Nameexact_genome_1509103842_25_16831_0
Workunit2274573
Created27 Oct 2017, 22:08:02 UTC
Sent27 Oct 2017, 23:20:01 UTC
Report deadline17 Dec 2017, 11:55:50 UTC
Received1 Nov 2017, 14:48:29 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID57938
Run time1 days 4 hours 5 min 42 sec
CPU time1 days 3 hours 58 min 45 sec
Validate stateInitial
Credit0.00
Device peak FLOPS2.90 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size172.15 MB
Peak swap size176.93 MB
Peak disk usage6.27 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
4193725586
epoch time: 68.6257247925s, input_fired_time: 1.2738988400, output_fired_time: 0.0000000000, propagate_forward_time: 65.3174591064, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0343704224
validation[          , genome 16831] predictions:    9844/  10000 (98.44%), best:    9869/10000 (98.69%), error:       517.52356, best error:       427.55084 on epoch:    14, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 926.0682983398s, input_fired_time: 10.4228277206, output_fired_time: 11.0736522675, propagate_forward_time: 348.2853393555, propagate_backward_time: 545.8369140625, weight_update_time: 0.9747874141, other_time: 10.4495239258
epoch time: 72.8683700562s, input_fired_time: 1.2750734091, output_fired_time: 0.0000000000, propagate_forward_time: 69.8054428101, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7878570557
validation[          , genome 16831] predictions:    9854/  10000 (98.54%), best:    9869/10000 (98.69%), error:       484.57263, best error:       427.55084 on epoch:    14, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 922.9033203125s, input_fired_time: 10.4986820221, output_fired_time: 11.1246023178, propagate_forward_time: 346.7268981934, propagate_backward_time: 543.8483886719, weight_update_time: 0.9826061726, other_time: 10.7048339844
epoch time: 73.2437591553s, input_fired_time: 1.3060311079, output_fired_time: 0.0000000000, propagate_forward_time: 70.0352249146, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9025039673
validation[          , genome 16831] predictions:    9847/  10000 (98.47%), best:    9869/10000 (98.69%), error:       515.77917, best error:       427.55084 on epoch:    14, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 928.9397583008s, input_fired_time: 10.4877376556, output_fired_time: 11.1490993500, propagate_forward_time: 349.6455383301, propagate_backward_time: 547.1744995117, weight_update_time: 0.9774341583, other_time: 10.4828491211
epoch time: 73.0426254272s, input_fired_time: 1.2902364731, output_fired_time: 0.0000000000, propagate_forward_time: 69.8519592285, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9004287720
validation[          , genome 16831] predictions:    9815/  10000 (98.15%), best:    9869/10000 (98.69%), error:       639.68048, best error:       427.55084 on epoch:    14, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 925.1427001953s, input_fired_time: 10.4604501724, output_fired_time: 11.0828638077, propagate_forward_time: 347.5714416504, propagate_backward_time: 545.5994873047, weight_update_time: 0.9704809189, other_time: 10.4284667969
epoch time: 72.6236038208s, input_fired_time: 1.2694705725, output_fired_time: 0.0000000000, propagate_forward_time: 69.5723953247, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7817382813
validation[          , genome 16831] predictions:    9877/  10000 (98.77%), best:    9877/10000 (98.77%), error:       396.25732, best error:       396.25732 on epoch:    19, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 926.2233276367s, input_fired_time: 10.4580726624, output_fired_time: 11.1042032242, propagate_forward_time: 348.0691223145, propagate_backward_time: 546.1688842773, weight_update_time: 0.9692896605, other_time: 10.4230346680
epoch time: 72.5882720947s, input_fired_time: 1.3048679829, output_fired_time: 0.0000000000, propagate_forward_time: 69.3905944824, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8928070068
validation[          , genome 16831] predictions:    9855/  10000 (98.55%), best:    9877/10000 (98.77%), error:       455.89395, best error:       396.25732 on epoch:    19, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 923.0158081055s, input_fired_time: 10.4312639236, output_fired_time: 11.0810985565, propagate_forward_time: 346.6539611816, propagate_backward_time: 544.4185180664, weight_update_time: 0.9671955705, other_time: 10.4309692383
epoch time: 74.3409042358s, input_fired_time: 1.3423477411, output_fired_time: 0.0000000000, propagate_forward_time: 71.0367355347, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9618225098
validation[          , genome 16831] predictions:    9858/  10000 (98.58%), best:    9877/10000 (98.77%), error:       456.68491, best error:       396.25732 on epoch:    19, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 923.8549804688s, input_fired_time: 10.4460887909, output_fired_time: 11.0744714737, propagate_forward_time: 346.9544067383, propagate_backward_time: 544.9586791992, weight_update_time: 0.9720894694, other_time: 10.4213256836
epoch time: 73.4498291016s, input_fired_time: 1.2817336321, output_fired_time: 0.0000000000, propagate_forward_time: 70.3807220459, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7873764038
validation[          , genome 16831] predictions:    9855/  10000 (98.55%), best:    9877/10000 (98.77%), error:       436.08234, best error:       396.25732 on epoch:    19, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 918.2500000000s, input_fired_time: 10.4599266052, output_fired_time: 11.1028747559, propagate_forward_time: 343.3894348145, propagate_backward_time: 542.6306762695, weight_update_time: 0.9741393328, other_time: 10.6671752930
epoch time: 72.7612457275s, input_fired_time: 1.2812745571, output_fired_time: 0.0000000000, propagate_forward_time: 69.6700439453, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8099288940
validation[          , genome 16831] predictions:    9819/  10000 (98.19%), best:    9877/10000 (98.77%), error:       579.49652, best error:       396.25732 on epoch:    19, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 931.6254882813s, input_fired_time: 10.5188894272, output_fired_time: 11.1570739746, propagate_forward_time: 350.8427429199, propagate_backward_time: 548.7039184570, weight_update_time: 0.9791191816, other_time: 10.4028930664
epoch time: 72.7748641968s, input_fired_time: 1.2956213951, output_fired_time: 0.0000000000, propagate_forward_time: 69.5981369019, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8811035156
validation[          , genome 16831] predictions:    9872/  10000 (98.72%), best:    9877/10000 (98.77%), error:       438.97882, best error:       396.25732 on epoch:    19, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 919.6444702148s, input_fired_time: 10.3964157104, output_fired_time: 11.0502052307, propagate_forward_time: 345.3378906250, propagate_backward_time: 542.4924316406, weight_update_time: 0.9667814374, other_time: 10.3674926758
epoch time: 70.6362075806s, input_fired_time: 1.3188401461, output_fired_time: 0.0000000000, propagate_forward_time: 67.2526473999, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0647201538
validation[          , genome 16831] predictions:    9875/  10000 (98.75%), best:    9877/10000 (98.77%), error:       414.02728, best error:       396.25732 on epoch:    19, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 927.9001464844s, input_fired_time: 10.5296878815, output_fired_time: 11.1060562134, propagate_forward_time: 348.9851074219, propagate_backward_time: 546.7373657227, weight_update_time: 0.9759747982, other_time: 10.5419311523
epoch time: 67.6063766479s, input_fired_time: 1.2815890312, output_fired_time: 0.0000000000, propagate_forward_time: 64.2709197998, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0538711548
validation[          , genome 16831] predictions:    9793/  10000 (97.93%), best:    9877/10000 (98.77%), error:       603.02771, best error:       396.25732 on epoch:    19, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 924.0639648438s, input_fired_time: 10.4524230957, output_fired_time: 11.0795230865, propagate_forward_time: 347.7143859863, propagate_backward_time: 544.3257446289, weight_update_time: 0.9771820903, other_time: 10.4918823242
epoch time: 73.2261047363s, input_fired_time: 1.3009552956, output_fired_time: 0.0000000000, propagate_forward_time: 70.0778427124, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8473052979
validation[          , genome 16831] predictions:    9867/  10000 (98.67%), best:    9877/10000 (98.77%), error:       422.96426, best error:       396.25732 on epoch:    19, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 926.0521850586s, input_fired_time: 10.5071754456, output_fired_time: 11.1074972153, propagate_forward_time: 347.9902954102, propagate_backward_time: 545.8555297852, weight_update_time: 0.9816966653, other_time: 10.5916748047
epoch time: 72.9997558594s, input_fired_time: 1.2950072289, output_fired_time: 0.0000000000, propagate_forward_time: 69.8642272949, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8405227661
validation[          , genome 16831] predictions:    9869/  10000 (98.69%), best:    9877/10000 (98.77%), error:       455.38333, best error:       396.25732 on epoch:    19, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 918.6006469727s, input_fired_time: 10.4431982040, output_fired_time: 11.0534315109, propagate_forward_time: 343.4368591309, propagate_backward_time: 543.0987548828, weight_update_time: 0.9733222723, other_time: 10.5684814453
epoch time: 71.4992294312s, input_fired_time: 1.2975717783, output_fired_time: 0.0000000000, propagate_forward_time: 68.2865982056, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9150619507
validation[          , genome 16831] predictions:    9875/  10000 (98.75%), best:    9877/10000 (98.77%), error:       409.19293, best error:       396.25732 on epoch:    19, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 925.0806274414s, input_fired_time: 10.4706554413, output_fired_time: 11.1056966782, propagate_forward_time: 347.8743286133, propagate_backward_time: 545.2755126953, weight_update_time: 0.9673240185, other_time: 10.3544311523
epoch time: 70.5507125854s, input_fired_time: 1.2798448801, output_fired_time: 0.0000000000, propagate_forward_time: 67.3514328003, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9194335938
validation[          , genome 16831] predictions:    9841/  10000 (98.41%), best:    9877/10000 (98.77%), error:       539.78992, best error:       396.25732 on epoch:    19, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 920.6541748047s, input_fired_time: 10.4889984131, output_fired_time: 11.0864048004, propagate_forward_time: 345.4572143555, propagate_backward_time: 543.0169067383, weight_update_time: 0.9702526331, other_time: 10.6046142578
epoch time: 72.9927902222s, input_fired_time: 1.3131303787, output_fired_time: 0.0000000000, propagate_forward_time: 69.8391723633, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8404846191
validation[          , genome 16831] predictions:    9878/  10000 (98.78%), best:    9877/10000 (98.77%), error:       433.84671, best error:       396.25732 on epoch:    19, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 922.0270996094s, input_fired_time: 10.5476961136, output_fired_time: 11.1112031937, propagate_forward_time: 345.5674133301, propagate_backward_time: 544.1200561523, weight_update_time: 0.9778345823, other_time: 10.6807250977
epoch time: 73.7470321655s, input_fired_time: 1.3301078081, output_fired_time: 0.0000000000, propagate_forward_time: 70.4760742188, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9408493042
validation[          , genome 16831] predictions:    9857/  10000 (98.57%), best:    9877/10000 (98.77%), error:       432.54062, best error:       396.25732 on epoch:    19, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 927.7158203125s, input_fired_time: 10.5364551544, output_fired_time: 11.1080636978, propagate_forward_time: 349.1608276367, propagate_backward_time: 546.4426879883, weight_update_time: 0.9781956077, other_time: 10.4677734375
epoch time: 71.2789001465s, input_fired_time: 1.2749928236, output_fired_time: 0.0000000000, propagate_forward_time: 68.1521453857, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8517608643
validation[          , genome 16831] predictions:    9849/  10000 (98.49%), best:    9877/10000 (98.77%), error:       456.10934, best error:       396.25732 on epoch:    19, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 920.8912963867s, input_fired_time: 10.5080804825, output_fired_time: 11.0765686035, propagate_forward_time: 345.9606018066, propagate_backward_time: 542.8800659180, weight_update_time: 0.9638931751, other_time: 10.4660034180
epoch time: 73.2370681763s, input_fired_time: 1.3219422102, output_fired_time: 0.0000000000, propagate_forward_time: 70.0414581299, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8736648560
validation[          , genome 16831] predictions:    9856/  10000 (98.56%), best:    9877/10000 (98.77%), error:       494.89621, best error:       396.25732 on epoch:    19, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 924.2540283203s, input_fired_time: 10.4784231186, output_fired_time: 11.0677385330, propagate_forward_time: 347.3791198730, propagate_backward_time: 544.9386596680, weight_update_time: 0.9669073224, other_time: 10.3900756836
epoch time: 72.7910766602s, input_fired_time: 1.2896986008, output_fired_time: 0.0000000000, propagate_forward_time: 69.6692886353, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8320922852
validation[          , genome 16831] predictions:    9868/  10000 (98.68%), best:    9877/10000 (98.77%), error:       433.80096, best error:       396.25732 on epoch:    19, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 922.2901611328s, input_fired_time: 10.4452371597, output_fired_time: 11.0562820435, propagate_forward_time: 346.7473144531, propagate_backward_time: 543.7228393555, weight_update_time: 0.9635701776, other_time: 10.3184814453
epoch time: 74.2524261475s, input_fired_time: 1.3252795935, output_fired_time: 0.0000000000, propagate_forward_time: 71.0539779663, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8731689453
validation[          , genome 16831] predictions:    9868/  10000 (98.68%), best:    9877/10000 (98.77%), error:       417.18579, best error:       396.25732 on epoch:    19, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 921.9833374023s, input_fired_time: 10.5219516754, output_fired_time: 11.0892715454, propagate_forward_time: 346.2288818359, propagate_backward_time: 543.5753784180, weight_update_time: 0.9755443931, other_time: 10.5678100586
epoch time: 71.8722076416s, input_fired_time: 1.3007134199, output_fired_time: 0.0000000000, propagate_forward_time: 68.6756896973, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8958053589
validation[          , genome 16831] predictions:    9885/  10000 (98.85%), best:    9885/10000 (98.85%), error:       364.25296, best error:       364.25296 on epoch:    37, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 921.4476318359s, input_fired_time: 10.4683942795, output_fired_time: 11.0865297318, propagate_forward_time: 345.2399291992, propagate_backward_time: 544.2006835938, weight_update_time: 0.9658708572, other_time: 10.4520874023
epoch time: 70.4574508667s, input_fired_time: 1.2975244522, output_fired_time: 0.0000000000, propagate_forward_time: 67.1556625366, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0042648315
validation[          , genome 16831] predictions:    9870/  10000 (98.70%), best:    9885/10000 (98.85%), error:       405.96042, best error:       364.25296 on epoch:    37, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 922.0784301758s, input_fired_time: 10.6203203201, output_fired_time: 11.1363067627, propagate_forward_time: 345.5066833496, propagate_backward_time: 544.0421142578, weight_update_time: 0.9776409268, other_time: 10.7730712891
epoch time: 67.4149780273s, input_fired_time: 1.3231508732, output_fired_time: 0.0000000000, propagate_forward_time: 63.9065055847, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1853218079
validation[          , genome 16831] predictions:    9870/  10000 (98.70%), best:    9885/10000 (98.85%), error:       405.34988, best error:       364.25296 on epoch:    37, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 927.5450439453s, input_fired_time: 10.5390768051, output_fired_time: 11.1216354370, propagate_forward_time: 349.5481262207, propagate_backward_time: 545.9553222656, weight_update_time: 0.9724973440, other_time: 10.3808593750
epoch time: 73.3580932617s, input_fired_time: 1.3050127029, output_fired_time: 0.0000000000, propagate_forward_time: 70.2356872559, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8173904419
validation[          , genome 16831] predictions:    9869/  10000 (98.69%), best:    9885/10000 (98.85%), error:       407.00735, best error:       364.25296 on epoch:    37, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 928.1310424805s, input_fired_time: 10.5543622971, output_fired_time: 11.1192102432, propagate_forward_time: 349.2503662109, propagate_backward_time: 546.8322143555, weight_update_time: 0.9701974988, other_time: 10.3748779297
epoch time: 71.0032196045s, input_fired_time: 1.2989331484, output_fired_time: 0.0000000000, propagate_forward_time: 67.7801437378, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9241409302
validation[          , genome 16831] predictions:    9871/  10000 (98.71%), best:    9885/10000 (98.85%), error:       402.24231, best error:       364.25296 on epoch:    37, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 929.9177856445s, input_fired_time: 10.5913276672, output_fired_time: 11.1143627167, propagate_forward_time: 350.5510864258, propagate_backward_time: 547.3019409180, weight_update_time: 0.9721309543, other_time: 10.3590698242
epoch time: 67.9293594360s, input_fired_time: 1.2949122190, output_fired_time: 0.0000000000, propagate_forward_time: 64.5840454102, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0503997803
validation[          , genome 16831] predictions:    9861/  10000 (98.61%), best:    9885/10000 (98.85%), error:       423.13919, best error:       364.25296 on epoch:    37, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 924.9670410156s, input_fired_time: 10.5373668671, output_fired_time: 11.0956630707, propagate_forward_time: 347.4124755859, propagate_backward_time: 545.4291381836, weight_update_time: 0.9718411565, other_time: 10.4924316406
epoch time: 70.0461959839s, input_fired_time: 1.3299634457, output_fired_time: 0.0000000000, propagate_forward_time: 66.6403427124, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0758895874
validation[          , genome 16831] predictions:    9867/  10000 (98.67%), best:    9885/10000 (98.85%), error:       429.62067, best error:       364.25296 on epoch:    37, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 923.5551147461s, input_fired_time: 10.5416440964, output_fired_time: 11.0943260193, propagate_forward_time: 346.5071716309, propagate_backward_time: 545.0206298828, weight_update_time: 0.9691996574, other_time: 10.3913574219
epoch time: 74.1002044678s, input_fired_time: 1.3288431168, output_fired_time: 0.0000000000, propagate_forward_time: 70.9234771729, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8478851318
validation[          , genome 16831] predictions:    9877/  10000 (98.77%), best:    9885/10000 (98.85%), error:       388.15002, best error:       364.25296 on epoch:    37, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 922.3621826172s, input_fired_time: 10.5840234756, output_fired_time: 11.1002912521, propagate_forward_time: 346.4345397949, propagate_backward_time: 543.6475830078, weight_update_time: 0.9696178436, other_time: 10.5957031250
epoch time: 70.4944992065s, input_fired_time: 1.3371471167, output_fired_time: 0.0000000000, propagate_forward_time: 67.1187286377, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0386199951
validation[          , genome 16831] predictions:    9901/  10000 (99.01%), best:    9901/10000 (99.01%), error:       360.60898, best error:       360.60898 on epoch:    45, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 931.3892822266s, input_fired_time: 10.6056909561, output_fired_time: 11.1250362396, propagate_forward_time: 350.9126281738, propagate_backward_time: 548.3865356445, weight_update_time: 0.9699007869, other_time: 10.3593139648
epoch time: 70.6736145020s, input_fired_time: 1.3175567389, output_fired_time: 0.0000000000, propagate_forward_time: 67.3404922485, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0155639648
validation[          , genome 16831] predictions:    9882/  10000 (98.82%), best:    9901/10000 (99.01%), error:       398.91068, best error:       360.60898 on epoch:    45, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 926.9486083984s, input_fired_time: 10.5687103271, output_fired_time: 11.1299343109, propagate_forward_time: 348.5370178223, propagate_backward_time: 546.2630615234, weight_update_time: 0.9786062837, other_time: 10.4498291016
epoch time: 72.9415588379s, input_fired_time: 1.3335452080, output_fired_time: 0.0000000000, propagate_forward_time: 69.6868820190, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9211349487
validation[          , genome 16831] predictions:    9886/  10000 (98.86%), best:    9901/10000 (99.01%), error:       375.45447, best error:       360.60898 on epoch:    45, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 914.3480224609s, input_fired_time: 10.5883722305, output_fired_time: 11.0827035904, propagate_forward_time: 340.4302368164, propagate_backward_time: 541.2998657227, weight_update_time: 0.9759821892, other_time: 10.9468383789
epoch time: 72.6082611084s, input_fired_time: 1.3397368193, output_fired_time: 0.0000000000, propagate_forward_time: 69.3229980469, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9455261230
validation[          , genome 16831] predictions:    9859/  10000 (98.59%), best:    9901/10000 (99.01%), error:       429.80142, best error:       360.60898 on epoch:    45, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 927.1784667969s, input_fired_time: 10.5492610931, output_fired_time: 11.0792741776, propagate_forward_time: 349.2400817871, propagate_backward_time: 545.9605712891, weight_update_time: 0.9736914635, other_time: 10.3492431641
epoch time: 71.7401351929s, input_fired_time: 1.3292918205, output_fired_time: 0.0000000000, propagate_forward_time: 68.3968048096, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0140380859
validation[          , genome 16831] predictions:    9870/  10000 (98.70%), best:    9901/10000 (99.01%), error:       421.14258, best error:       360.60898 on epoch:    45, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 915.9341430664s, input_fired_time: 10.5236682892, output_fired_time: 11.0598611832, propagate_forward_time: 342.1914367676, propagate_backward_time: 541.4380493164, weight_update_time: 0.9723625183, other_time: 10.7211303711
epoch time: 73.4976043701s, input_fired_time: 1.3078374863, output_fired_time: 0.0000000000, propagate_forward_time: 70.3290634155, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8607025146
validation[          , genome 16831] predictions:    9880/  10000 (98.80%), best:    9901/10000 (99.01%), error:       382.62851, best error:       360.60898 on epoch:    45, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 922.7591552734s, input_fired_time: 10.5432939529, output_fired_time: 11.0789270401, propagate_forward_time: 346.6145324707, propagate_backward_time: 543.9479370117, weight_update_time: 0.9721516967, other_time: 10.5745239258
epoch time: 71.8625640869s, input_fired_time: 1.3040792942, output_fired_time: 0.0000000000, propagate_forward_time: 68.6882858276, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8702011108
validation[          , genome 16831] predictions:    9877/  10000 (98.77%), best:    9901/10000 (99.01%), error:       393.06491, best error:       360.60898 on epoch:    45, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 921.4566040039s, input_fired_time: 10.5752134323, output_fired_time: 11.0855464935, propagate_forward_time: 345.2807617188, propagate_backward_time: 543.9687500000, weight_update_time: 0.9677010179, other_time: 10.5463256836
epoch time: 73.4005889893s, input_fired_time: 1.3104715347, output_fired_time: 0.0000000000, propagate_forward_time: 70.2108612061, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8792572021
validation[          , genome 16831] predictions:    9888/  10000 (98.88%), best:    9901/10000 (99.01%), error:       380.79092, best error:       360.60898 on epoch:    45, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 921.9863281250s, input_fired_time: 10.6175165176, output_fired_time: 11.1147518158, propagate_forward_time: 345.6646118164, propagate_backward_time: 543.8391723633, weight_update_time: 0.9815473557, other_time: 10.7503051758
epoch time: 73.0344467163s, input_fired_time: 1.3080207109, output_fired_time: 0.0000000000, propagate_forward_time: 69.9168319702, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8095932007
validation[          , genome 16831] predictions:    9902/  10000 (99.02%), best:    9902/10000 (99.02%), error:       351.53915, best error:       351.53915 on epoch:    53, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 927.3647460938s, input_fired_time: 10.6013259888, output_fired_time: 11.1069746017, propagate_forward_time: 349.0258178711, propagate_backward_time: 546.2141723633, weight_update_time: 0.9701933265, other_time: 10.4164428711
epoch time: 73.6577224731s, input_fired_time: 1.3374173641, output_fired_time: 0.0000000000, propagate_forward_time: 70.4217071533, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8985977173
validation[          , genome 16831] predictions:    9860/  10000 (98.60%), best:    9902/10000 (99.02%), error:       458.89639, best error:       351.53915 on epoch:    53, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 927.3873291016s, input_fired_time: 10.6763954163, output_fired_time: 11.1237287521, propagate_forward_time: 348.7799072266, propagate_backward_time: 546.1947021484, weight_update_time: 0.9839481711, other_time: 10.6126098633
epoch time: 72.8500137329s, input_fired_time: 1.3407053947, output_fired_time: 0.0000000000, propagate_forward_time: 69.5828475952, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9264602661
validation[          , genome 16831] predictions:    9887/  10000 (98.87%), best:    9902/10000 (99.02%), error:       368.34195, best error:       351.53915 on epoch:    53, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 927.6189575195s, input_fired_time: 10.5635709763, output_fired_time: 11.0933551788, propagate_forward_time: 349.1105957031, propagate_backward_time: 546.5175781250, weight_update_time: 0.9616481662, other_time: 10.3338012695
epoch time: 74.2530517578s, input_fired_time: 1.3525036573, output_fired_time: 0.0000000000, propagate_forward_time: 70.9981536865, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9023971558
validation[          , genome 16831] predictions:    9873/  10000 (98.73%), best:    9902/10000 (99.02%), error:       411.32205, best error:       351.53915 on epoch:    53, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 919.4788208008s, input_fired_time: 10.6167993546, output_fired_time: 11.1361083984, propagate_forward_time: 344.2257995605, propagate_backward_time: 542.7478027344, weight_update_time: 0.9752781391, other_time: 10.7523193359
epoch time: 71.4828948975s, input_fired_time: 1.3012422323, output_fired_time: 0.0000000000, propagate_forward_time: 68.2755432129, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9061126709
validation[          , genome 16831] predictions:    9881/  10000 (98.81%), best:    9902/10000 (99.02%), error:       373.07660, best error:       351.53915 on epoch:    53, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 924.0524291992s, input_fired_time: 10.5408983231, output_fired_time: 11.0647735596, propagate_forward_time: 347.2326049805, propagate_backward_time: 544.7736206055, weight_update_time: 0.9752782583, other_time: 10.4405517578
epoch time: 73.2570724487s, input_fired_time: 1.3015918732, output_fired_time: 0.0000000000, propagate_forward_time: 70.1656036377, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7898788452
validation[          , genome 16831] predictions:    9862/  10000 (98.62%), best:    9902/10000 (99.02%), error:       438.39499, best error:       351.53915 on epoch:    53, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 929.8380126953s, input_fired_time: 10.5700855255, output_fired_time: 11.1422653198, propagate_forward_time: 350.6824951172, propagate_backward_time: 547.1590576172, weight_update_time: 0.9674833417, other_time: 10.2841186523
epoch time: 75.4970169067s, input_fired_time: 1.3853224516, output_fired_time: 0.0000000000, propagate_forward_time: 72.1607666016, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9509277344
validation[          , genome 16831] predictions:    9891/  10000 (98.91%), best:    9891/10000 (98.91%), error:       337.35541, best error:       337.35541 on epoch:    59, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 911.9770507813s, input_fired_time: 10.6472816467, output_fired_time: 11.0962724686, propagate_forward_time: 339.6773681641, propagate_backward_time: 539.4329223633, weight_update_time: 0.9751575589, other_time: 11.1232299805
epoch time: 70.3247222900s, input_fired_time: 1.3148794174, output_fired_time: 0.0000000000, propagate_forward_time: 66.9675369263, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0423049927
validation[          , genome 16831] predictions:    9870/  10000 (98.70%), best:    9891/10000 (98.91%), error:       406.55087, best error:       337.35541 on epoch:    59, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 923.8656005859s, input_fired_time: 10.5983572006, output_fired_time: 11.0789136887, propagate_forward_time: 347.0840759277, propagate_backward_time: 544.6502075195, weight_update_time: 0.9698874950, other_time: 10.4540405273
epoch time: 73.4863204956s, input_fired_time: 1.3264521360, output_fired_time: 0.0000000000, propagate_forward_time: 70.3262557983, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8336105347
validation[          , genome 16831] predictions:    9846/  10000 (98.46%), best:    9891/10000 (98.91%), error:       480.99030, best error:       337.35541 on epoch:    59, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 920.3774414063s, input_fired_time: 10.5535326004, output_fired_time: 11.0464496613, propagate_forward_time: 344.9874877930, propagate_backward_time: 543.2764892578, weight_update_time: 0.9719502926, other_time: 10.5134887695
epoch time: 73.5274276733s, input_fired_time: 1.3232355118, output_fired_time: 0.0000000000, propagate_forward_time: 70.3514328003, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8527603149
validation[          , genome 16831] predictions:    9889/  10000 (98.89%), best:    9891/10000 (98.91%), error:       362.75891, best error:       337.35541 on epoch:    59, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 927.5499877930s, input_fired_time: 10.5360898972, output_fired_time: 11.0411176682, propagate_forward_time: 349.5551452637, propagate_backward_time: 546.2463989258, weight_update_time: 0.9613008499, other_time: 10.1712036133
epoch time: 73.7619247437s, input_fired_time: 1.3147872686, output_fired_time: 0.0000000000, propagate_forward_time: 70.6166152954, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8305206299
validation[          , genome 16831] predictions:    9897/  10000 (98.97%), best:    9891/10000 (98.91%), error:       346.64929, best error:       337.35541 on epoch:    59, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 924.9014892578s, input_fired_time: 10.5789537430, output_fired_time: 11.0636749268, propagate_forward_time: 348.6144104004, propagate_backward_time: 544.3017578125, weight_update_time: 0.9677294493, other_time: 10.3426513672
epoch time: 73.5086975098s, input_fired_time: 1.3087173700, output_fired_time: 0.0000000000, propagate_forward_time: 70.4035797119, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7964019775
validation[          , genome 16831] predictions:    9896/  10000 (98.96%), best:    9891/10000 (98.91%), error:       340.68250, best error:       337.35541 on epoch:    59, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 925.5810546875s, input_fired_time: 10.5940675735, output_fired_time: 11.0731906891, propagate_forward_time: 349.2044067383, propagate_backward_time: 544.4003906250, weight_update_time: 0.9695850015, other_time: 10.3090209961
epoch time: 73.4238586426s, input_fired_time: 1.3478003740, output_fired_time: 0.0000000000, propagate_forward_time: 70.1704025269, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9056549072
validation[          , genome 16831] predictions:    9857/  10000 (98.57%), best:    9891/10000 (98.91%), error:       468.54138, best error:       337.35541 on epoch:    59, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 919.2557373047s, input_fired_time: 10.5667142868, output_fired_time: 11.0431613922, propagate_forward_time: 344.4475097656, propagate_backward_time: 542.7150268555, weight_update_time: 0.9642269015, other_time: 10.4833374023
epoch time: 73.4514694214s, input_fired_time: 1.3139491081, output_fired_time: 0.0000000000, propagate_forward_time: 70.3222961426, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8152236938
validation[          , genome 16831] predictions:    9874/  10000 (98.74%), best:    9891/10000 (98.91%), error:       402.10431, best error:       337.35541 on epoch:    59, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 924.5432739258s, input_fired_time: 10.6440763474, output_fired_time: 11.0891466141, propagate_forward_time: 347.0857238770, propagate_backward_time: 545.1944580078, weight_update_time: 0.9757042527, other_time: 10.5297851563
epoch time: 69.6473464966s, input_fired_time: 1.3138296604, output_fired_time: 0.0000000000, propagate_forward_time: 66.3056716919, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0278472900
validation[          , genome 16831] predictions:    9893/  10000 (98.93%), best:    9891/10000 (98.91%), error:       339.48352, best error:       337.35541 on epoch:    59, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 921.6598510742s, input_fired_time: 10.5774822235, output_fired_time: 11.1036758423, propagate_forward_time: 346.3330383301, propagate_backward_time: 543.2094726563, weight_update_time: 0.9637174010, other_time: 10.4361572266
epoch time: 71.3939971924s, input_fired_time: 1.3057311773, output_fired_time: 0.0000000000, propagate_forward_time: 68.2526245117, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8356399536
validation[          , genome 16831] predictions:    9892/  10000 (98.92%), best:    9891/10000 (98.91%), error:       370.56992, best error:       337.35541 on epoch:    59, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 916.6263427734s, input_fired_time: 10.6033058167, output_fired_time: 11.0660390854, propagate_forward_time: 342.6979064941, propagate_backward_time: 541.5169067383, weight_update_time: 0.9770139456, other_time: 10.7421264648
epoch time: 73.0805511475s, input_fired_time: 1.3169611692, output_fired_time: 0.0000000000, propagate_forward_time: 69.9879531860, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7756347656
validation[          , genome 16831] predictions:    9876/  10000 (98.76%), best:    9891/10000 (98.91%), error:       384.24820, best error:       337.35541 on epoch:    59, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 927.8709106445s, input_fired_time: 10.5837192535, output_fired_time: 11.1358833313, propagate_forward_time: 348.8616027832, propagate_backward_time: 546.9479980469, weight_update_time: 0.9656228423, other_time: 10.3416748047
epoch time: 70.8241043091s, input_fired_time: 1.3078987598, output_fired_time: 0.0000000000, propagate_forward_time: 67.6233520508, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8928527832
validation[          , genome 16831] predictions:    9889/  10000 (98.89%), best:    9891/10000 (98.91%), error:       342.06262, best error:       337.35541 on epoch:    59, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 923.6286621094s, input_fired_time: 10.6766157150, output_fired_time: 11.1098413467, propagate_forward_time: 346.2690429688, propagate_backward_time: 544.9463500977, weight_update_time: 0.9695309997, other_time: 10.6267700195
epoch time: 71.8910369873s, input_fired_time: 1.3268743753, output_fired_time: 0.0000000000, propagate_forward_time: 68.6848220825, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8793411255
validation[          , genome 16831] predictions:    9890/  10000 (98.90%), best:    9891/10000 (98.91%), error:       346.95181, best error:       337.35541 on epoch:    59, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 921.6851806641s, input_fired_time: 10.6596317291, output_fired_time: 11.0885200500, propagate_forward_time: 346.3317565918, propagate_backward_time: 542.8710327148, weight_update_time: 0.9782367945, other_time: 10.7343139648
epoch time: 71.8612976074s, input_fired_time: 1.3168804646, output_fired_time: 0.0000000000, propagate_forward_time: 68.6857528687, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8586654663
validation[          , genome 16831] predictions:    9905/  10000 (99.05%), best:    9905/10000 (99.05%), error:       321.36816, best error:       321.36816 on epoch:    72, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 926.6007080078s, input_fired_time: 10.6715383530, output_fired_time: 11.1018581390, propagate_forward_time: 348.4821166992, propagate_backward_time: 545.8570556641, weight_update_time: 0.9719974399, other_time: 10.4881591797
epoch time: 72.9769058228s, input_fired_time: 1.3281363249, output_fired_time: 0.0000000000, propagate_forward_time: 69.7646179199, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8841552734
validation[          , genome 16831] predictions:    9891/  10000 (98.91%), best:    9905/10000 (99.05%), error:       342.20609, best error:       321.36816 on epoch:    72, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 915.3927612305s, input_fired_time: 10.6819562912, output_fired_time: 11.0740604401, propagate_forward_time: 341.4339294434, propagate_backward_time: 541.2842407227, weight_update_time: 0.9752960801, other_time: 10.9186401367
epoch time: 74.1008911133s, input_fired_time: 1.3618117571, output_fired_time: 0.0000000000, propagate_forward_time: 70.8170318604, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9220504761
validation[          , genome 16831] predictions:    9890/  10000 (98.90%), best:    9905/10000 (99.05%), error:       371.10675, best error:       321.36816 on epoch:    72, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 925.3483886719s, input_fired_time: 10.6855306625, output_fired_time: 11.1185235977, propagate_forward_time: 347.4627685547, propagate_backward_time: 545.4629516602, weight_update_time: 0.9782698154, other_time: 10.6185913086
epoch time: 72.4149398804s, input_fired_time: 1.3439823389, output_fired_time: 0.0000000000, propagate_forward_time: 69.0997314453, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9712295532
validation[          , genome 16831] predictions:    9896/  10000 (98.96%), best:    9905/10000 (99.05%), error:       347.65836, best error:       321.36816 on epoch:    72, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 928.6556396484s, input_fired_time: 10.6997146606, output_fired_time: 11.1232080460, propagate_forward_time: 349.4459228516, propagate_backward_time: 546.8800659180, weight_update_time: 0.9839133024, other_time: 10.5067138672
epoch time: 72.6688308716s, input_fired_time: 1.3191688061, output_fired_time: 0.0000000000, propagate_forward_time: 69.4903945923, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8592681885
validation[          , genome 16831] predictions:    9864/  10000 (98.64%), best:    9905/10000 (99.05%), error:       454.78345, best error:       321.36816 on epoch:    72, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 921.4492797852s, input_fired_time: 10.6023178101, output_fired_time: 11.0650606155, propagate_forward_time: 346.2299804688, propagate_backward_time: 543.1362304688, weight_update_time: 0.9650780559, other_time: 10.4157104492
epoch time: 72.2707443237s, input_fired_time: 1.3306684494, output_fired_time: 0.0000000000, propagate_forward_time: 69.0732269287, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8668518066
validation[          , genome 16831] predictions:    9891/  10000 (98.91%), best:    9905/10000 (99.05%), error:       343.07025, best error:       321.36816 on epoch:    72, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 919.5824584961s, input_fired_time: 10.6399707794, output_fired_time: 11.1056699753, propagate_forward_time: 343.8115844727, propagate_backward_time: 543.3452758789, weight_update_time: 0.9725435376, other_time: 10.6799926758
epoch time: 73.6225891113s, input_fired_time: 1.3329340219, output_fired_time: 0.0000000000, propagate_forward_time: 70.4445343018, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8451232910
validation[          , genome 16831] predictions:    9902/  10000 (99.02%), best:    9905/10000 (99.05%), error:       333.34204, best error:       321.36816 on epoch:    72, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 919.7126464844s, input_fired_time: 10.6687688828, output_fired_time: 11.0888633728, propagate_forward_time: 344.2580871582, propagate_backward_time: 543.0071411133, weight_update_time: 0.9756873846, other_time: 10.6897583008
epoch time: 68.5516433716s, input_fired_time: 1.3237011433, output_fired_time: 0.0000000000, propagate_forward_time: 65.1445312500, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0834121704
validation[          , genome 16831] predictions:    9896/  10000 (98.96%), best:    9905/10000 (99.05%), error:       341.85391, best error:       321.36816 on epoch:    72, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 926.1505126953s, input_fired_time: 10.6747360229, output_fired_time: 11.1087245941, propagate_forward_time: 347.2979431152, propagate_backward_time: 546.5365600586, weight_update_time: 0.9704921246, other_time: 10.5325317383
epoch time: 73.1507873535s, input_fired_time: 1.3349018097, output_fired_time: 0.0000000000, propagate_forward_time: 69.9240341187, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8918533325
validation[          , genome 16831] predictions:    9897/  10000 (98.97%), best:    9905/10000 (99.05%), error:       334.28964, best error:       321.36816 on epoch:    72, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 918.3610839844s, input_fired_time: 10.5652236938, output_fired_time: 11.0541114807, propagate_forward_time: 343.6922302246, propagate_backward_time: 542.5819091797, weight_update_time: 0.9599731565, other_time: 10.4675292969
epoch time: 72.9497909546s, input_fired_time: 1.3151721954, output_fired_time: 0.0000000000, propagate_forward_time: 69.8027114868, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8319091797
validation[          , genome 16831] predictions:    9898/  10000 (98.98%), best:    9898/10000 (98.98%), error:       318.97351, best error:       318.97351 on epoch:    81, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 919.4114379883s, input_fired_time: 10.6255464554, output_fired_time: 11.0238142014, propagate_forward_time: 345.4735412598, propagate_backward_time: 541.7689819336, weight_update_time: 0.9690120220, other_time: 10.5195922852
epoch time: 67.2574691772s, input_fired_time: 1.3160023689, output_fired_time: 0.0000000000, propagate_forward_time: 63.8145713806, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1268959045
validation[          , genome 16831] predictions:    9907/  10000 (99.07%), best:    9898/10000 (98.98%), error:       332.40582, best error:       318.97351 on epoch:    81, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 917.1636352539s, input_fired_time: 10.7078084946, output_fired_time: 11.1244993210, propagate_forward_time: 341.5268859863, propagate_backward_time: 542.8101196289, weight_update_time: 0.9851704836, other_time: 10.9943237305
epoch time: 72.5428314209s, input_fired_time: 1.3161071539, output_fired_time: 0.0000000000, propagate_forward_time: 69.3749465942, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8517761230
validation[          , genome 16831] predictions:    9897/  10000 (98.97%), best:    9898/10000 (98.98%), error:       331.24100, best error:       318.97351 on epoch:    81, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 923.3369140625s, input_fired_time: 10.5731582642, output_fired_time: 11.0458707809, propagate_forward_time: 348.0470886230, propagate_backward_time: 543.3878173828, weight_update_time: 0.9614047408, other_time: 10.2829589844
epoch time: 73.6730651855s, input_fired_time: 1.3177644014, output_fired_time: 0.0000000000, propagate_forward_time: 70.5475387573, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8077621460
validation[          , genome 16831] predictions:    9883/  10000 (98.83%), best:    9898/10000 (98.98%), error:       378.71783, best error:       318.97351 on epoch:    81, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 929.2497558594s, input_fired_time: 10.6592769623, output_fired_time: 11.1030960083, propagate_forward_time: 350.4895324707, propagate_backward_time: 546.6212768555, weight_update_time: 0.9779222012, other_time: 10.3765258789
epoch time: 73.5704956055s, input_fired_time: 1.3562834263, output_fired_time: 0.0000000000, propagate_forward_time: 70.3354110718, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8787994385
validation[          , genome 16831] predictions:    9899/  10000 (98.99%), best:    9898/10000 (98.98%), error:       333.99902, best error:       318.97351 on epoch:    81, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 917.6580200195s, input_fired_time: 10.6414270401, output_fired_time: 11.0839023590, propagate_forward_time: 343.3825683594, propagate_backward_time: 541.8273315430, weight_update_time: 0.9784249663, other_time: 10.7227783203
epoch time: 73.7615051270s, input_fired_time: 1.3540387154, output_fired_time: 0.0000000000, propagate_forward_time: 70.5257568359, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8817062378
validation[          , genome 16831] predictions:    9900/  10000 (99.00%), best:    9898/10000 (98.98%), error:       330.43549, best error:       318.97351 on epoch:    81, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 918.4868164063s, input_fired_time: 10.6306056976, output_fired_time: 11.0498847961, propagate_forward_time: 344.4068908691, propagate_backward_time: 541.8405151367, weight_update_time: 0.9713613391, other_time: 10.5588989258
epoch time: 74.9887466431s, input_fired_time: 1.3574706316, output_fired_time: 0.0000000000, propagate_forward_time: 71.7382049561, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8930740356
validation[          , genome 16831] predictions:    9893/  10000 (98.93%), best:    9898/10000 (98.98%), error:       358.34302, best error:       318.97351 on epoch:    81, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 924.1531372070s, input_fired_time: 10.6481475830, output_fired_time: 11.0986433029, propagate_forward_time: 347.4377441406, propagate_backward_time: 544.5158081055, weight_update_time: 0.9671145678, other_time: 10.4528198242
epoch time: 73.3561935425s, input_fired_time: 1.3427537680, output_fired_time: 0.0000000000, propagate_forward_time: 70.1511001587, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8623428345
validation[          , genome 16831] predictions:    9901/  10000 (99.01%), best:    9898/10000 (98.98%), error:       328.00153, best error:       318.97351 on epoch:    81, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 923.6539306641s, input_fired_time: 10.6255512238, output_fired_time: 11.0495538712, propagate_forward_time: 347.7330017090, propagate_backward_time: 543.8323974609, weight_update_time: 0.9726142883, other_time: 10.4134521484
epoch time: 73.2459564209s, input_fired_time: 1.3492941856, output_fired_time: 0.0000000000, propagate_forward_time: 69.9841766357, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9124832153
validation[          , genome 16831] predictions:    9898/  10000 (98.98%), best:    9898/10000 (98.98%), error:       330.20074, best error:       318.97351 on epoch:    81, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 916.2507324219s, input_fired_time: 10.6199598312, output_fired_time: 11.0376663208, propagate_forward_time: 343.2538146973, propagate_backward_time: 540.7172241211, weight_update_time: 0.9721238613, other_time: 10.6221313477
epoch time: 74.5574111938s, input_fired_time: 1.3776841164, output_fired_time: 0.0000000000, propagate_forward_time: 71.2672500610, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9124755859
validation[          , genome 16831] predictions:    9885/  10000 (98.85%), best:    9898/10000 (98.98%), error:       346.60559, best error:       318.97351 on epoch:    81, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 915.4052734375s, input_fired_time: 10.6395807266, output_fired_time: 11.0920124054, propagate_forward_time: 341.2299499512, propagate_backward_time: 541.5932617188, weight_update_time: 0.9740049839, other_time: 10.8504638672
epoch time: 72.4673843384s, input_fired_time: 1.3211336136, output_fired_time: 0.0000000000, propagate_forward_time: 69.3097839355, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8364639282
validation[          , genome 16831] predictions:    9903/  10000 (99.03%), best:    9898/10000 (98.98%), error:       331.38858, best error:       318.97351 on epoch:    81, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 927.3704833984s, input_fired_time: 10.7090940475, output_fired_time: 11.1341791153, propagate_forward_time: 348.2758178711, propagate_backward_time: 546.7681884766, weight_update_time: 0.9733615518, other_time: 10.4832153320
epoch time: 71.7658691406s, input_fired_time: 1.3175868988, output_fired_time: 0.0000000000, propagate_forward_time: 68.5601730347, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8881072998
validation[          , genome 16831] predictions:    9901/  10000 (99.01%), best:    9898/10000 (98.98%), error:       319.78229, best error:       318.97351 on epoch:    81, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 914.9589233398s, input_fired_time: 10.6246986389, output_fired_time: 11.0518159866, propagate_forward_time: 342.1306762695, propagate_backward_time: 540.3492431641, weight_update_time: 0.9806333184, other_time: 10.8024902344
epoch time: 73.9884872437s, input_fired_time: 1.3736090660, output_fired_time: 0.0000000000, propagate_forward_time: 70.6670303345, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9478454590
validation[          , genome 16831] predictions:    9897/  10000 (98.97%), best:    9898/10000 (98.98%), error:       320.46240, best error:       318.97351 on epoch:    81, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 923.8138427734s, input_fired_time: 10.7953987122, output_fired_time: 11.1260433197, propagate_forward_time: 345.8511352539, propagate_backward_time: 545.2492675781, weight_update_time: 0.9814026952, other_time: 10.7919921875
epoch time: 73.7988357544s, input_fired_time: 1.3308386803, output_fired_time: 0.0000000000, propagate_forward_time: 70.6470642090, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8209304810
validation[          , genome 16831] predictions:    9909/  10000 (99.09%), best:    9909/10000 (99.09%), error:       313.30090, best error:       313.30090 on epoch:    94, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 928.8557128906s, input_fired_time: 10.7595872879, output_fired_time: 11.1471796036, propagate_forward_time: 350.6661071777, propagate_backward_time: 545.7061157227, weight_update_time: 0.9843067527, other_time: 10.5767211914
epoch time: 70.2368087769s, input_fired_time: 1.3806746006, output_fired_time: 0.0000000000, propagate_forward_time: 66.6699066162, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1862258911
validation[          , genome 16831] predictions:    9900/  10000 (99.00%), best:    9909/10000 (99.09%), error:       316.92746, best error:       313.30090 on epoch:    94, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 913.9020385742s, input_fired_time: 10.5673475266, output_fired_time: 11.0122880936, propagate_forward_time: 342.0039672852, propagate_backward_time: 539.8192138672, weight_update_time: 0.9677200317, other_time: 10.4992675781
epoch time: 71.5423126221s, input_fired_time: 1.3249443769, output_fired_time: 0.0000000000, propagate_forward_time: 68.2751541138, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9422149658
validation[          , genome 16831] predictions:    9904/  10000 (99.04%), best:    9909/10000 (99.09%), error:       325.46893, best error:       313.30090 on epoch:    94, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 924.7797241211s, input_fired_time: 10.7259855270, output_fired_time: 11.1106901169, propagate_forward_time: 347.5985412598, propagate_backward_time: 544.6802978516, weight_update_time: 0.9791916609, other_time: 10.6641845703
epoch time: 74.2957077026s, input_fired_time: 1.3801977634, output_fired_time: 0.0000000000, propagate_forward_time: 70.9580078125, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9575042725
validation[          , genome 16831] predictions:    9895/  10000 (98.95%), best:    9909/10000 (99.09%), error:       343.26147, best error:       313.30090 on epoch:    94, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 928.0900268555s, input_fired_time: 10.6859169006, output_fired_time: 11.1079082489, propagate_forward_time: 349.3596191406, propagate_backward_time: 546.4056396484, weight_update_time: 0.9846965671, other_time: 10.5309448242
epoch time: 68.8939514160s, input_fired_time: 1.3206834793, output_fired_time: 0.0000000000, propagate_forward_time: 65.5852279663, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9880371094
validation[          , genome 16831] predictions:    9903/  10000 (99.03%), best:    9909/10000 (99.09%), error:       321.34082, best error:       313.30090 on epoch:    94, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 925.9902954102s, input_fired_time: 10.7159509659, output_fired_time: 11.1215667725, propagate_forward_time: 348.7789611816, propagate_backward_time: 544.8853149414, weight_update_time: 0.9713475704, other_time: 10.4884643555
epoch time: 73.0184326172s, input_fired_time: 1.3319381475, output_fired_time: 0.0000000000, propagate_forward_time: 69.8319473267, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8545455933
validation[          , genome 16831] predictions:    9901/  10000 (99.01%), best:    9909/10000 (99.09%), error:       315.41025, best error:       313.30090 on epoch:    94, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 921.0176391602s, input_fired_time: 10.6956644058, output_fired_time: 11.0748100281, propagate_forward_time: 345.2533264160, propagate_backward_time: 543.4014282227, weight_update_time: 0.9780621529, other_time: 10.5923461914
epoch time: 72.6563644409s, input_fired_time: 1.3406845331, output_fired_time: 0.0000000000, propagate_forward_time: 69.4337692261, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8819122314
validation[          , genome 16831] predictions:    9905/  10000 (99.05%), best:    9909/10000 (99.09%), error:       318.89584, best error:       313.30090 on epoch:    94, 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: 367.2312622070s, input_fired_time: 6.7094259262, output_fired_time: 0.0000000000, propagate_forward_time: 351.0778198242, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.4440307617
best training[          , genome 16831] predictions:   50000/  50000 (100.00%), best:    9909/10000 (99.09%), error:       115.08994, best error:       313.30090 on epoch:    94, 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: 72.1292724609s, input_fired_time: 1.3236838579, output_fired_time: 0.0000000000, propagate_forward_time: 68.9466323853, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8589553833
   testing[          , genome 16831] predictions:    9925/  10000 (99.25%), best:    9909/10000 (99.09%), error:       247.11209, best error:       313.30090 on epoch:    94, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
22:47:47 (1416): called boinc_finish(0)

</stderr_txt>
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