Nameexact_genome_1512568488_44_6610_1
Workunit2604378
Created7 Dec 2017, 20:54:54 UTC
Sent7 Dec 2017, 21:03:13 UTC
Report deadline14 Dec 2017, 17:24:24 UTC
Received8 Dec 2017, 6:58:29 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID52122
Run time2 hours 14 min 51 sec
CPU time2 hours 8 min 33 sec
Validate stateValid
Credit1,712.01
Device peak FLOPS4.62 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size156.07 MB
Peak swap size158.98 MB
Peak disk usage1.79 MB

Stderr output

<core_client_version>7.8.2</core_client_version>
<![CDATA[
<stderr_txt>
me: 0.0000000000, propagate_forward_time: 5.0497789383, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2817082405
validation[          , genome  6610] predictions:    9644/  10000 (96.44%), best:    9677/10000 (96.77%), error:      1192.57483, best error:      1134.12891 on epoch:     9, epoch:   14/100, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 71.4161682129s, input_fired_time: 0.9547920823, output_fired_time: 0.8354345560, propagate_forward_time: 26.5603923798, propagate_backward_time: 41.3506164551, weight_update_time: 0.0878982097, other_time: 1.7149276733
epoch time: 5.4455313683s, input_fired_time: 0.1060736775, output_fired_time: 0.0000000000, propagate_forward_time: 5.0585589409, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2808985710
validation[          , genome  6610] predictions:    9656/  10000 (96.56%), best:    9677/10000 (96.77%), error:      1176.29932, best error:      1134.12891 on epoch:     9, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 73.9654312134s, input_fired_time: 0.9611615539, output_fired_time: 0.8529939651, propagate_forward_time: 27.9252433777, propagate_backward_time: 42.4783172607, weight_update_time: 0.0885757729, other_time: 1.7477149963
epoch time: 5.9869685173s, input_fired_time: 0.1153681204, output_fired_time: 0.0000000000, propagate_forward_time: 5.5789408684, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2926597595
validation[          , genome  6610] predictions:    9486/  10000 (94.86%), best:    9677/10000 (96.77%), error:      1704.19971, best error:      1134.12891 on epoch:     9, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 73.6373596191s, input_fired_time: 0.9517012239, output_fired_time: 0.8532239795, propagate_forward_time: 27.9430885315, propagate_backward_time: 42.1894607544, weight_update_time: 0.0861252248, other_time: 1.6998863220
epoch time: 5.7990703583s, input_fired_time: 0.1115628332, output_fired_time: 0.0000000000, propagate_forward_time: 5.3902249336, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2972826958
validation[          , genome  6610] predictions:    9674/  10000 (96.74%), best:    9677/10000 (96.77%), error:      1156.59656, best error:      1134.12891 on epoch:     9, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 71.6142044067s, input_fired_time: 0.9241399169, output_fired_time: 0.8179473281, propagate_forward_time: 26.7145309448, propagate_backward_time: 41.5062980652, weight_update_time: 0.0864145234, other_time: 1.6512870789
epoch time: 5.2384853363s, input_fired_time: 0.1060402840, output_fired_time: 0.0000000000, propagate_forward_time: 4.8536338806, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2788109779
validation[          , genome  6610] predictions:    9582/  10000 (95.82%), best:    9677/10000 (96.77%), error:      1324.21375, best error:      1134.12891 on epoch:     9, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 73.5549850464s, input_fired_time: 0.9511365891, output_fired_time: 0.8420672417, propagate_forward_time: 28.0107593536, propagate_backward_time: 42.0339202881, weight_update_time: 0.1123250350, other_time: 1.7171096802
epoch time: 5.7262158394s, input_fired_time: 0.1217291430, output_fired_time: 0.0000000000, propagate_forward_time: 5.3029789925, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3015074730
validation[          , genome  6610] predictions:    9678/  10000 (96.78%), best:    9678/10000 (96.78%), error:      1043.21619, best error:      1043.21619 on epoch:    19, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 76.4411087036s, input_fired_time: 0.9583278894, output_fired_time: 0.8825374246, propagate_forward_time: 29.3276443481, propagate_backward_time: 43.5710029602, weight_update_time: 0.0895796195, other_time: 1.7015953064
epoch time: 5.7534899712s, input_fired_time: 0.1210303754, output_fired_time: 0.0000000000, propagate_forward_time: 5.3256506920, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3068089485
validation[          , genome  6610] predictions:    9634/  10000 (96.34%), best:    9678/10000 (96.78%), error:      1208.58850, best error:      1043.21619 on epoch:    19, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 74.9156036377s, input_fired_time: 0.9989931583, output_fired_time: 0.8614620566, propagate_forward_time: 28.5986366272, propagate_backward_time: 42.7920150757, weight_update_time: 0.0869354531, other_time: 1.6644935608
epoch time: 5.4596772194s, input_fired_time: 0.1056817695, output_fired_time: 0.0000000000, propagate_forward_time: 5.0690059662, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2849893570
validation[          , genome  6610] predictions:    9654/  10000 (96.54%), best:    9678/10000 (96.78%), error:      1164.85254, best error:      1043.21619 on epoch:    19, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 68.9649353027s, input_fired_time: 0.9649992585, output_fired_time: 0.7804971933, propagate_forward_time: 25.4054851532, propagate_backward_time: 40.1612091064, weight_update_time: 0.0850605220, other_time: 1.6527481079
epoch time: 5.7800440788s, input_fired_time: 0.1339434683, output_fired_time: 0.0000000000, propagate_forward_time: 5.3357095718, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3103909492
validation[          , genome  6610] predictions:    9701/  10000 (97.01%), best:    9701/10000 (97.01%), error:       981.98889, best error:       981.98889 on epoch:    22, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 71.8890457153s, input_fired_time: 0.9521602392, output_fired_time: 0.8306881785, propagate_forward_time: 27.4724483490, propagate_backward_time: 41.0134696960, weight_update_time: 0.0855704471, other_time: 1.6202735901
epoch time: 5.5635180473s, input_fired_time: 0.1253115684, output_fired_time: 0.0000000000, propagate_forward_time: 5.1426239014, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2955827713
validation[          , genome  6610] predictions:    9686/  10000 (96.86%), best:    9701/10000 (97.01%), error:      1157.14368, best error:       981.98889 on epoch:    22, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 73.0888595581s, input_fired_time: 0.9579461217, output_fired_time: 0.8206864595, propagate_forward_time: 27.7538871765, propagate_backward_time: 41.8681144714, weight_update_time: 0.0852621570, other_time: 1.6882247925
epoch time: 5.6895937920s, input_fired_time: 0.1144351810, output_fired_time: 0.0000000000, propagate_forward_time: 5.2672076225, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3079509735
validation[          , genome  6610] predictions:    9706/  10000 (97.06%), best:    9701/10000 (97.01%), error:      1042.89160, best error:       981.98889 on epoch:    22, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 69.7672729492s, input_fired_time: 0.9211707711, output_fired_time: 0.7949005365, propagate_forward_time: 25.8961296082, propagate_backward_time: 40.4220428467, weight_update_time: 0.0862298161, other_time: 1.7330284119
epoch time: 6.0839228630s, input_fired_time: 0.1156393364, output_fired_time: 0.0000000000, propagate_forward_time: 5.6748075485, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2934761047
validation[          , genome  6610] predictions:    9597/  10000 (95.97%), best:    9701/10000 (97.01%), error:      1305.90100, best error:       981.98889 on epoch:    22, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 73.6014251709s, input_fired_time: 0.9745864868, output_fired_time: 0.8632178903, propagate_forward_time: 28.0509090424, propagate_backward_time: 41.9642982483, weight_update_time: 0.0887101442, other_time: 1.7484092712
epoch time: 5.6546907425s, input_fired_time: 0.1110409945, output_fired_time: 0.0000000000, propagate_forward_time: 5.2169170380, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3267326355
validation[          , genome  6610] predictions:    9726/  10000 (97.26%), best:    9726/10000 (97.26%), error:       945.38531, best error:       945.38531 on epoch:    26, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 75.7290725708s, input_fired_time: 0.9454612732, output_fired_time: 0.8728185296, propagate_forward_time: 29.1414031982, propagate_backward_time: 43.1623802185, weight_update_time: 0.0879637375, other_time: 1.6070137024
epoch time: 6.0995140076s, input_fired_time: 0.1245090291, output_fired_time: 0.0000000000, propagate_forward_time: 5.6673665047, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3076386452
validation[          , genome  6610] predictions:    9731/  10000 (97.31%), best:    9726/10000 (97.26%), error:       949.13177, best error:       945.38531 on epoch:    26, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 72.4248428345s, input_fired_time: 0.9479955435, output_fired_time: 0.8372856379, propagate_forward_time: 27.2264785767, propagate_backward_time: 41.6879081726, weight_update_time: 0.1089661494, other_time: 1.7251701355
epoch time: 5.4162788391s, input_fired_time: 0.1086527705, output_fired_time: 0.0000000000, propagate_forward_time: 5.0207157135, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2869105339
validation[          , genome  6610] predictions:    9655/  10000 (96.55%), best:    9726/10000 (97.26%), error:      1191.71545, best error:       945.38531 on epoch:    26, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 73.0116958618s, input_fired_time: 0.9489603639, output_fired_time: 0.8428714871, propagate_forward_time: 27.5957717896, propagate_backward_time: 41.9185676575, weight_update_time: 0.0890970975, other_time: 1.7055244446
epoch time: 6.2768907547s, input_fired_time: 0.1179828197, output_fired_time: 0.0000000000, propagate_forward_time: 5.8594598770, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2994480133
validation[          , genome  6610] predictions:    8746/  10000 (87.46%), best:    9726/10000 (97.26%), error:      4200.90381, best error:       945.38531 on epoch:    26, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

resetting weights to those on epoch: 26
epoch time: 71.8666534424s, input_fired_time: 0.9441169500, output_fired_time: 0.8275670409, propagate_forward_time: 26.8182182312, propagate_backward_time: 41.5733604431, weight_update_time: 0.0858247280, other_time: 1.7033920288
epoch time: 6.0837793350s, input_fired_time: 0.1132510528, output_fired_time: 0.0000000000, propagate_forward_time: 5.6750183105, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2955098152
validation[          , genome  6610] predictions:    9700/  10000 (97.00%), best:    9726/10000 (97.26%), error:       989.10474, best error:       945.38531 on epoch:    26, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 74.1651000977s, input_fired_time: 0.9817986488, output_fired_time: 0.8467170596, propagate_forward_time: 28.1594181061, propagate_backward_time: 42.4062805176, weight_update_time: 0.0911646038, other_time: 1.7708892822
epoch time: 5.5513439178s, input_fired_time: 0.1320544481, output_fired_time: 0.0000000000, propagate_forward_time: 5.1170997620, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3021898270
validation[          , genome  6610] predictions:    9673/  10000 (96.73%), best:    9726/10000 (97.26%), error:      1093.59778, best error:       945.38531 on epoch:    26, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 75.2592620850s, input_fired_time: 0.9655051231, output_fired_time: 0.8429618478, propagate_forward_time: 28.7940731049, propagate_backward_time: 42.9846496582, weight_update_time: 0.0852759480, other_time: 1.6720657349
epoch time: 6.0554294586s, input_fired_time: 0.1133766547, output_fired_time: 0.0000000000, propagate_forward_time: 5.6257181168, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3163347244
validation[          , genome  6610] predictions:    9709/  10000 (97.09%), best:    9726/10000 (97.26%), error:       966.45325, best error:       945.38531 on epoch:    26, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 73.7117919922s, input_fired_time: 0.9496765733, output_fired_time: 0.8664944172, propagate_forward_time: 28.2275733948, propagate_backward_time: 42.0420494080, weight_update_time: 0.0870557874, other_time: 1.6259994507
epoch time: 5.7408862114s, input_fired_time: 0.1084407195, output_fired_time: 0.0000000000, propagate_forward_time: 5.3430809975, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2893643379
validation[          , genome  6610] predictions:    9710/  10000 (97.10%), best:    9726/10000 (97.26%), error:      1001.19336, best error:       945.38531 on epoch:    26, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 74.9559249878s, input_fired_time: 0.9989463091, output_fired_time: 0.8564076424, propagate_forward_time: 28.3118381500, propagate_backward_time: 43.0979385376, weight_update_time: 0.0946538225, other_time: 1.6907958984
epoch time: 6.4444732666s, input_fired_time: 0.1217457429, output_fired_time: 0.0000000000, propagate_forward_time: 6.0038771629, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3188505173
validation[          , genome  6610] predictions:    9683/  10000 (96.83%), best:    9726/10000 (97.26%), error:      1037.13635, best error:       945.38531 on epoch:    26, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 78.0002365112s, input_fired_time: 1.0114288330, output_fired_time: 0.8845325708, propagate_forward_time: 29.7304325104, propagate_backward_time: 44.6319427490, weight_update_time: 0.0895720050, other_time: 1.7419052124
epoch time: 6.3638591766s, input_fired_time: 0.1136592403, output_fired_time: 0.0000000000, propagate_forward_time: 5.9475684166, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3026313782
validation[          , genome  6610] predictions:    9667/  10000 (96.67%), best:    9726/10000 (97.26%), error:      1113.09729, best error:       945.38531 on epoch:    26, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 76.4691238403s, input_fired_time: 1.0044000149, output_fired_time: 0.8789522052, propagate_forward_time: 29.2307929993, propagate_backward_time: 43.6350326538, weight_update_time: 0.0895872265, other_time: 1.7199440002
epoch time: 5.5197820663s, input_fired_time: 0.1180914938, output_fired_time: 0.0000000000, propagate_forward_time: 5.1215968132, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2800936699
validation[          , genome  6610] predictions:    9718/  10000 (97.18%), best:    9726/10000 (97.26%), error:       998.21692, best error:       945.38531 on epoch:    26, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 71.2963104248s, input_fired_time: 0.9569037557, output_fired_time: 0.8081341386, propagate_forward_time: 26.6867790222, propagate_backward_time: 41.1635589600, weight_update_time: 0.0879240781, other_time: 1.6809349060
epoch time: 6.4258670807s, input_fired_time: 0.1256317198, output_fired_time: 0.0000000000, propagate_forward_time: 5.9726653099, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3275699615
validation[          , genome  6610] predictions:    9696/  10000 (96.96%), best:    9726/10000 (97.26%), error:      1007.62549, best error:       945.38531 on epoch:    26, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 76.0687866211s, input_fired_time: 0.9917280078, output_fired_time: 0.8661986589, propagate_forward_time: 29.1914100647, propagate_backward_time: 43.3676948547, weight_update_time: 0.0869155303, other_time: 1.6517562866
epoch time: 5.7956151962s, input_fired_time: 0.1090666652, output_fired_time: 0.0000000000, propagate_forward_time: 5.3964285851, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2901201248
validation[          , genome  6610] predictions:    9684/  10000 (96.84%), best:    9726/10000 (97.26%), error:      1065.81287, best error:       945.38531 on epoch:    26, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 70.9496994019s, input_fired_time: 0.9701171517, output_fired_time: 0.8088561893, propagate_forward_time: 26.5614242554, propagate_backward_time: 40.8839302063, weight_update_time: 0.0881737694, other_time: 1.7253761292
epoch time: 6.5435934067s, input_fired_time: 0.1387398988, output_fired_time: 0.0000000000, propagate_forward_time: 6.0846452713, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3202080727
validation[          , genome  6610] predictions:    9661/  10000 (96.61%), best:    9726/10000 (97.26%), error:      1126.83167, best error:       945.38531 on epoch:    26, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 74.1081466675s, input_fired_time: 0.9884974360, output_fired_time: 0.8476984501, propagate_forward_time: 28.1244163513, propagate_backward_time: 42.3855171204, weight_update_time: 0.0914116651, other_time: 1.7620162964
epoch time: 6.1919751167s, input_fired_time: 0.1157236397, output_fired_time: 0.0000000000, propagate_forward_time: 5.7795271873, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2967243195
validation[          , genome  6610] predictions:    9660/  10000 (96.60%), best:    9726/10000 (97.26%), error:      1159.22034, best error:       945.38531 on epoch:    26, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 71.6993179321s, input_fired_time: 0.9659869671, output_fired_time: 0.8204534650, propagate_forward_time: 27.3218421936, propagate_backward_time: 40.8731651306, weight_update_time: 0.0877049863, other_time: 1.7178726196
epoch time: 6.1527185440s, input_fired_time: 0.1278194487, output_fired_time: 0.0000000000, propagate_forward_time: 5.7299866676, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2949123383
validation[          , genome  6610] predictions:    9714/  10000 (97.14%), best:    9726/10000 (97.26%), error:       998.54584, best error:       945.38531 on epoch:    26, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 74.5632476807s, input_fired_time: 0.9585466385, output_fired_time: 0.8549513221, propagate_forward_time: 28.4839305878, propagate_backward_time: 42.5823097229, weight_update_time: 0.0877318308, other_time: 1.6835060120
epoch time: 5.9667673111s, input_fired_time: 0.1137758493, output_fired_time: 0.0000000000, propagate_forward_time: 5.5238776207, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3291139603
validation[          , genome  6610] predictions:    9730/  10000 (97.30%), best:    9730/10000 (97.30%), error:       927.74310, best error:       927.74310 on epoch:    42, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 73.5016784668s, input_fired_time: 0.9543301463, output_fired_time: 0.8528864980, propagate_forward_time: 28.1637744904, propagate_backward_time: 41.8524017334, weight_update_time: 0.0880413055, other_time: 1.6782836914
epoch time: 5.4933733940s, input_fired_time: 0.1123485118, output_fired_time: 0.0000000000, propagate_forward_time: 5.0970649719, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2839598656
validation[          , genome  6610] predictions:    9675/  10000 (96.75%), best:    9730/10000 (97.30%), error:      1051.34644, best error:       927.74310 on epoch:    42, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 72.8762130737s, input_fired_time: 0.9668802619, output_fired_time: 0.8237975836, propagate_forward_time: 27.4294872284, propagate_backward_time: 41.9944877625, weight_update_time: 0.0873487964, other_time: 1.6615562439
epoch time: 6.1283979416s, input_fired_time: 0.1145281196, output_fired_time: 0.0000000000, propagate_forward_time: 5.6977849007, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3160848618
validation[          , genome  6610] predictions:    9372/  10000 (93.72%), best:    9730/10000 (97.30%), error:      1977.04919, best error:       927.74310 on epoch:    42, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 77.1746597290s, input_fired_time: 1.0018628836, output_fired_time: 0.8964382410, propagate_forward_time: 29.3226242065, propagate_backward_time: 44.2174530029, weight_update_time: 0.0905521587, other_time: 1.7362823486
epoch time: 6.3215370178s, input_fired_time: 0.1152308732, output_fired_time: 0.0000000000, propagate_forward_time: 5.9115872383, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2947187424
validation[          , genome  6610] predictions:    9701/  10000 (97.01%), best:    9730/10000 (97.30%), error:      1019.93030, best error:       927.74310 on epoch:    42, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 76.0637741089s, input_fired_time: 0.9733735323, output_fired_time: 0.8645620942, propagate_forward_time: 29.2350864410, propagate_backward_time: 43.3336753845, weight_update_time: 0.0861078501, other_time: 1.6570777893
epoch time: 5.4207429886s, input_fired_time: 0.1094895154, output_fired_time: 0.0000000000, propagate_forward_time: 5.0339584351, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2772951126
validation[          , genome  6610] predictions:    9716/  10000 (97.16%), best:    9730/10000 (97.30%), error:      1014.23761, best error:       927.74310 on epoch:    42, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 75.2413253784s, input_fired_time: 0.9719011188, output_fired_time: 0.8639587164, propagate_forward_time: 29.0566730499, propagate_backward_time: 42.6841201782, weight_update_time: 0.0868581384, other_time: 1.6646728516
epoch time: 6.4864773750s, input_fired_time: 0.1420141608, output_fired_time: 0.0000000000, propagate_forward_time: 6.0473251343, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2971382141
validation[          , genome  6610] predictions:    9653/  10000 (96.53%), best:    9730/10000 (97.30%), error:      1175.10510, best error:       927.74310 on epoch:    42, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 72.8504867554s, input_fired_time: 0.9536271095, output_fired_time: 0.8616642952, propagate_forward_time: 27.2933826447, propagate_backward_time: 42.0260314941, weight_update_time: 0.1000085548, other_time: 1.7157821655
epoch time: 6.2097072601s, input_fired_time: 0.1341456920, output_fired_time: 0.0000000000, propagate_forward_time: 5.7626519203, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3129096031
validation[          , genome  6610] predictions:    9559/  10000 (95.59%), best:    9730/10000 (97.30%), error:      1533.72021, best error:       927.74310 on epoch:    42, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 74.6199188232s, input_fired_time: 0.9699577689, output_fired_time: 0.8510297537, propagate_forward_time: 28.4247283936, propagate_backward_time: 42.6975898743, weight_update_time: 0.0862841681, other_time: 1.6766166687
epoch time: 6.2306523323s, input_fired_time: 0.1133907586, output_fired_time: 0.0000000000, propagate_forward_time: 5.8204121590, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2968492508
validation[          , genome  6610] predictions:    9714/  10000 (97.14%), best:    9730/10000 (97.30%), error:       987.20972, best error:       927.74310 on epoch:    42, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 73.2743911743s, input_fired_time: 0.9837972522, output_fired_time: 0.8776334524, propagate_forward_time: 27.3568477631, propagate_backward_time: 42.3618888855, weight_update_time: 0.0870289654, other_time: 1.6942253113
epoch time: 5.4733858109s, input_fired_time: 0.1085438058, output_fired_time: 0.0000000000, propagate_forward_time: 5.0849976540, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2798442841
validation[          , genome  6610] predictions:    9568/  10000 (95.68%), best:    9730/10000 (97.30%), error:      1383.69763, best error:       927.74310 on epoch:    42, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 74.5193405151s, input_fired_time: 0.9788205624, output_fired_time: 0.8488377929, propagate_forward_time: 28.3237171173, propagate_backward_time: 42.5933647156, weight_update_time: 0.0901402235, other_time: 1.7746009827
epoch time: 6.1116809845s, input_fired_time: 0.1181583703, output_fired_time: 0.0000000000, propagate_forward_time: 5.6968436241, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2966790199
validation[          , genome  6610] predictions:    9743/  10000 (97.43%), best:    9743/10000 (97.43%), error:       865.86438, best error:       865.86438 on epoch:    51, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 73.8464050293s, input_fired_time: 0.9591540098, output_fired_time: 0.8636560440, propagate_forward_time: 28.1215190887, propagate_backward_time: 42.2351875305, weight_update_time: 0.0877574459, other_time: 1.6668891907
epoch time: 5.8421893120s, input_fired_time: 0.1123368740, output_fired_time: 0.0000000000, propagate_forward_time: 5.4486908913, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2811617851
validation[          , genome  6610] predictions:    9651/  10000 (96.51%), best:    9743/10000 (97.43%), error:      1157.44641, best error:       865.86438 on epoch:    51, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 73.2153396606s, input_fired_time: 1.0483077765, output_fired_time: 0.8415158987, propagate_forward_time: 27.8375205994, propagate_backward_time: 41.8235359192, weight_update_time: 0.0890034288, other_time: 1.6644592285
epoch time: 6.4906821251s, input_fired_time: 0.1212875172, output_fired_time: 0.0000000000, propagate_forward_time: 6.0405693054, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3288254738
validation[          , genome  6610] predictions:    9732/  10000 (97.32%), best:    9743/10000 (97.43%), error:       940.55786, best error:       865.86438 on epoch:    51, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 73.7378997803s, input_fired_time: 0.9840005636, output_fired_time: 0.8349699974, propagate_forward_time: 27.9822196960, propagate_backward_time: 42.1626739502, weight_update_time: 0.0977695733, other_time: 1.7740364075
epoch time: 6.0502033234s, input_fired_time: 0.1139536202, output_fired_time: 0.0000000000, propagate_forward_time: 5.6443557739, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2918939590
validation[          , genome  6610] predictions:    9759/  10000 (97.59%), best:    9759/10000 (97.59%), error:       828.93127, best error:       828.93127 on epoch:    54, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 72.4584655762s, input_fired_time: 0.9662696123, output_fired_time: 0.8484578133, propagate_forward_time: 27.3136310577, propagate_backward_time: 41.6370925903, weight_update_time: 0.0891534984, other_time: 1.6930160522
epoch time: 5.8257832527s, input_fired_time: 0.1117856428, output_fired_time: 0.0000000000, propagate_forward_time: 5.4303722382, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2836256027
validation[          , genome  6610] predictions:    9705/  10000 (97.05%), best:    9759/10000 (97.59%), error:      1007.90607, best error:       828.93127 on epoch:    54, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 72.1731719971s, input_fired_time: 0.9973320365, output_fired_time: 0.8433637023, propagate_forward_time: 27.1804275513, propagate_backward_time: 41.4404106140, weight_update_time: 0.0877706930, other_time: 1.7116432190
epoch time: 5.7915120125s, input_fired_time: 0.1313882619, output_fired_time: 0.0000000000, propagate_forward_time: 5.3650026321, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2951211929
validation[          , genome  6610] predictions:    9773/  10000 (97.73%), best:    9773/10000 (97.73%), error:       820.42853, best error:       820.42853 on epoch:    56, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 73.7943496704s, input_fired_time: 1.0201982260, output_fired_time: 0.8444387913, propagate_forward_time: 27.8239994049, propagate_backward_time: 42.3974723816, weight_update_time: 0.0911535472, other_time: 1.7082481384
epoch time: 6.6105751991s, input_fired_time: 0.1244204566, output_fired_time: 0.0000000000, propagate_forward_time: 6.1771926880, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3089618683
validation[          , genome  6610] predictions:    9711/  10000 (97.11%), best:    9773/10000 (97.73%), error:       936.85498, best error:       820.42853 on epoch:    56, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 74.5805435181s, input_fired_time: 0.9583077431, output_fired_time: 0.8823076487, propagate_forward_time: 27.8901157379, propagate_backward_time: 43.1936035156, weight_update_time: 0.0876658261, other_time: 1.6562118530
epoch time: 5.4862427711s, input_fired_time: 0.1082845256, output_fired_time: 0.0000000000, propagate_forward_time: 5.1021032333, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2758550644
validation[          , genome  6610] predictions:    9747/  10000 (97.47%), best:    9773/10000 (97.73%), error:       920.99066, best error:       820.42853 on epoch:    56, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 74.4099578857s, input_fired_time: 0.9768149257, output_fired_time: 0.8479031920, propagate_forward_time: 28.4052581787, propagate_backward_time: 42.4941368103, weight_update_time: 0.0930964798, other_time: 1.6858482361
epoch time: 6.3807787895s, input_fired_time: 0.1177670062, output_fired_time: 0.0000000000, propagate_forward_time: 5.9474267960, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3155851364
validation[          , genome  6610] predictions:    9593/  10000 (95.93%), best:    9773/10000 (97.73%), error:      1326.54553, best error:       820.42853 on epoch:    56, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 76.0336837769s, input_fired_time: 0.9781830907, output_fired_time: 0.8994508982, propagate_forward_time: 28.9599037170, propagate_backward_time: 43.4980430603, weight_update_time: 0.0884912461, other_time: 1.6981048584
epoch time: 6.1109843254s, input_fired_time: 0.1422402710, output_fired_time: 0.0000000000, propagate_forward_time: 5.6656699181, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3030743599
validation[          , genome  6610] predictions:    9611/  10000 (96.11%), best:    9773/10000 (97.73%), error:      1331.14612, best error:       820.42853 on epoch:    56, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 71.6965866089s, input_fired_time: 0.9538665414, output_fired_time: 0.8158648610, propagate_forward_time: 26.8116321564, propagate_backward_time: 41.3284568787, weight_update_time: 0.0892248973, other_time: 1.7867698669
epoch time: 6.4865365028s, input_fired_time: 0.1202702671, output_fired_time: 0.0000000000, propagate_forward_time: 6.0537219048, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3125443459
validation[          , genome  6610] predictions:    9641/  10000 (96.41%), best:    9773/10000 (97.73%), error:      1190.50500, best error:       820.42853 on epoch:    56, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 71.9569854736s, input_fired_time: 0.9476476312, output_fired_time: 0.8358378410, propagate_forward_time: 27.2775325775, propagate_backward_time: 41.2159957886, weight_update_time: 0.0883562118, other_time: 1.6799697876
epoch time: 6.2602334023s, input_fired_time: 0.1173672676, output_fired_time: 0.0000000000, propagate_forward_time: 5.8286886215, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3141775131
validation[          , genome  6610] predictions:    9652/  10000 (96.52%), best:    9773/10000 (97.73%), error:      1168.56653, best error:       820.42853 on epoch:    56, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 71.4329299927s, input_fired_time: 0.9509581327, output_fired_time: 0.8133804202, propagate_forward_time: 27.1704463959, propagate_backward_time: 40.8110809326, weight_update_time: 0.0861271620, other_time: 1.6870651245
epoch time: 6.4564805031s, input_fired_time: 0.1201999485, output_fired_time: 0.0000000000, propagate_forward_time: 6.0219392776, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3143410683
validation[          , genome  6610] predictions:    9659/  10000 (96.59%), best:    9773/10000 (97.73%), error:      1170.62427, best error:       820.42853 on epoch:    56, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 74.4809341431s, input_fired_time: 0.9672201276, output_fired_time: 0.8560461402, propagate_forward_time: 28.0573139191, propagate_backward_time: 42.8679199219, weight_update_time: 0.0893709064, other_time: 1.7324371338
epoch time: 5.7601561546s, input_fired_time: 0.1074757352, output_fired_time: 0.0000000000, propagate_forward_time: 5.3792309761, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2734494209
validation[          , genome  6610] predictions:    9630/  10000 (96.30%), best:    9773/10000 (97.73%), error:      1246.64917, best error:       820.42853 on epoch:    56, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 71.3296661377s, input_fired_time: 0.9328929186, output_fired_time: 0.8266978264, propagate_forward_time: 27.0380649567, propagate_backward_time: 40.9128837585, weight_update_time: 0.0843190476, other_time: 1.6191291809
epoch time: 6.0763525963s, input_fired_time: 0.1145381704, output_fired_time: 0.0000000000, propagate_forward_time: 5.6681714058, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2936429977
validation[          , genome  6610] predictions:    9654/  10000 (96.54%), best:    9773/10000 (97.73%), error:      1157.83899, best error:       820.42853 on epoch:    56, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 74.3945236206s, input_fired_time: 1.0040763617, output_fired_time: 0.8609662056, propagate_forward_time: 28.4100933075, propagate_backward_time: 42.4631004333, weight_update_time: 0.0865616128, other_time: 1.6562843323
epoch time: 6.0902323723s, input_fired_time: 0.1155208647, output_fired_time: 0.0000000000, propagate_forward_time: 5.6732497215, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3014616966
validation[          , genome  6610] predictions:    9642/  10000 (96.42%), best:    9773/10000 (97.73%), error:      1189.04993, best error:       820.42853 on epoch:    56, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 74.4073791504s, input_fired_time: 1.0029517412, output_fired_time: 0.8494644165, propagate_forward_time: 28.3115005493, propagate_backward_time: 42.4200134277, weight_update_time: 0.1036364362, other_time: 1.8234481812
epoch time: 5.9658517838s, input_fired_time: 0.1149960458, output_fired_time: 0.0000000000, propagate_forward_time: 5.5269441605, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3239116669
validation[          , genome  6610] predictions:    9696/  10000 (96.96%), best:    9773/10000 (97.73%), error:      1069.66431, best error:       820.42853 on epoch:    56, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 73.2337646484s, input_fired_time: 0.9742329121, output_fired_time: 0.8363949060, propagate_forward_time: 28.0121154785, propagate_backward_time: 41.7151832581, weight_update_time: 0.0870502517, other_time: 1.6958351135
epoch time: 5.6196994781s, input_fired_time: 0.1114865169, output_fired_time: 0.0000000000, propagate_forward_time: 5.2287845612, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2794284821
validation[          , genome  6610] predictions:    9683/  10000 (96.83%), best:    9773/10000 (97.73%), error:      1062.28674, best error:       820.42853 on epoch:    56, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 72.7423400879s, input_fired_time: 0.9678534269, output_fired_time: 0.8426985741, propagate_forward_time: 27.8641510010, propagate_backward_time: 41.3960723877, weight_update_time: 0.0886364728, other_time: 1.6715698242
epoch time: 5.6335086823s, input_fired_time: 0.1110348031, output_fired_time: 0.0000000000, propagate_forward_time: 5.2425918579, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2798819542
validation[          , genome  6610] predictions:    9667/  10000 (96.67%), best:    9773/10000 (97.73%), error:      1095.52869, best error:       820.42853 on epoch:    56, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 69.6426162720s, input_fired_time: 0.9772956371, output_fired_time: 0.8062651157, propagate_forward_time: 26.0310516357, propagate_backward_time: 40.1600990295, weight_update_time: 0.0863242969, other_time: 1.6679039001
epoch time: 6.0001482964s, input_fired_time: 0.1195737720, output_fired_time: 0.0000000000, propagate_forward_time: 5.5758695602, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3047051430
validation[          , genome  6610] predictions:    9687/  10000 (96.87%), best:    9773/10000 (97.73%), error:      1058.56824, best error:       820.42853 on epoch:    56, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 72.9573364258s, input_fired_time: 0.9643564820, output_fired_time: 0.8457839489, propagate_forward_time: 27.4535732269, propagate_backward_time: 42.0091629028, weight_update_time: 0.0863272324, other_time: 1.6844558716
epoch time: 6.2527256012s, input_fired_time: 0.1160043329, output_fired_time: 0.0000000000, propagate_forward_time: 5.8210692406, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3156518936
validation[          , genome  6610] predictions:    9661/  10000 (96.61%), best:    9773/10000 (97.73%), error:      1139.76550, best error:       820.42853 on epoch:    56, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 72.1639328003s, input_fired_time: 0.9720482826, output_fired_time: 0.8583458662, propagate_forward_time: 26.9575748444, propagate_backward_time: 41.6790847778, weight_update_time: 0.0880240276, other_time: 1.6968841553
epoch time: 5.8607387543s, input_fired_time: 0.1154403836, output_fired_time: 0.0000000000, propagate_forward_time: 5.4537587166, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2915396690
validation[          , genome  6610] predictions:    9607/  10000 (96.07%), best:    9773/10000 (97.73%), error:      1283.34314, best error:       820.42853 on epoch:    56, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 75.6802902222s, input_fired_time: 0.9756263494, output_fired_time: 0.8539385796, propagate_forward_time: 28.6588134766, propagate_backward_time: 43.4804992676, weight_update_time: 0.0887685865, other_time: 1.7114181519
epoch time: 5.9890189171s, input_fired_time: 0.1187258214, output_fired_time: 0.0000000000, propagate_forward_time: 5.5345935822, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3356995583
validation[          , genome  6610] predictions:    9682/  10000 (96.82%), best:    9773/10000 (97.73%), error:      1084.37146, best error:       820.42853 on epoch:    56, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 73.0505142212s, input_fired_time: 0.9658740163, output_fired_time: 0.8190000057, propagate_forward_time: 27.3991031647, propagate_backward_time: 42.0988883972, weight_update_time: 0.0917379335, other_time: 1.7676506042
epoch time: 5.8533101082s, input_fired_time: 0.1170628816, output_fired_time: 0.0000000000, propagate_forward_time: 5.4174008369, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3188462257
validation[          , genome  6610] predictions:    9684/  10000 (96.84%), best:    9773/10000 (97.73%), error:      1068.64514, best error:       820.42853 on epoch:    56, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 73.1813964844s, input_fired_time: 0.9617226124, output_fired_time: 0.8533017039, propagate_forward_time: 27.9659862518, propagate_backward_time: 41.7070465088, weight_update_time: 0.0876326784, other_time: 1.6933364868
epoch time: 5.3086557388s, input_fired_time: 0.1120832935, output_fired_time: 0.0000000000, propagate_forward_time: 4.9173202515, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2792520523
validation[          , genome  6610] predictions:    9661/  10000 (96.61%), best:    9773/10000 (97.73%), error:      1157.73694, best error:       820.42853 on epoch:    56, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 73.9538497925s, input_fired_time: 0.9742971659, output_fired_time: 0.8734369278, propagate_forward_time: 27.9146194458, propagate_backward_time: 42.4632949829, weight_update_time: 0.0869812667, other_time: 1.7282028198
epoch time: 6.0995335579s, input_fired_time: 0.1231376827, output_fired_time: 0.0000000000, propagate_forward_time: 5.6671500206, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3092460632
validation[          , genome  6610] predictions:    9676/  10000 (96.76%), best:    9773/10000 (97.73%), error:      1077.57739, best error:       820.42853 on epoch:    56, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 77.2127151489s, input_fired_time: 1.0076905489, output_fired_time: 0.9040237069, propagate_forward_time: 29.6822242737, propagate_backward_time: 43.8993606567, weight_update_time: 0.0915404037, other_time: 1.7194175720
epoch time: 6.7072234154s, input_fired_time: 0.1193324402, output_fired_time: 0.0000000000, propagate_forward_time: 6.2863769531, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3015141487
validation[          , genome  6610] predictions:    9681/  10000 (96.81%), best:    9773/10000 (97.73%), error:      1035.52539, best error:       820.42853 on epoch:    56, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 74.1878433228s, input_fired_time: 1.0043190718, output_fired_time: 0.8409364223, propagate_forward_time: 27.9726142883, propagate_backward_time: 42.6760406494, weight_update_time: 0.0883911848, other_time: 1.6939353943
epoch time: 5.3947396278s, input_fired_time: 0.1119664311, output_fired_time: 0.0000000000, propagate_forward_time: 4.9867024422, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2960705757
validation[          , genome  6610] predictions:    9648/  10000 (96.48%), best:    9773/10000 (97.73%), error:      1121.10547, best error:       820.42853 on epoch:    56, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 75.6985549927s, input_fired_time: 0.9800726175, output_fired_time: 0.8548652530, propagate_forward_time: 28.6756153107, propagate_backward_time: 43.4487686157, weight_update_time: 0.0883056223, other_time: 1.7392349243
epoch time: 6.3614926338s, input_fired_time: 0.1205551550, output_fired_time: 0.0000000000, propagate_forward_time: 5.9347586632, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3061790466
validation[          , genome  6610] predictions:    9663/  10000 (96.63%), best:    9773/10000 (97.73%), error:      1107.57410, best error:       820.42853 on epoch:    56, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 70.8020095825s, input_fired_time: 0.9511403441, output_fired_time: 0.8287825584, propagate_forward_time: 25.9544982910, propagate_backward_time: 41.4229011536, weight_update_time: 0.0871786401, other_time: 1.6446876526
epoch time: 6.5872440338s, input_fired_time: 0.1184040681, output_fired_time: 0.0000000000, propagate_forward_time: 6.1651010513, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3037390709
validation[          , genome  6610] predictions:    9676/  10000 (96.76%), best:    9773/10000 (97.73%), error:      1103.60645, best error:       820.42853 on epoch:    56, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 74.5517196655s, input_fired_time: 0.9791716933, output_fired_time: 0.8384618759, propagate_forward_time: 28.0011386871, propagate_backward_time: 43.0475349426, weight_update_time: 0.0884250030, other_time: 1.6854133606
epoch time: 6.0110583305s, input_fired_time: 0.1281966865, output_fired_time: 0.0000000000, propagate_forward_time: 5.5425734520, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3402881622
validation[          , genome  6610] predictions:    9652/  10000 (96.52%), best:    9773/10000 (97.73%), error:      1192.65430, best error:       820.42853 on epoch:    56, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 76.0581283569s, input_fired_time: 0.9906051755, output_fired_time: 0.8987979293, propagate_forward_time: 28.9804725647, propagate_backward_time: 43.4504241943, weight_update_time: 0.0895279348, other_time: 1.7378273010
epoch time: 6.1629385948s, input_fired_time: 0.1200841144, output_fired_time: 0.0000000000, propagate_forward_time: 5.7576017380, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2852525711
validation[          , genome  6610] predictions:    9690/  10000 (96.90%), best:    9773/10000 (97.73%), error:      1025.77930, best error:       820.42853 on epoch:    56, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 73.7260818481s, input_fired_time: 1.0252301693, output_fired_time: 0.8506355286, propagate_forward_time: 27.8250598907, propagate_backward_time: 42.1741676331, weight_update_time: 0.0912035480, other_time: 1.8509941101
epoch time: 6.2057113647s, input_fired_time: 0.1226775870, output_fired_time: 0.0000000000, propagate_forward_time: 5.7860255241, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2970080376
validation[          , genome  6610] predictions:    9682/  10000 (96.82%), best:    9773/10000 (97.73%), error:      1056.87390, best error:       820.42853 on epoch:    56, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 72.2394485474s, input_fired_time: 0.9538341761, output_fired_time: 0.8220246434, propagate_forward_time: 27.2193622589, propagate_backward_time: 41.5492782593, weight_update_time: 0.1062509716, other_time: 1.6949539185
epoch time: 6.5015516281s, input_fired_time: 0.1217821538, output_fired_time: 0.0000000000, propagate_forward_time: 6.0619301796, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3178391457
validation[          , genome  6610] predictions:    9601/  10000 (96.01%), best:    9773/10000 (97.73%), error:      1264.07422, best error:       820.42853 on epoch:    56, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 73.8696212769s, input_fired_time: 1.0064363480, output_fired_time: 0.8452661037, propagate_forward_time: 28.2467060089, propagate_backward_time: 42.1206626892, weight_update_time: 0.0866652578, other_time: 1.6505470276
epoch time: 6.5643606186s, input_fired_time: 0.1177811474, output_fired_time: 0.0000000000, propagate_forward_time: 6.1386537552, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3079257011
validation[          , genome  6610] predictions:    9676/  10000 (96.76%), best:    9773/10000 (97.73%), error:      1115.68579, best error:       820.42853 on epoch:    56, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 75.0988464355s, input_fired_time: 1.0180267096, output_fired_time: 0.8818037510, propagate_forward_time: 28.4901371002, propagate_backward_time: 43.0142097473, weight_update_time: 0.0883975923, other_time: 1.6946678162
epoch time: 6.3252835274s, input_fired_time: 0.1192555428, output_fired_time: 0.0000000000, propagate_forward_time: 5.8695812225, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3364467621
validation[          , genome  6610] predictions:    9669/  10000 (96.69%), best:    9773/10000 (97.73%), error:      1133.46643, best error:       820.42853 on epoch:    56, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 74.2895050049s, input_fired_time: 0.9834165573, output_fired_time: 0.8721872568, propagate_forward_time: 28.1147651672, propagate_backward_time: 42.5377845764, weight_update_time: 0.1037457064, other_time: 1.7813568115
epoch time: 5.8979206085s, input_fired_time: 0.1162760854, output_fired_time: 0.0000000000, propagate_forward_time: 5.4888448715, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2927994728
validation[          , genome  6610] predictions:    9681/  10000 (96.81%), best:    9773/10000 (97.73%), error:      1091.55432, best error:       820.42853 on epoch:    56, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 71.7842102051s, input_fired_time: 1.0107158422, output_fired_time: 0.8070595860, propagate_forward_time: 26.5643653870, propagate_backward_time: 41.7710533142, weight_update_time: 0.0852611139, other_time: 1.6310119629
epoch time: 6.0335736275s, input_fired_time: 0.1385151297, output_fired_time: 0.0000000000, propagate_forward_time: 5.5854549408, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3096036911
validation[          , genome  6610] predictions:    9661/  10000 (96.61%), best:    9773/10000 (97.73%), error:      1126.40698, best error:       820.42853 on epoch:    56, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 74.0533828735s, input_fired_time: 0.9748344421, output_fired_time: 0.8732973933, propagate_forward_time: 28.2565364838, propagate_backward_time: 42.2637672424, weight_update_time: 0.0896157473, other_time: 1.6849479675
epoch time: 6.3927240372s, input_fired_time: 0.1150958613, output_fired_time: 0.0000000000, propagate_forward_time: 5.9847831726, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2928447723
validation[          , genome  6610] predictions:    9686/  10000 (96.86%), best:    9773/10000 (97.73%), error:      1060.81799, best error:       820.42853 on epoch:    56, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 73.6620788574s, input_fired_time: 1.0088596344, output_fired_time: 0.8405913115, propagate_forward_time: 27.6060409546, propagate_backward_time: 42.4564132690, weight_update_time: 0.0870176703, other_time: 1.7501754761
epoch time: 5.8016648293s, input_fired_time: 0.1171302944, output_fired_time: 0.0000000000, propagate_forward_time: 5.3892145157, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2953200340
validation[          , genome  6610] predictions:    9661/  10000 (96.61%), best:    9773/10000 (97.73%), error:      1126.65088, best error:       820.42853 on epoch:    56, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 74.2419128418s, input_fired_time: 1.0244669914, output_fired_time: 0.9029297233, propagate_forward_time: 28.2292175293, propagate_backward_time: 42.3300018311, weight_update_time: 0.0901063830, other_time: 1.7552947998
epoch time: 5.9696898460s, input_fired_time: 0.1199235320, output_fired_time: 0.0000000000, propagate_forward_time: 5.5574121475, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2923541069
validation[          , genome  6610] predictions:    9692/  10000 (96.92%), best:    9773/10000 (97.73%), error:      1031.83862, best error:       820.42853 on epoch:    56, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 72.9673080444s, input_fired_time: 0.9871670604, output_fired_time: 0.8547623754, propagate_forward_time: 27.6389923096, propagate_backward_time: 41.7236595154, weight_update_time: 0.0872950330, other_time: 1.7627296448
epoch time: 5.5390853882s, input_fired_time: 0.1169532984, output_fired_time: 0.0000000000, propagate_forward_time: 5.1311683655, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2909636497
validation[          , genome  6610] predictions:    9620/  10000 (96.20%), best:    9773/10000 (97.73%), error:      1226.12402, best error:       820.42853 on epoch:    56, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 72.2685241699s, input_fired_time: 0.9664183855, output_fired_time: 0.8210841417, propagate_forward_time: 27.0079727173, propagate_backward_time: 41.6647300720, weight_update_time: 0.0936590657, other_time: 1.8083229065
epoch time: 5.9432687759s, input_fired_time: 0.1199265122, output_fired_time: 0.0000000000, propagate_forward_time: 5.5147776604, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3085646629
validation[          , genome  6610] predictions:    9689/  10000 (96.89%), best:    9773/10000 (97.73%), error:      1038.73779, best error:       820.42853 on epoch:    56, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 74.7721710205s, input_fired_time: 1.0180559158, output_fired_time: 0.8584814072, propagate_forward_time: 28.2676219940, propagate_backward_time: 42.9252624512, weight_update_time: 0.0870666429, other_time: 1.7027435303
epoch time: 6.2713475227s, input_fired_time: 0.1197699085, output_fired_time: 0.0000000000, propagate_forward_time: 5.8535513878, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2980260849
validation[          , genome  6610] predictions:    9677/  10000 (96.77%), best:    9773/10000 (97.73%), error:      1081.03748, best error:       820.42853 on epoch:    56, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 74.0975723267s, input_fired_time: 0.9922164679, output_fired_time: 0.8467316031, propagate_forward_time: 28.2389450073, propagate_backward_time: 42.3043899536, weight_update_time: 0.0898649991, other_time: 1.7152862549
epoch time: 5.8880534172s, input_fired_time: 0.1116069108, output_fired_time: 0.0000000000, propagate_forward_time: 5.4987034798, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2777428627
validation[          , genome  6610] predictions:    9642/  10000 (96.42%), best:    9773/10000 (97.73%), error:      1288.77515, best error:       820.42853 on epoch:    56, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 72.4771728516s, input_fired_time: 0.9500907660, output_fired_time: 0.8174911141, propagate_forward_time: 26.9391517639, propagate_backward_time: 42.1316375732, weight_update_time: 0.0863736123, other_time: 1.6388053894
epoch time: 6.0434117317s, input_fired_time: 0.1164495572, output_fired_time: 0.0000000000, propagate_forward_time: 5.6299057007, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2970566750
validation[          , genome  6610] predictions:    9684/  10000 (96.84%), best:    9773/10000 (97.73%), error:      1080.48486, best error:       820.42853 on epoch:    56, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 73.5046463013s, input_fired_time: 0.9762778878, output_fired_time: 0.8377214670, propagate_forward_time: 27.9186649323, propagate_backward_time: 42.0567207336, weight_update_time: 0.0877292603, other_time: 1.7152595520
epoch time: 5.7462534904s, input_fired_time: 0.1121389866, output_fired_time: 0.0000000000, propagate_forward_time: 5.3512196541, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2828946114
validation[          , genome  6610] predictions:    9669/  10000 (96.69%), best:    9773/10000 (97.73%), error:      1100.63086, best error:       820.42853 on epoch:    56, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 76.9104156494s, input_fired_time: 1.0198732615, output_fired_time: 0.8694233894, propagate_forward_time: 29.2799091339, propagate_backward_time: 43.9958915710, weight_update_time: 0.1035903171, other_time: 1.7453193665
epoch time: 5.3928217888s, input_fired_time: 0.1081613824, output_fired_time: 0.0000000000, propagate_forward_time: 5.0118045807, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2728557587
validation[          , genome  6610] predictions:    9690/  10000 (96.90%), best:    9773/10000 (97.73%), error:      1029.91516, best error:       820.42853 on epoch:    56, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 73.6419677734s, input_fired_time: 0.9711206555, output_fired_time: 0.8473032713, propagate_forward_time: 27.7817668915, propagate_backward_time: 42.3672714233, weight_update_time: 0.0861118883, other_time: 1.6744995117
epoch time: 6.6795926094s, input_fired_time: 0.1208912581, output_fired_time: 0.0000000000, propagate_forward_time: 6.1860032082, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3726983070
validation[          , genome  6610] predictions:    9657/  10000 (96.57%), best:    9773/10000 (97.73%), error:      1136.30518, best error:       820.42853 on epoch:    56, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 71.4480056763s, input_fired_time: 0.9609372616, output_fired_time: 0.8164426684, propagate_forward_time: 27.1508941650, propagate_backward_time: 40.8408012390, weight_update_time: 0.0867828727, other_time: 1.6789283752
epoch time: 6.2756295204s, input_fired_time: 0.1173004135, output_fired_time: 0.0000000000, propagate_forward_time: 5.8405404091, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3177886009
validation[          , genome  6610] predictions:    9687/  10000 (96.87%), best:    9773/10000 (97.73%), error:      1099.22144, best error:       820.42853 on epoch:    56, 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: 30.0118064880s, input_fired_time: 0.6279604435, output_fired_time: 0.0000000000, propagate_forward_time: 27.7561874390, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6276588440
best training[          , genome  6610] predictions:   49316/  50000 (98.63%), best:    9773/10000 (97.73%), error:      2529.97681, best error:       820.42853 on epoch:    56, 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: 5.9933562279s, input_fired_time: 0.1178387329, output_fired_time: 0.0000000000, propagate_forward_time: 5.5670905113, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3084268570
   testing[          , genome  6610] predictions:    9768/  10000 (97.68%), best:    9773/10000 (97.73%), error:       731.12335, best error:       820.42853 on epoch:    56, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
13:57:15 (208820): called boinc_finish(0)

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