu: 0.9241003394, learning_rate: 0.0000796332, weight_decay: 0.0000696850

epoch time: 951.9528808594s, input_fired_time: 14.6288166046, output_fired_time: 4.9844222069, propagate_forward_time: 344.0779724121, propagate_backward_time: 576.6729736328, weight_update_time: 0.3487761915, other_time: 11.5886230469
epoch time: 72.3698959351s, input_fired_time: 0.8445592523, output_fired_time: 0.0000000000, propagate_forward_time: 69.6715393066, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8537979126
validation[          , genome  6412] predictions:    6150/  10000 (61.50%), best:    6160/10000 (61.60%), error:     11088.00586, best error:     11041.84375 on epoch:    36, epoch:   39/100, mu: 0.9274582863, learning_rate: 0.0000742970, weight_decay: 0.0000661134

epoch time: 953.3470458984s, input_fired_time: 14.6376199722, output_fired_time: 4.9394865036, propagate_forward_time: 347.8671264648, propagate_backward_time: 574.3469848633, weight_update_time: 0.3509553075, other_time: 11.5557861328
epoch time: 71.5161437988s, input_fired_time: 0.8484918475, output_fired_time: 0.0000000000, propagate_forward_time: 68.8486175537, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8190307617
validation[          , genome  6412] predictions:    5979/  10000 (59.79%), best:    6160/10000 (61.60%), error:     11391.10645, best error:     11041.84375 on epoch:    36, epoch:   40/100, mu: 0.9306451082, learning_rate: 0.0000693184, weight_decay: 0.0000627248

epoch time: 954.4114379883s, input_fired_time: 14.6852951050, output_fired_time: 4.9872665405, propagate_forward_time: 345.4216613770, propagate_backward_time: 577.7236938477, weight_update_time: 0.3555675745, other_time: 11.5935668945
epoch time: 71.8099746704s, input_fired_time: 0.8552532792, output_fired_time: 0.0000000000, propagate_forward_time: 69.1396179199, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8151016235
validation[          , genome  6412] predictions:    6072/  10000 (60.72%), best:    6160/10000 (61.60%), error:     11421.44727, best error:     11041.84375 on epoch:    36, epoch:   41/100, mu: 0.9336695671, learning_rate: 0.0000646733, weight_decay: 0.0000595098

epoch time: 956.5363159180s, input_fired_time: 14.7499256134, output_fired_time: 4.9891166687, propagate_forward_time: 344.5013122559, propagate_backward_time: 580.5282592773, weight_update_time: 0.3522709310, other_time: 11.7676391602
epoch time: 72.2563018799s, input_fired_time: 0.8515816331, output_fired_time: 0.0000000000, propagate_forward_time: 69.6441574097, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7605590820
validation[          , genome  6412] predictions:    6189/  10000 (61.89%), best:    6160/10000 (61.60%), error:     11108.12109, best error:     11041.84375 on epoch:    36, epoch:   42/100, mu: 0.9365398884, learning_rate: 0.0000603396, weight_decay: 0.0000564597

epoch time: 956.1113891602s, input_fired_time: 14.7027502060, output_fired_time: 5.0461754799, propagate_forward_time: 345.8645629883, propagate_backward_time: 578.9519042969, weight_update_time: 0.3492209911, other_time: 11.5459594727
epoch time: 72.7510299683s, input_fired_time: 0.8712696433, output_fired_time: 0.0000000000, propagate_forward_time: 70.0644531250, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8153076172
validation[          , genome  6412] predictions:    6107/  10000 (61.07%), best:    6160/10000 (61.60%), error:     11186.13086, best error:     11041.84375 on epoch:    36, epoch:   43/100, mu: 0.9392639399, learning_rate: 0.0000562962, weight_decay: 0.0000535659

epoch time: 953.5344848633s, input_fired_time: 14.6328992844, output_fired_time: 4.9661679268, propagate_forward_time: 345.2848510742, propagate_backward_time: 577.3457031250, weight_update_time: 0.3381646872, other_time: 11.3048706055
epoch time: 72.0411071777s, input_fired_time: 0.8967652917, output_fired_time: 0.0000000000, propagate_forward_time: 69.1922225952, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9521179199
validation[          , genome  6412] predictions:    6253/  10000 (62.53%), best:    6253/10000 (62.53%), error:     10833.72168, best error:     10833.72168 on epoch:    44, epoch:   44/100, mu: 0.9418492317, learning_rate: 0.0000525238, weight_decay: 0.0000508204

epoch time: 963.2832641602s, input_fired_time: 14.7680158615, output_fired_time: 4.9844713211, propagate_forward_time: 346.9939270020, propagate_backward_time: 584.7581176758, weight_update_time: 0.3502230048, other_time: 11.7787475586
epoch time: 72.8674316406s, input_fired_time: 0.8966328502, output_fired_time: 0.0000000000, propagate_forward_time: 70.1291809082, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8416213989
validation[          , genome  6412] predictions:    6244/  10000 (62.44%), best:    6253/10000 (62.53%), error:     10908.56543, best error:     10833.72168 on epoch:    44, epoch:   45/100, mu: 0.9443027377, learning_rate: 0.0000490042, weight_decay: 0.0000482156

epoch time: 966.0479125977s, input_fired_time: 14.8826656342, output_fired_time: 5.0827183723, propagate_forward_time: 349.6211242676, propagate_backward_time: 584.9385986328, weight_update_time: 0.3454140425, other_time: 11.5228271484
epoch time: 75.1913528442s, input_fired_time: 0.8991988301, output_fired_time: 0.0000000000, propagate_forward_time: 72.2906265259, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0015258789
validation[          , genome  6412] predictions:    6032/  10000 (60.32%), best:    6253/10000 (62.53%), error:     11313.40332, best error:     10833.72168 on epoch:    44, epoch:   46/100, mu: 0.9466312528, learning_rate: 0.0000457204, weight_decay: 0.0000457444

epoch time: 962.5499267578s, input_fired_time: 14.8211021423, output_fired_time: 5.0148167610, propagate_forward_time: 348.2100830078, propagate_backward_time: 583.0386352539, weight_update_time: 0.3545779586, other_time: 11.4652709961
epoch time: 71.4497680664s, input_fired_time: 0.8623816371, output_fired_time: 0.0000000000, propagate_forward_time: 68.7718734741, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8155136108
validation[          , genome  6412] predictions:    6200/  10000 (62.00%), best:    6253/10000 (62.53%), error:     11060.71191, best error:     10833.72168 on epoch:    44, epoch:   47/100, mu: 0.9488410950, learning_rate: 0.0000426567, weight_decay: 0.0000433998

epoch time: 956.4147949219s, input_fired_time: 14.7452211380, output_fired_time: 4.9940428734, propagate_forward_time: 346.2352600098, propagate_backward_time: 578.6981811523, weight_update_time: 0.3585394621, other_time: 11.7421264648
epoch time: 72.2189331055s, input_fired_time: 0.8760039210, output_fired_time: 0.0000000000, propagate_forward_time: 69.4378433228, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9050827026
validation[          , genome  6412] predictions:    6287/  10000 (62.87%), best:    6253/10000 (62.53%), error:     10882.98926, best error:     10833.72168 on epoch:    44, epoch:   48/100, mu: 0.9509383440, learning_rate: 0.0000397983, weight_decay: 0.0000411753

epoch time: 958.7015380859s, input_fired_time: 14.8009920120, output_fired_time: 5.0086469650, propagate_forward_time: 346.6447753906, propagate_backward_time: 580.4226074219, weight_update_time: 0.3548209667, other_time: 11.8245239258
epoch time: 72.3159942627s, input_fired_time: 0.8656414747, output_fired_time: 0.0000000000, propagate_forward_time: 69.6420898438, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8082656860
validation[          , genome  6412] predictions:    6062/  10000 (60.62%), best:    6253/10000 (62.53%), error:     11258.71387, best error:     10833.72168 on epoch:    44, epoch:   49/100, mu: 0.9529287219, learning_rate: 0.0000371314, weight_decay: 0.0000390649

epoch time: 959.7614746094s, input_fired_time: 14.7586326599, output_fired_time: 4.9898719788, propagate_forward_time: 347.1767883301, propagate_backward_time: 581.1936645508, weight_update_time: 0.3466428816, other_time: 11.6425170898
epoch time: 71.6099853516s, input_fired_time: 0.8710882664, output_fired_time: 0.0000000000, propagate_forward_time: 68.9158477783, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8230514526
validation[          , genome  6412] predictions:    6214/  10000 (62.14%), best:    6253/10000 (62.53%), error:     10938.47852, best error:     10833.72168 on epoch:    44, epoch:   50/100, mu: 0.9548177123, learning_rate: 0.0000346432, weight_decay: 0.0000370627

epoch time: 953.8635864258s, input_fired_time: 14.7161598206, output_fired_time: 4.9800987244, propagate_forward_time: 345.1333923340, propagate_backward_time: 577.2473754883, weight_update_time: 0.3792621195, other_time: 11.7865600586
epoch time: 71.2747573853s, input_fired_time: 0.8624311686, output_fired_time: 0.0000000000, propagate_forward_time: 68.5460510254, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8662719727
validation[          , genome  6412] predictions:    6176/  10000 (61.76%), best:    6253/10000 (62.53%), error:     10964.37891, best error:     10833.72168 on epoch:    44, epoch:   51/100, mu: 0.9566104412, learning_rate: 0.0000323218, weight_decay: 0.0000351631

epoch time: 969.6042480469s, input_fired_time: 14.7193393707, output_fired_time: 5.0106539726, propagate_forward_time: 350.8710327148, propagate_backward_time: 587.3706054688, weight_update_time: 0.3885459900, other_time: 11.6325683594
epoch time: 71.8368225098s, input_fired_time: 0.8783371449, output_fired_time: 0.0000000000, propagate_forward_time: 69.1162261963, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8422622681
validation[          , genome  6412] predictions:    6186/  10000 (61.86%), best:    6253/10000 (62.53%), error:     11039.54785, best error:     10833.72168 on epoch:    44, epoch:   52/100, mu: 0.9583117962, learning_rate: 0.0000301559, weight_decay: 0.0000333608

epoch time: 958.5201416016s, input_fired_time: 14.8762893677, output_fired_time: 5.0206065178, propagate_forward_time: 346.8708190918, propagate_backward_time: 579.7780761719, weight_update_time: 0.3678036928, other_time: 11.9743652344
epoch time: 71.7475662231s, input_fired_time: 0.8688221574, output_fired_time: 0.0000000000, propagate_forward_time: 69.0336685181, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8450775146
validation[          , genome  6412] predictions:    6303/  10000 (63.03%), best:    6303/10000 (63.03%), error:     10713.68457, best error:     10713.68457 on epoch:    53, epoch:   53/100, mu: 0.9599264860, learning_rate: 0.0000281351, weight_decay: 0.0000316509

epoch time: 958.6962280273s, input_fired_time: 14.7496309280, output_fired_time: 4.9981913567, propagate_forward_time: 349.2677307129, propagate_backward_time: 578.1489257813, weight_update_time: 0.3420304358, other_time: 11.5317382813
epoch time: 71.5772476196s, input_fired_time: 0.8742330074, output_fired_time: 0.0000000000, propagate_forward_time: 68.8768005371, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8262176514
validation[          , genome  6412] predictions:    6329/  10000 (63.29%), best:    6329/10000 (63.29%), error:     10703.22070, best error:     10703.22070 on epoch:    54, epoch:   54/100, mu: 0.9614588618, learning_rate: 0.0000262498, weight_decay: 0.0000300287

epoch time: 954.5842895508s, input_fired_time: 14.7941427231, output_fired_time: 4.9503712654, propagate_forward_time: 345.4231567383, propagate_backward_time: 577.7910156250, weight_update_time: 0.3526682854, other_time: 11.6256103516
epoch time: 72.1193161011s, input_fired_time: 0.9146759510, output_fired_time: 0.0000000000, propagate_forward_time: 69.2350082397, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9696350098
validation[          , genome  6412] predictions:    6290/  10000 (62.90%), best:    6329/10000 (63.29%), error:     10715.40039, best error:     10703.22070 on epoch:    54, epoch:   55/100, mu: 0.9629131556, learning_rate: 0.0000244908, weight_decay: 0.0000284896

epoch time: 956.1315917969s, input_fired_time: 14.8099489212, output_fired_time: 4.9748702049, propagate_forward_time: 345.8974609375, propagate_backward_time: 578.7237548828, weight_update_time: 0.3536133468, other_time: 11.7255859375
epoch time: 71.6957702637s, input_fired_time: 0.8729249239, output_fired_time: 0.0000000000, propagate_forward_time: 69.0311965942, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7916488647
validation[          , genome  6412] predictions:    6225/  10000 (62.25%), best:    6329/10000 (63.29%), error:     10786.13086, best error:     10703.22070 on epoch:    54, epoch:   56/100, mu: 0.9642933607, learning_rate: 0.0000228497, weight_decay: 0.0000270293

epoch time: 956.3256225586s, input_fired_time: 14.8036842346, output_fired_time: 4.9840035439, propagate_forward_time: 345.7659606934, propagate_backward_time: 579.1145629883, weight_update_time: 0.3484602869, other_time: 11.6574096680
epoch time: 76.5862808228s, input_fired_time: 0.8951268792, output_fired_time: 0.0000000000, propagate_forward_time: 73.7316360474, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9595184326
validation[          , genome  6412] predictions:    6337/  10000 (63.37%), best:    6337/10000 (63.37%), error:     10651.59668, best error:     10651.59668 on epoch:    57, epoch:   57/100, mu: 0.9656032324, learning_rate: 0.0000213185, weight_decay: 0.0000256440

epoch time: 953.3808593750s, input_fired_time: 14.7992458344, output_fired_time: 4.9744477272, propagate_forward_time: 345.2056274414, propagate_backward_time: 577.0890502930, weight_update_time: 0.3406400383, other_time: 11.3125000000
epoch time: 71.7935333252s, input_fired_time: 0.8797339201, output_fired_time: 0.0000000000, propagate_forward_time: 69.0109481812, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9028549194
validation[          , genome  6412] predictions:    6238/  10000 (62.38%), best:    6337/10000 (63.37%), error:     10854.98633, best error:     10651.59668 on epoch:    57, epoch:   58/100, mu: 0.9668463469, learning_rate: 0.0000198900, weight_decay: 0.0000243296

epoch time: 963.1412963867s, input_fired_time: 14.9562063217, output_fired_time: 4.9869570732, propagate_forward_time: 351.0919799805, propagate_backward_time: 580.5048828125, weight_update_time: 0.3463265598, other_time: 11.6013183594
epoch time: 72.6369857788s, input_fired_time: 0.8893228769, output_fired_time: 0.0000000000, propagate_forward_time: 69.9118041992, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8358612061
validation[          , genome  6412] predictions:    6297/  10000 (62.97%), best:    6337/10000 (63.37%), error:     10762.60156, best error:     10651.59668 on epoch:    57, epoch:   59/100, mu: 0.9680261612, learning_rate: 0.0000185571, weight_decay: 0.0000230826

epoch time: 956.6669311523s, input_fired_time: 14.8551349640, output_fired_time: 5.0022764206, propagate_forward_time: 345.7871398926, propagate_backward_time: 579.2305908203, weight_update_time: 0.3546371162, other_time: 11.7917480469
epoch time: 72.2604141235s, input_fired_time: 0.9004659057, output_fired_time: 0.0000000000, propagate_forward_time: 69.4246292114, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9353179932
validation[          , genome  6412] predictions:    6293/  10000 (62.93%), best:    6337/10000 (63.37%), error:     10660.63672, best error:     10651.59668 on epoch:    57, epoch:   60/100, mu: 0.9691458344, learning_rate: 0.0000173136, weight_decay: 0.0000218995

epoch time: 949.3442993164s, input_fired_time: 14.7084865570, output_fired_time: 5.4701056480, propagate_forward_time: 343.1150817871, propagate_backward_time: 574.1988525391, weight_update_time: 0.3631461859, other_time: 11.8518066406
epoch time: 72.1653060913s, input_fired_time: 0.8922333717, output_fired_time: 0.0000000000, propagate_forward_time: 69.4852447510, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7878265381
validation[          , genome  6412] predictions:    6381/  10000 (63.81%), best:    6381/10000 (63.81%), error:     10606.35840, best error:     10606.35840 on epoch:    61, epoch:   61/100, mu: 0.9702084661, learning_rate: 0.0000161534, weight_decay: 0.0000207771

epoch time: 955.6248168945s, input_fired_time: 14.7918100357, output_fired_time: 4.9554829597, propagate_forward_time: 343.9663391113, propagate_backward_time: 580.2565307617, weight_update_time: 0.3617363870, other_time: 11.6546020508
epoch time: 72.5561752319s, input_fired_time: 0.8930658698, output_fired_time: 0.0000000000, propagate_forward_time: 69.8613204956, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8017883301
validation[          , genome  6412] predictions:    6303/  10000 (63.03%), best:    6381/10000 (63.81%), error:     10663.04590, best error:     10606.35840 on epoch:    61, epoch:   62/100, mu: 0.9712169766, learning_rate: 0.0000150710, weight_decay: 0.0000197122

epoch time: 959.6033325195s, input_fired_time: 14.8806428909, output_fired_time: 4.9926967621, propagate_forward_time: 345.6917419434, propagate_backward_time: 581.8547363281, weight_update_time: 0.3649019003, other_time: 12.1835937500
epoch time: 73.0291442871s, input_fired_time: 0.9444777369, output_fired_time: 0.0000000000, propagate_forward_time: 70.1297531128, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9549102783
validation[          , genome  6412] predictions:    6349/  10000 (63.49%), best:    6349/10000 (63.49%), error:     10545.93652, best error:     10545.93652 on epoch:    63, epoch:   63/100, mu: 0.9721740484, learning_rate: 0.0000140611, weight_decay: 0.0000187018

epoch time: 958.6466064453s, input_fired_time: 14.9029655457, output_fired_time: 4.9847812653, propagate_forward_time: 349.4695129395, propagate_backward_time: 577.2891845703, weight_update_time: 0.3521063030, other_time: 12.0001220703
epoch time: 71.4076766968s, input_fired_time: 0.8789606690, output_fired_time: 0.0000000000, propagate_forward_time: 68.6271438599, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9015731812
validation[          , genome  6412] predictions:    6362/  10000 (63.62%), best:    6362/10000 (63.62%), error:     10527.15332, best error:     10527.15332 on epoch:    64, epoch:   64/100, mu: 0.9730823636, learning_rate: 0.0000131188, weight_decay: 0.0000177433

epoch time: 952.8909301758s, input_fired_time: 14.8405761719, output_fired_time: 4.9981126785, propagate_forward_time: 344.6993408203, propagate_backward_time: 576.3573608398, weight_update_time: 0.3584628403, other_time: 11.9955444336
epoch time: 71.8338012695s, input_fired_time: 0.8967524767, output_fired_time: 0.0000000000, propagate_forward_time: 69.1220703125, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8149795532
validation[          , genome  6412] predictions:    6407/  10000 (64.07%), best:    6407/10000 (64.07%), error:     10475.25781, best error:     10475.25781 on epoch:    65, epoch:   65/100, mu: 0.9739444256, learning_rate: 0.0000122398, weight_decay: 0.0000168339

epoch time: 946.3307495117s, input_fired_time: 14.7182979584, output_fired_time: 4.9858808517, propagate_forward_time: 342.1029357910, propagate_backward_time: 572.5876464844, weight_update_time: 0.3643005788, other_time: 11.9359130859
epoch time: 71.8544006348s, input_fired_time: 0.8878681064, output_fired_time: 0.0000000000, propagate_forward_time: 69.2200775146, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7464523315
validation[          , genome  6412] predictions:    6359/  10000 (63.59%), best:    6407/10000 (64.07%), error:     10538.24219, best error:     10475.25781 on epoch:    65, epoch:   66/100, mu: 0.9747625589, learning_rate: 0.0000114196, weight_decay: 0.0000159710

epoch time: 962.5520019531s, input_fired_time: 18.0307083130, output_fired_time: 5.0234093666, propagate_forward_time: 347.8925476074, propagate_backward_time: 579.6221923828, weight_update_time: 0.3539944887, other_time: 11.9831542969
epoch time: 71.6697769165s, input_fired_time: 0.8780344725, output_fired_time: 0.0000000000, propagate_forward_time: 69.0319976807, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7597427368
validation[          , genome  6412] predictions:    6353/  10000 (63.53%), best:    6407/10000 (64.07%), error:     10608.45703, best error:     10475.25781 on epoch:    65, epoch:   67/100, mu: 0.9755389690, learning_rate: 0.0000106543, weight_decay: 0.0000151525

epoch time: 944.2924804688s, input_fired_time: 14.6388359070, output_fired_time: 4.9300346375, propagate_forward_time: 341.5339355469, propagate_backward_time: 571.5936889648, weight_update_time: 0.3530408144, other_time: 11.5959472656
epoch time: 71.5179824829s, input_fired_time: 0.8887944221, output_fired_time: 0.0000000000, propagate_forward_time: 68.7264328003, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9027557373
validation[          , genome  6412] predictions:    6323/  10000 (63.23%), best:    6407/10000 (64.07%), error:     10583.21387, best error:     10475.25781 on epoch:    65, epoch:   68/100, mu: 0.9762758613, learning_rate: 0.0000099404, weight_decay: 0.0000143758

epoch time: 956.1342163086s, input_fired_time: 14.8418493271, output_fired_time: 4.9711732864, propagate_forward_time: 345.9864501953, propagate_backward_time: 578.8538208008, weight_update_time: 0.3456805944, other_time: 11.4808959961
epoch time: 71.9115600586s, input_fired_time: 0.8793611526, output_fired_time: 0.0000000000, propagate_forward_time: 69.2491149902, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7830810547
validation[          , genome  6412] predictions:    6380/  10000 (63.80%), best:    6407/10000 (64.07%), error:     10559.52344, best error:     10475.25781 on epoch:    65, epoch:   69/100, mu: 0.9769752026, learning_rate: 0.0000092743, weight_decay: 0.0000136390

epoch time: 952.3117065430s, input_fired_time: 14.9161453247, output_fired_time: 4.9731130600, propagate_forward_time: 344.3895263672, propagate_backward_time: 576.5080566406, weight_update_time: 0.3431563675, other_time: 11.5249023438
epoch time: 71.7095031738s, input_fired_time: 0.8854405284, output_fired_time: 0.0000000000, propagate_forward_time: 69.0369262695, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7871398926
validation[          , genome  6412] predictions:    6376/  10000 (63.76%), best:    6376/10000 (63.76%), error:     10473.48145, best error:     10473.48145 on epoch:    70, epoch:   70/100, mu: 0.9776389003, learning_rate: 0.0000086528, weight_decay: 0.0000129399

epoch time: 951.2258911133s, input_fired_time: 14.8252363205, output_fired_time: 4.9739174843, propagate_forward_time: 344.3148193359, propagate_backward_time: 575.7116088867, weight_update_time: 0.3399450481, other_time: 11.4002685547
epoch time: 71.4925155640s, input_fired_time: 0.8852890134, output_fired_time: 0.0000000000, propagate_forward_time: 68.7452392578, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8619842529
validation[          , genome  6412] predictions:    6403/  10000 (64.03%), best:    6403/10000 (64.03%), error:     10473.04688, best error:     10473.04688 on epoch:    71, epoch:   71/100, mu: 0.9782687426, learning_rate: 0.0000080730, weight_decay: 0.0000122767

epoch time: 951.7282714844s, input_fired_time: 14.8810558319, output_fired_time: 4.9774193764, propagate_forward_time: 343.9743957520, propagate_backward_time: 575.9312133789, weight_update_time: 0.3629848957, other_time: 11.9641723633
epoch time: 71.3433456421s, input_fired_time: 0.8800317645, output_fired_time: 0.0000000000, propagate_forward_time: 68.4844665527, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9788436890
validation[          , genome  6412] predictions:    6388/  10000 (63.88%), best:    6403/10000 (64.03%), error:     10509.29004, best error:     10473.04688 on epoch:    71, epoch:   72/100, mu: 0.9788665175, learning_rate: 0.0000075320, weight_decay: 0.0000116475

epoch time: 952.6082153320s, input_fired_time: 14.8177986145, output_fired_time: 4.9768309593, propagate_forward_time: 344.9001464844, propagate_backward_time: 576.1768798828, weight_update_time: 0.3663928211, other_time: 11.7365722656
epoch time: 72.3698806763s, input_fired_time: 0.8990198970, output_fired_time: 0.0000000000, propagate_forward_time: 69.6189804077, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8518829346
validation[          , genome  6412] predictions:    6408/  10000 (64.08%), best:    6408/10000 (64.08%), error:     10445.99316, best error:     10445.99316 on epoch:    73, epoch:   73/100, mu: 0.9794338346, learning_rate: 0.0000070273, weight_decay: 0.0000110505

epoch time: 949.4999389648s, input_fired_time: 14.7672348022, output_fired_time: 4.9458265305, propagate_forward_time: 343.2218627930, propagate_backward_time: 574.7624511719, weight_update_time: 0.3601940274, other_time: 11.8026123047
epoch time: 71.7521438599s, input_fired_time: 0.8940703869, output_fired_time: 0.0000000000, propagate_forward_time: 69.0915756226, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7664947510
validation[          , genome  6412] predictions:    6408/  10000 (64.08%), best:    6408/10000 (64.08%), error:     10472.24609, best error:     10445.99316 on epoch:    73, epoch:   74/100, mu: 0.9799722433, learning_rate: 0.0000065564, weight_decay: 0.0000104841

epoch time: 953.8497924805s, input_fired_time: 14.9090337753, output_fired_time: 4.9916210175, propagate_forward_time: 345.0272521973, propagate_backward_time: 577.2770996094, weight_update_time: 0.3495581150, other_time: 11.6447753906
epoch time: 73.0826110840s, input_fired_time: 0.8839887977, output_fired_time: 0.0000000000, propagate_forward_time: 70.3617401123, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8368835449
validation[          , genome  6412] predictions:    6387/  10000 (63.87%), best:    6408/10000 (64.08%), error:     10484.07422, best error:     10445.99316 on epoch:    73, epoch:   75/100, mu: 0.9804832339, learning_rate: 0.0000061171, weight_decay: 0.0000099468

epoch time: 955.6868896484s, input_fired_time: 14.8146066666, output_fired_time: 4.9640350342, propagate_forward_time: 347.9058837891, propagate_backward_time: 576.3953247070, weight_update_time: 0.3428204954, other_time: 11.6069946289
epoch time: 71.8098297119s, input_fired_time: 0.8900555372, output_fired_time: 0.0000000000, propagate_forward_time: 69.1336822510, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7860946655
validation[          , genome  6412] predictions:    6383/  10000 (63.83%), best:    6408/10000 (64.08%), error:     10540.91895, best error:     10445.99316 on epoch:    73, epoch:   76/100, mu: 0.9809681773, learning_rate: 0.0000057071, weight_decay: 0.0000094369

epoch time: 958.8363647461s, input_fired_time: 14.9661884308, output_fired_time: 5.0082178116, propagate_forward_time: 346.9573364258, propagate_backward_time: 579.9954833984, weight_update_time: 0.3631426692, other_time: 11.9091186523
epoch time: 72.0045394897s, input_fired_time: 0.9086245894, output_fired_time: 0.0000000000, propagate_forward_time: 69.1705245972, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9253921509
validation[          , genome  6412] predictions:    6437/  10000 (64.37%), best:    6437/10000 (64.37%), error:     10409.95020, best error:     10409.95020 on epoch:    77, epoch:   77/100, mu: 0.9814283848, learning_rate: 0.0000053247, weight_decay: 0.0000089533

epoch time: 954.2006225586s, input_fired_time: 14.8532791138, output_fired_time: 4.9757165909, propagate_forward_time: 344.8335266113, propagate_backward_time: 577.8009033203, weight_update_time: 0.3529485762, other_time: 11.7371826172
epoch time: 72.6123199463s, input_fired_time: 0.8942363262, output_fired_time: 0.0000000000, propagate_forward_time: 69.9191360474, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7989501953
validation[          , genome  6412] predictions:    6415/  10000 (64.15%), best:    6437/10000 (64.37%), error:     10447.48047, best error:     10409.95020 on epoch:    77, epoch:   78/100, mu: 0.9818651676, learning_rate: 0.0000049679, weight_decay: 0.0000084944

epoch time: 954.7835083008s, input_fired_time: 14.8137588501, output_fired_time: 5.0288720131, propagate_forward_time: 345.7316284180, propagate_backward_time: 577.6935424805, weight_update_time: 0.3521470129, other_time: 11.5156860352
epoch time: 72.0675582886s, input_fired_time: 0.9191811681, output_fired_time: 0.0000000000, propagate_forward_time: 69.2199935913, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9283828735
validation[          , genome  6412] predictions:    6436/  10000 (64.36%), best:    6436/10000 (64.36%), error:     10391.95996, best error:     10391.95996 on epoch:    79, epoch:   79/100, mu: 0.9822796583, learning_rate: 0.0000046350, weight_decay: 0.0000080590

epoch time: 961.9411621094s, input_fired_time: 15.0086336136, output_fired_time: 5.0480914116, propagate_forward_time: 347.9264221191, propagate_backward_time: 581.8454589844, weight_update_time: 0.3626594841, other_time: 12.1125488281
epoch time: 73.5469207764s, input_fired_time: 0.9294099808, output_fired_time: 0.0000000000, propagate_forward_time: 70.6248016357, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9927062988
validation[          , genome  6412] predictions:    6413/  10000 (64.13%), best:    6436/10000 (64.36%), error:     10465.08008, best error:     10391.95996 on epoch:    79, epoch:   80/100, mu: 0.9826730490, learning_rate: 0.0000043244, weight_decay: 0.0000076459

epoch time: 965.2224731445s, input_fired_time: 15.0523414612, output_fired_time: 5.0502610207, propagate_forward_time: 349.3288879395, propagate_backward_time: 583.7648315430, weight_update_time: 0.3660382926, other_time: 12.0261840820
epoch time: 72.1696777344s, input_fired_time: 0.9068494439, output_fired_time: 0.0000000000, propagate_forward_time: 69.4153366089, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8474884033
validation[          , genome  6412] predictions:    6427/  10000 (64.27%), best:    6436/10000 (64.36%), error:     10413.17480, best error:     10391.95996 on epoch:    79, epoch:   81/100, mu: 0.9830464125, learning_rate: 0.0000040346, weight_decay: 0.0000072540

epoch time: 958.9868774414s, input_fired_time: 15.0221118927, output_fired_time: 5.0288491249, propagate_forward_time: 346.8554687500, propagate_backward_time: 580.1362304688, weight_update_time: 0.3613532186, other_time: 11.9442138672
epoch time: 72.1121749878s, input_fired_time: 0.9005742669, output_fired_time: 0.0000000000, propagate_forward_time: 69.3723144531, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8392868042
validation[          , genome  6412] predictions:    6407/  10000 (64.07%), best:    6436/10000 (64.36%), error:     10441.65430, best error:     10391.95996 on epoch:    79, epoch:   82/100, mu: 0.9834007621, learning_rate: 0.0000037643, weight_decay: 0.0000068822

epoch time: 963.6434936523s, input_fired_time: 15.0607376099, output_fired_time: 5.0326671600, propagate_forward_time: 348.5169067383, propagate_backward_time: 583.1473999023, weight_update_time: 0.3522135615, other_time: 11.8858032227
epoch time: 72.0623092651s, input_fired_time: 0.9026280046, output_fired_time: 0.0000000000, propagate_forward_time: 69.2502593994, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9094238281
validation[          , genome  6412] predictions:    6435/  10000 (64.35%), best:    6436/10000 (64.36%), error:     10392.88965, best error:     10391.95996 on epoch:    79, epoch:   83/100, mu: 0.9837370515, learning_rate: 0.0000035120, weight_decay: 0.0000065295

epoch time: 965.9779052734s, input_fired_time: 15.1219720840, output_fired_time: 5.0345172882, propagate_forward_time: 349.0227355957, propagate_backward_time: 584.6053466797, weight_update_time: 0.3623982966, other_time: 12.1933593750
epoch time: 72.6096649170s, input_fired_time: 0.8967588544, output_fired_time: 0.0000000000, propagate_forward_time: 69.9181747437, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7947311401
validation[          , genome  6412] predictions:    6433/  10000 (64.33%), best:    6433/10000 (64.33%), error:     10389.93750, best error:     10389.93750 on epoch:    84, epoch:   84/100, mu: 0.9840561748, learning_rate: 0.0000032767, weight_decay: 0.0000061948

epoch time: 965.2034301758s, input_fired_time: 15.0965280533, output_fired_time: 5.0764307976, propagate_forward_time: 349.2666931152, propagate_backward_time: 583.9407348633, weight_update_time: 0.3481373489, other_time: 11.8230590820
epoch time: 72.3186035156s, input_fired_time: 0.8958021998, output_fired_time: 0.0000000000, propagate_forward_time: 69.5992889404, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8235092163
validation[          , genome  6412] predictions:    6373/  10000 (63.73%), best:    6433/10000 (64.33%), error:     10494.61133, best error:     10389.93750 on epoch:    84, epoch:   85/100, mu: 0.9843590260, learning_rate: 0.0000030571, weight_decay: 0.0000058773

epoch time: 961.7913208008s, input_fired_time: 15.0476560593, output_fired_time: 5.0047268867, propagate_forward_time: 348.0177612305, propagate_backward_time: 581.9457397461, weight_update_time: 0.3504998684, other_time: 11.7754516602
epoch time: 72.6150131226s, input_fired_time: 0.9091789126, output_fired_time: 0.0000000000, propagate_forward_time: 69.8443145752, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8615188599
validation[          , genome  6412] predictions:    6429/  10000 (64.29%), best:    6429/10000 (64.29%), error:     10382.82031, best error:     10382.82031 on epoch:    86, epoch:   86/100, mu: 0.9846464396, learning_rate: 0.0000028523, weight_decay: 0.0000055761

epoch time: 964.7247924805s, input_fired_time: 15.1191654205, output_fired_time: 5.0403051376, propagate_forward_time: 348.3180236816, propagate_backward_time: 584.3866577148, weight_update_time: 0.3520289660, other_time: 11.8606567383
epoch time: 73.9271545410s, input_fired_time: 0.9013119936, output_fired_time: 0.0000000000, propagate_forward_time: 71.1735305786, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8523101807
validation[          , genome  6412] predictions:    6454/  10000 (64.54%), best:    6429/10000 (64.29%), error:     10399.96094, best error:     10382.82031 on epoch:    86, epoch:   87/100, mu: 0.9849192500, learning_rate: 0.0000026611, weight_decay: 0.0000052903

epoch time: 967.0601806641s, input_fired_time: 15.0155296326, output_fired_time: 5.1012225151, propagate_forward_time: 347.9449768066, propagate_backward_time: 587.1278076172, weight_update_time: 0.3519894481, other_time: 11.8707275391
epoch time: 72.3410110474s, input_fired_time: 0.8861280680, output_fired_time: 0.0000000000, propagate_forward_time: 69.7002792358, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7546005249
validation[          , genome  6412] predictions:    6451/  10000 (64.51%), best:    6451/10000 (64.51%), error:     10361.91211, best error:     10361.91211 on epoch:    88, epoch:   88/100, mu: 0.9851781130, learning_rate: 0.0000024828, weight_decay: 0.0000050191

epoch time: 976.2796630859s, input_fired_time: 15.2057867050, output_fired_time: 5.0672039986, propagate_forward_time: 352.6844482422, propagate_backward_time: 591.6361694336, weight_update_time: 0.3445350826, other_time: 11.6860351563
epoch time: 72.5031204224s, input_fired_time: 0.9010919929, output_fired_time: 0.0000000000, propagate_forward_time: 69.7284240723, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8736038208
validation[          , genome  6412] predictions:    6460/  10000 (64.60%), best:    6451/10000 (64.51%), error:     10372.38672, best error:     10361.91211 on epoch:    88, epoch:   89/100, mu: 0.9854238033, learning_rate: 0.0000023164, weight_decay: 0.0000047619

epoch time: 968.2965698242s, input_fired_time: 15.0772848129, output_fired_time: 5.0543880463, propagate_forward_time: 349.7570800781, propagate_backward_time: 586.4478149414, weight_update_time: 0.3551551402, other_time: 11.9600219727
epoch time: 72.7354278564s, input_fired_time: 0.8978807926, output_fired_time: 0.0000000000, propagate_forward_time: 70.0315475464, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8059997559
validation[          , genome  6412] predictions:    6466/  10000 (64.66%), best:    6466/10000 (64.66%), error:     10349.02148, best error:     10349.02148 on epoch:    90, epoch:   90/100, mu: 0.9856569767, learning_rate: 0.0000021612, weight_decay: 0.0000045178

epoch time: 964.0432128906s, input_fired_time: 15.0452871323, output_fired_time: 5.0352106094, propagate_forward_time: 348.7155151367, propagate_backward_time: 583.4957885742, weight_update_time: 0.3562818766, other_time: 11.7514038086
epoch time: 72.4815750122s, input_fired_time: 0.8986901641, output_fired_time: 0.0000000000, propagate_forward_time: 69.7103805542, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8725051880
validation[          , genome  6412] predictions:    6464/  10000 (64.64%), best:    6466/10000 (64.66%), error:     10370.39453, best error:     10349.02148 on epoch:    90, epoch:   91/100, mu: 0.9858782887, learning_rate: 0.0000020164, weight_decay: 0.0000042863

epoch time: 966.8194580078s, input_fired_time: 15.0972290039, output_fired_time: 5.0890684128, propagate_forward_time: 349.5806274414, propagate_backward_time: 585.3332519531, weight_update_time: 0.3629616201, other_time: 11.7192993164
epoch time: 72.4636688232s, input_fired_time: 0.9191367030, output_fired_time: 0.0000000000, propagate_forward_time: 69.6746063232, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8699264526
validation[          , genome  6412] predictions:    6454/  10000 (64.54%), best:    6466/10000 (64.66%), error:     10363.37695, best error:     10349.02148 on epoch:    90, epoch:   92/100, mu: 0.9860883355, learning_rate: 0.0000018813, weight_decay: 0.0000040666

epoch time: 963.2210693359s, input_fired_time: 15.0555858612, output_fired_time: 5.0212144852, propagate_forward_time: 348.2068786621, propagate_backward_time: 583.1157226563, weight_update_time: 0.3574919999, other_time: 11.8216552734
epoch time: 73.1608428955s, input_fired_time: 0.9283053875, output_fired_time: 0.0000000000, propagate_forward_time: 70.3928451538, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8396911621
validation[          , genome  6412] predictions:    6475/  10000 (64.75%), best:    6475/10000 (64.75%), error:     10344.78027, best error:     10344.78027 on epoch:    93, epoch:   93/100, mu: 0.9862876534, learning_rate: 0.0000017552, weight_decay: 0.0000038581

epoch time: 964.9233398438s, input_fired_time: 15.0758457184, output_fired_time: 5.0723853111, propagate_forward_time: 349.0962524414, propagate_backward_time: 583.5325317383, weight_update_time: 0.3637468517, other_time: 12.1463012695
epoch time: 72.9785766602s, input_fired_time: 0.9023855329, output_fired_time: 0.0000000000, propagate_forward_time: 70.2251968384, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8509979248
validation[          , genome  6412] predictions:    6433/  10000 (64.33%), best:    6475/10000 (64.75%), error:     10359.85742, best error:     10344.78027 on epoch:    93, epoch:   94/100, mu: 0.9864768386, learning_rate: 0.0000016376, weight_decay: 0.0000036604

epoch time: 965.4304809570s, input_fired_time: 15.0281524658, output_fired_time: 5.0272459984, propagate_forward_time: 349.0413208008, propagate_backward_time: 584.4707031250, weight_update_time: 0.3594473898, other_time: 11.8630981445
epoch time: 72.5236511230s, input_fired_time: 0.9205543399, output_fired_time: 0.0000000000, propagate_forward_time: 69.8324890137, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7706069946
validation[          , genome  6412] predictions:    6469/  10000 (64.69%), best:    6469/10000 (64.69%), error:     10331.90527, best error:     10331.90527 on epoch:    95, epoch:   95/100, mu: 0.9866563678, learning_rate: 0.0000015279, weight_decay: 0.0000034728

epoch time: 965.2758789063s, input_fired_time: 15.0130271912, output_fired_time: 5.0357785225, propagate_forward_time: 349.6443481445, propagate_backward_time: 584.0382690430, weight_update_time: 0.3505176008, other_time: 11.5444946289
epoch time: 72.1993408203s, input_fired_time: 0.9059156179, output_fired_time: 0.0000000000, propagate_forward_time: 69.3418655396, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9515609741
validation[          , genome  6412] predictions:    6471/  10000 (64.71%), best:    6469/10000 (64.69%), error:     10382.00391, best error:     10331.90527 on epoch:    95, epoch:   96/100, mu: 0.9868267179, learning_rate: 0.0000014255, weight_decay: 0.0000032948

epoch time: 969.1596679688s, input_fired_time: 15.1081514359, output_fired_time: 5.0910849571, propagate_forward_time: 349.2335205078, propagate_backward_time: 588.2664794922, weight_update_time: 0.3503332734, other_time: 11.4604492188
epoch time: 72.8081130981s, input_fired_time: 0.9274919033, output_fired_time: 0.0000000000, propagate_forward_time: 69.9474029541, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9332199097
validation[          , genome  6412] predictions:    6471/  10000 (64.71%), best:    6469/10000 (64.69%), error:     10348.58789, best error:     10331.90527 on epoch:    95, epoch:   97/100, mu: 0.9869884253, learning_rate: 0.0000013300, weight_decay: 0.0000031259

epoch time: 966.8912963867s, input_fired_time: 15.1963863373, output_fired_time: 5.0701713562, propagate_forward_time: 349.6864624023, propagate_backward_time: 585.1439819336, weight_update_time: 0.3530395031, other_time: 11.7942504883
epoch time: 73.0049896240s, input_fired_time: 0.9465425611, output_fired_time: 0.0000000000, propagate_forward_time: 70.1048278809, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9536209106
validation[          , genome  6412] predictions:    6483/  10000 (64.83%), best:    6469/10000 (64.69%), error:     10353.67871, best error:     10331.90527 on epoch:    95, epoch:   98/100, mu: 0.9871419072, learning_rate: 0.0000012408, weight_decay: 0.0000029657

epoch time: 970.1207885742s, input_fired_time: 15.2173290253, output_fired_time: 5.0594677925, propagate_forward_time: 351.3199768066, propagate_backward_time: 586.5283203125, weight_update_time: 0.3669488728, other_time: 11.9957275391
epoch time: 72.8388824463s, input_fired_time: 0.9315199256, output_fired_time: 0.0000000000, propagate_forward_time: 70.0067977905, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9005661011
validation[          , genome  6412] predictions:    6489/  10000 (64.89%), best:    6469/10000 (64.69%), error:     10348.96191, best error:     10331.90527 on epoch:    95, epoch:   99/100, mu: 0.9872875214, learning_rate: 0.0000011577, weight_decay: 0.0000028137

epoch time: 978.1044921875s, input_fired_time: 16.1247043610, output_fired_time: 5.0652551651, propagate_forward_time: 351.9917602539, propagate_backward_time: 592.9764404297, weight_update_time: 0.3671879768, other_time: 11.9463500977
epoch time: 72.3846817017s, input_fired_time: 0.9191077948, output_fired_time: 0.0000000000, propagate_forward_time: 69.5410690308, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9245071411
validation[          , genome  6412] predictions:    6466/  10000 (64.66%), best:    6469/10000 (64.69%), error:     10345.41895, best error:     10331.90527 on epoch:    95, epoch:  100/100, mu: 0.9874257445, learning_rate: 0.0000010801, weight_decay: 0.0000026695

evaluating best weights on full training data.
evaluting training set with running mean/variance:
epoch time: 362.2252197266s, input_fired_time: 4.6163396835, output_fired_time: 0.0000000000, propagate_forward_time: 347.6921691895, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.9167175293
best training[          , genome  6412] predictions:   35279/  50000 (70.56%), best:    6469/10000 (64.69%), error:     45292.24219, best error:     10331.90527 on epoch:    95, epoch:  101/100, mu: 0.9875569344, learning_rate: 0.0000010077, weight_decay: 0.0000025327
evaluating best weights on test data.
evaluting test set with running mean/variance:
epoch time: 72.1926727295s, input_fired_time: 0.9205167890, output_fired_time: 0.0000000000, propagate_forward_time: 69.3812866211, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8908691406
   testing[          , genome  6412] predictions:    6469/  10000 (64.69%), best:    6469/10000 (64.69%), error:     10331.90527, best error:     10331.90527 on epoch:    95, epoch:  101/100, mu: 0.9875569344, learning_rate: 0.0000010077, weight_decay: 0.0000025327
backpropagation finished successfully!
14:02:56 (6184): called boinc_finish(0)

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