Nameexact_genome_1542531604_182_6275_1
Workunit4097696
Created18 Nov 2018, 15:40:31 UTC
Sent18 Nov 2018, 16:46:36 UTC
Report deadline19 Feb 2019, 8:04:23 UTC
Received22 Nov 2018, 10:29:16 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID30770
Run time1 days 4 hours 7 min 38 sec
CPU time1 days 4 hours 1 min 48 sec
Validate stateValid
Credit23,159.34
Device peak FLOPS4.85 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size529.99 MB
Peak swap size551.29 MB
Peak disk usage11.09 MB

Stderr output

<core_client_version>7.6.33</core_client_version>
<![CDATA[
<stderr_txt>
e: 7.6251502037, propagate_forward_time: 372.9172363281, propagate_backward_time: 614.6755371094, weight_update_time: 1.0122239590, other_time: 12.1777954102
epoch time: 78.2289276123s, input_fired_time: 1.0189943314, output_fired_time: 0.0000000000, propagate_forward_time: 75.0337829590, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1761474609
validation[          , genome  6275] predictions:    5158/  10000 (51.58%), best:    5526/10000 (55.26%), error:     15474.99414, best error:     13577.95215 on epoch:    11, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 1008.0766601563s, input_fired_time: 8.7379903793, output_fired_time: 7.5045337677, propagate_forward_time: 370.9339904785, propagate_backward_time: 608.9887695313, weight_update_time: 1.0023845434, other_time: 11.9113769531
epoch time: 77.0541839600s, input_fired_time: 1.0244733095, output_fired_time: 0.0000000000, propagate_forward_time: 73.8456802368, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1840286255
validation[          , genome  6275] predictions:    5480/  10000 (54.80%), best:    5526/10000 (55.26%), error:     13960.20898, best error:     13577.95215 on epoch:    11, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 1011.4866943359s, input_fired_time: 8.7543563843, output_fired_time: 7.5488801003, propagate_forward_time: 372.6586914063, propagate_backward_time: 610.4339599609, weight_update_time: 1.0096139908, other_time: 12.0908203125
epoch time: 77.6612472534s, input_fired_time: 1.0385512114, output_fired_time: 0.0000000000, propagate_forward_time: 74.4452743530, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1774215698
validation[          , genome  6275] predictions:    5548/  10000 (55.48%), best:    5548/10000 (55.48%), error:     13534.79590, best error:     13534.79590 on epoch:    17, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 1018.2991333008s, input_fired_time: 8.7839813232, output_fired_time: 7.5618877411, propagate_forward_time: 374.5135192871, propagate_backward_time: 615.2402954102, weight_update_time: 1.0274876356, other_time: 12.1994018555
epoch time: 78.0536270142s, input_fired_time: 1.0461262465, output_fired_time: 0.0000000000, propagate_forward_time: 74.8010482788, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2064514160
validation[          , genome  6275] predictions:    5575/  10000 (55.75%), best:    5548/10000 (55.48%), error:     13631.02734, best error:     13534.79590 on epoch:    17, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 1013.6375732422s, input_fired_time: 8.7865934372, output_fired_time: 7.5612468719, propagate_forward_time: 372.6544494629, propagate_backward_time: 612.5149536133, weight_update_time: 1.0148937702, other_time: 12.1203002930
epoch time: 77.4341506958s, input_fired_time: 1.0124260187, output_fired_time: 0.0000000000, propagate_forward_time: 74.2334594727, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1882629395
validation[          , genome  6275] predictions:    5130/  10000 (51.30%), best:    5548/10000 (55.48%), error:     15438.30469, best error:     13534.79590 on epoch:    17, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 1010.4535522461s, input_fired_time: 8.7564945221, output_fired_time: 7.5134887695, propagate_forward_time: 371.4135131836, propagate_backward_time: 610.7000732422, weight_update_time: 1.0232274532, other_time: 12.0700073242
epoch time: 77.6976242065s, input_fired_time: 1.0519334078, output_fired_time: 0.0000000000, propagate_forward_time: 74.4672546387, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1784362793
validation[          , genome  6275] predictions:    5731/  10000 (57.31%), best:    5731/10000 (57.31%), error:     12767.48242, best error:     12767.48242 on epoch:    20, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 1016.3239746094s, input_fired_time: 8.8156127930, output_fired_time: 7.6015830040, propagate_forward_time: 373.2088623047, propagate_backward_time: 614.5570068359, weight_update_time: 1.0184357166, other_time: 12.1409301758
epoch time: 77.6683807373s, input_fired_time: 1.0524859428, output_fired_time: 0.0000000000, propagate_forward_time: 74.4248504639, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1910476685
validation[          , genome  6275] predictions:    5360/  10000 (53.60%), best:    5731/10000 (57.31%), error:     14647.03613, best error:     12767.48242 on epoch:    20, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 1014.3056640625s, input_fired_time: 8.8331317902, output_fired_time: 7.5392756462, propagate_forward_time: 373.0562744141, propagate_backward_time: 612.7454223633, weight_update_time: 1.0177118778, other_time: 12.1315917969
epoch time: 77.5155944824s, input_fired_time: 1.0507776737, output_fired_time: 0.0000000000, propagate_forward_time: 74.2600708008, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2047424316
validation[          , genome  6275] predictions:    5745/  10000 (57.45%), best:    5731/10000 (57.31%), error:     13104.42871, best error:     12767.48242 on epoch:    20, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 1011.7411499023s, input_fired_time: 8.8013315201, output_fired_time: 7.5532131195, propagate_forward_time: 370.9573059082, propagate_backward_time: 612.3441162109, weight_update_time: 1.0214432478, other_time: 12.0852050781
epoch time: 77.0752639771s, input_fired_time: 1.0622940063, output_fired_time: 0.0000000000, propagate_forward_time: 73.8450851440, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1678848267
validation[          , genome  6275] predictions:    5744/  10000 (57.44%), best:    5731/10000 (57.31%), error:     13069.04688, best error:     12767.48242 on epoch:    20, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 1011.1223144531s, input_fired_time: 8.8061380386, output_fired_time: 7.5616760254, propagate_forward_time: 372.9943237305, propagate_backward_time: 609.6366577148, weight_update_time: 1.0138971806, other_time: 12.1235351563
epoch time: 77.8712310791s, input_fired_time: 1.0556843281, output_fired_time: 0.0000000000, propagate_forward_time: 74.6071929932, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2083511353
validation[          , genome  6275] predictions:    5551/  10000 (55.51%), best:    5731/10000 (57.31%), error:     13810.03711, best error:     12767.48242 on epoch:    20, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 997.2224121094s, input_fired_time: 8.7250423431, output_fired_time: 7.4120907784, propagate_forward_time: 366.4745178223, propagate_backward_time: 602.6453247070, weight_update_time: 1.0081179142, other_time: 11.9653930664
epoch time: 65.5753173828s, input_fired_time: 0.9207624793, output_fired_time: 0.0000000000, propagate_forward_time: 62.7200469971, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9345092773
validation[          , genome  6275] predictions:    5728/  10000 (57.28%), best:    5731/10000 (57.31%), error:     12862.33887, best error:     12767.48242 on epoch:    20, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 971.5358276367s, input_fired_time: 8.5589857101, output_fired_time: 7.2384982109, propagate_forward_time: 356.9455566406, propagate_backward_time: 587.2388916016, weight_update_time: 0.9855876565, other_time: 11.5538940430
epoch time: 87.4744262695s, input_fired_time: 1.1751751900, output_fired_time: 0.0000000000, propagate_forward_time: 83.9336776733, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3655700684
validation[          , genome  6275] predictions:    5597/  10000 (55.97%), best:    5731/10000 (57.31%), error:     13516.29004, best error:     12767.48242 on epoch:    20, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 1098.4293212891s, input_fired_time: 9.4349250793, output_fired_time: 8.1960687637, propagate_forward_time: 406.2066040039, propagate_backward_time: 661.7308349609, weight_update_time: 1.0726083517, other_time: 12.8609008789
epoch time: 77.6331329346s, input_fired_time: 1.0695170164, output_fired_time: 0.0000000000, propagate_forward_time: 74.3631591797, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2004547119
validation[          , genome  6275] predictions:    5542/  10000 (55.42%), best:    5731/10000 (57.31%), error:     13615.06641, best error:     12767.48242 on epoch:    20, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 1009.5270996094s, input_fired_time: 8.8132457733, output_fired_time: 7.5316534042, propagate_forward_time: 371.5964355469, propagate_backward_time: 609.5419311523, weight_update_time: 1.0190500021, other_time: 12.0438232422
epoch time: 77.3557052612s, input_fired_time: 1.0754777193, output_fired_time: 0.0000000000, propagate_forward_time: 74.1234970093, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1567306519
validation[          , genome  6275] predictions:    5768/  10000 (57.68%), best:    5731/10000 (57.31%), error:     12870.68848, best error:     12767.48242 on epoch:    20, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 1015.7630615234s, input_fired_time: 8.8646268845, output_fired_time: 7.5857319832, propagate_forward_time: 372.3409729004, propagate_backward_time: 614.9494628906, weight_update_time: 1.0111496449, other_time: 12.0222167969
epoch time: 78.7879409790s, input_fired_time: 1.0818432570, output_fired_time: 0.0000000000, propagate_forward_time: 75.4771423340, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2289581299
validation[          , genome  6275] predictions:    5740/  10000 (57.40%), best:    5731/10000 (57.31%), error:     13205.54688, best error:     12767.48242 on epoch:    20, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 1013.2883911133s, input_fired_time: 8.8445253372, output_fired_time: 7.5714011192, propagate_forward_time: 371.9195556641, propagate_backward_time: 612.9247436523, weight_update_time: 1.0154836178, other_time: 12.0281372070
epoch time: 77.3909454346s, input_fired_time: 1.0749030113, output_fired_time: 0.0000000000, propagate_forward_time: 74.1417388916, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1743011475
validation[          , genome  6275] predictions:    5815/  10000 (58.15%), best:    5815/10000 (58.15%), error:     12739.18164, best error:     12739.18164 on epoch:    30, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 1002.5321044922s, input_fired_time: 8.7774267197, output_fired_time: 7.4018297195, propagate_forward_time: 368.9239501953, propagate_backward_time: 605.7159423828, weight_update_time: 1.0113643408, other_time: 11.7129516602
epoch time: 76.0846633911s, input_fired_time: 1.0479812622, output_fired_time: 0.0000000000, propagate_forward_time: 72.9815597534, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0551223755
validation[          , genome  6275] predictions:    5887/  10000 (58.87%), best:    5887/10000 (58.87%), error:     12353.78418, best error:     12353.78418 on epoch:    31, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 995.5591430664s, input_fired_time: 8.7516841888, output_fired_time: 7.3854312897, propagate_forward_time: 366.3242187500, propagate_backward_time: 601.7390747070, weight_update_time: 0.9988479614, other_time: 11.3587036133
epoch time: 76.9522933960s, input_fired_time: 1.0306563377, output_fired_time: 0.0000000000, propagate_forward_time: 73.8671646118, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0544738770
validation[          , genome  6275] predictions:    5489/  10000 (54.89%), best:    5887/10000 (58.87%), error:     14163.14648, best error:     12353.78418 on epoch:    31, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 1002.8317871094s, input_fired_time: 8.7715787888, output_fired_time: 7.4514207840, propagate_forward_time: 368.3963623047, propagate_backward_time: 606.7996215820, weight_update_time: 1.0044906139, other_time: 11.4127807617
epoch time: 77.4647979736s, input_fired_time: 1.0619150400, output_fired_time: 0.0000000000, propagate_forward_time: 74.2768096924, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1260757446
validation[          , genome  6275] predictions:    5850/  10000 (58.50%), best:    5887/10000 (58.87%), error:     12601.83496, best error:     12353.78418 on epoch:    31, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 1012.3043212891s, input_fired_time: 8.8200235367, output_fired_time: 7.5396666527, propagate_forward_time: 372.1747741699, propagate_backward_time: 612.2289428711, weight_update_time: 1.0143581629, other_time: 11.5409545898
epoch time: 78.8600387573s, input_fired_time: 1.0621020794, output_fired_time: 0.0000000000, propagate_forward_time: 75.6583786011, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1395568848
validation[          , genome  6275] predictions:    5663/  10000 (56.63%), best:    5887/10000 (58.87%), error:     13167.64453, best error:     12353.78418 on epoch:    31, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 1012.3965454102s, input_fired_time: 8.9045419693, output_fired_time: 7.4654598236, propagate_forward_time: 372.5050048828, propagate_backward_time: 611.9652099609, weight_update_time: 1.0068240166, other_time: 11.5563354492
epoch time: 77.3001556396s, input_fired_time: 1.0693747997, output_fired_time: 0.0000000000, propagate_forward_time: 74.1469192505, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0838623047
validation[          , genome  6275] predictions:    5812/  10000 (58.12%), best:    5887/10000 (58.87%), error:     13042.16211, best error:     12353.78418 on epoch:    31, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 894.5101928711s, input_fired_time: 8.0697259903, output_fired_time: 6.6500644684, propagate_forward_time: 328.1234741211, propagate_backward_time: 541.0034790039, weight_update_time: 0.9341776371, other_time: 10.6634521484
epoch time: 63.7330093384s, input_fired_time: 0.9145968556, output_fired_time: 0.0000000000, propagate_forward_time: 60.9991493225, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8192634583
validation[          , genome  6275] predictions:    5815/  10000 (58.15%), best:    5887/10000 (58.87%), error:     12670.16309, best error:     12353.78418 on epoch:    31, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 846.9283447266s, input_fired_time: 7.7623777390, output_fired_time: 6.2435102463, propagate_forward_time: 309.5535278320, propagate_backward_time: 513.0415649414, weight_update_time: 0.8978481889, other_time: 10.3273315430
epoch time: 64.6587371826s, input_fired_time: 0.9249426126, output_fired_time: 0.0000000000, propagate_forward_time: 61.9075660706, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8262290955
validation[          , genome  6275] predictions:    5798/  10000 (57.98%), best:    5887/10000 (58.87%), error:     13066.41699, best error:     12353.78418 on epoch:    31, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 851.7994995117s, input_fired_time: 7.8106255531, output_fired_time: 6.3235177994, propagate_forward_time: 311.2497863770, propagate_backward_time: 515.9866943359, weight_update_time: 0.9070851803, other_time: 10.4288330078
epoch time: 65.0882186890s, input_fired_time: 0.9284080267, output_fired_time: 0.0000000000, propagate_forward_time: 62.3141403198, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8456726074
validation[          , genome  6275] predictions:    5957/  10000 (59.57%), best:    5887/10000 (58.87%), error:     12492.97266, best error:     12353.78418 on epoch:    31, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 854.5414428711s, input_fired_time: 7.8356661797, output_fired_time: 6.3646211624, propagate_forward_time: 311.1665649414, propagate_backward_time: 518.8624877930, weight_update_time: 0.9013413191, other_time: 10.3120727539
epoch time: 65.3585815430s, input_fired_time: 0.9255003929, output_fired_time: 0.0000000000, propagate_forward_time: 62.6000785828, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8330039978
validation[          , genome  6275] predictions:    5889/  10000 (58.89%), best:    5887/10000 (58.87%), error:     12782.50684, best error:     12353.78418 on epoch:    31, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 851.8792114258s, input_fired_time: 7.7506260872, output_fired_time: 6.3109884262, propagate_forward_time: 310.8005065918, propagate_backward_time: 516.5798339844, weight_update_time: 0.9097975492, other_time: 10.4372558594
epoch time: 64.0843811035s, input_fired_time: 0.9234163165, output_fired_time: 0.0000000000, propagate_forward_time: 61.3383102417, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8226547241
validation[          , genome  6275] predictions:    5921/  10000 (59.21%), best:    5921/10000 (59.21%), error:     12220.76563, best error:     12220.76563 on epoch:    40, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 851.7473144531s, input_fired_time: 7.8468570709, output_fired_time: 6.3288054466, propagate_forward_time: 311.5718383789, propagate_backward_time: 515.6024169922, weight_update_time: 0.9041805863, other_time: 10.3973999023
epoch time: 65.8678741455s, input_fired_time: 0.9426723719, output_fired_time: 0.0000000000, propagate_forward_time: 63.0330200195, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8921813965
validation[          , genome  6275] predictions:    6007/  10000 (60.07%), best:    6007/10000 (60.07%), error:     12213.63672, best error:     12213.63672 on epoch:    41, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 842.6793823242s, input_fired_time: 7.7624773979, output_fired_time: 6.2952733040, propagate_forward_time: 307.9556884766, propagate_backward_time: 510.3706054688, weight_update_time: 0.8930927515, other_time: 10.2953491211
epoch time: 64.0873260498s, input_fired_time: 0.9191800356, output_fired_time: 0.0000000000, propagate_forward_time: 61.3207702637, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8473739624
validation[          , genome  6275] predictions:    5802/  10000 (58.02%), best:    6007/10000 (60.07%), error:     13040.33203, best error:     12213.63672 on epoch:    41, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 842.8694458008s, input_fired_time: 7.8006844521, output_fired_time: 6.2979683876, propagate_forward_time: 307.6648559570, propagate_backward_time: 510.8215942383, weight_update_time: 0.8973293304, other_time: 10.2843627930
epoch time: 64.6978073120s, input_fired_time: 0.9301297069, output_fired_time: 0.0000000000, propagate_forward_time: 61.9215621948, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8461151123
validation[          , genome  6275] predictions:    6013/  10000 (60.13%), best:    6007/10000 (60.07%), error:     12324.93457, best error:     12213.63672 on epoch:    41, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 843.2655639648s, input_fired_time: 7.7872519493, output_fired_time: 6.2467355728, propagate_forward_time: 307.7175598145, propagate_backward_time: 511.1581420898, weight_update_time: 0.9039037824, other_time: 10.3558959961
epoch time: 62.9212265015s, input_fired_time: 0.9272884727, output_fired_time: 0.0000000000, propagate_forward_time: 60.1553382874, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8386001587
validation[          , genome  6275] predictions:    5829/  10000 (58.29%), best:    6007/10000 (60.07%), error:     12802.01563, best error:     12213.63672 on epoch:    41, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 844.7847900391s, input_fired_time: 7.8495430946, output_fired_time: 6.3150715828, propagate_forward_time: 308.1656799316, propagate_backward_time: 512.1389160156, weight_update_time: 0.9004349709, other_time: 10.3155517578
epoch time: 65.1925277710s, input_fired_time: 0.9458692670, output_fired_time: 0.0000000000, propagate_forward_time: 62.3804321289, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8662261963
validation[          , genome  6275] predictions:    6027/  10000 (60.27%), best:    6027/10000 (60.27%), error:     12162.58594, best error:     12162.58594 on epoch:    45, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 822.1647949219s, input_fired_time: 7.7325081825, output_fired_time: 6.1509284973, propagate_forward_time: 298.4085083008, propagate_backward_time: 499.8620910645, weight_update_time: 0.8802475929, other_time: 10.0107727051
epoch time: 62.7327156067s, input_fired_time: 0.9153208137, output_fired_time: 0.0000000000, propagate_forward_time: 60.0516433716, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7657508850
validation[          , genome  6275] predictions:    6040/  10000 (60.40%), best:    6040/10000 (60.40%), error:     12153.55859, best error:     12153.55859 on epoch:    46, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 828.8631591797s, input_fired_time: 7.7399048805, output_fired_time: 6.1292352676, propagate_forward_time: 301.9995727539, propagate_backward_time: 502.9648742676, weight_update_time: 0.8898653388, other_time: 10.0295715332
epoch time: 61.5172157288s, input_fired_time: 0.9150916934, output_fired_time: 0.0000000000, propagate_forward_time: 58.8072624207, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7948608398
validation[          , genome  6275] predictions:    6110/  10000 (61.10%), best:    6110/10000 (61.10%), error:     11889.48145, best error:     11889.48145 on epoch:    47, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 844.1440429688s, input_fired_time: 7.7732677460, output_fired_time: 6.2826013565, propagate_forward_time: 307.4943542480, propagate_backward_time: 512.3242187500, weight_update_time: 0.8965783715, other_time: 10.2696533203
epoch time: 62.9450187683s, input_fired_time: 0.9359385371, output_fired_time: 0.0000000000, propagate_forward_time: 60.1222953796, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8867835999
validation[          , genome  6275] predictions:    6105/  10000 (61.05%), best:    6105/10000 (61.05%), error:     11811.07715, best error:     11811.07715 on epoch:    48, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 852.4884643555s, input_fired_time: 7.8726758957, output_fired_time: 6.3347539902, propagate_forward_time: 311.8181762695, propagate_backward_time: 516.1091308594, weight_update_time: 0.9093917012, other_time: 10.3536987305
epoch time: 63.2248725891s, input_fired_time: 0.9151548147, output_fired_time: 0.0000000000, propagate_forward_time: 60.4239425659, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8857765198
validation[          , genome  6275] predictions:    5770/  10000 (57.70%), best:    6105/10000 (61.05%), error:     12763.43652, best error:     11811.07715 on epoch:    48, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 855.3765258789s, input_fired_time: 7.8183574677, output_fired_time: 6.3821363449, propagate_forward_time: 313.0025634766, propagate_backward_time: 517.7811279297, weight_update_time: 0.9064378738, other_time: 10.3923339844
epoch time: 64.3465881348s, input_fired_time: 0.9235565662, output_fired_time: 0.0000000000, propagate_forward_time: 61.5691604614, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8538703918
validation[          , genome  6275] predictions:    5825/  10000 (58.25%), best:    6105/10000 (61.05%), error:     12831.39844, best error:     11811.07715 on epoch:    48, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 850.6973876953s, input_fired_time: 7.8823890686, output_fired_time: 6.3585786819, propagate_forward_time: 310.6327514648, propagate_backward_time: 515.5311889648, weight_update_time: 0.8982381821, other_time: 10.2924804688
epoch time: 65.9147796631s, input_fired_time: 0.9628867507, output_fired_time: 0.0000000000, propagate_forward_time: 63.0358352661, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9160614014
validation[          , genome  6275] predictions:    5987/  10000 (59.87%), best:    6105/10000 (61.05%), error:     12437.50098, best error:     11811.07715 on epoch:    48, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 852.1951293945s, input_fired_time: 7.9358878136, output_fired_time: 6.3540267944, propagate_forward_time: 312.0734558105, propagate_backward_time: 515.4749755859, weight_update_time: 0.8998588920, other_time: 10.3568115234
epoch time: 65.1239013672s, input_fired_time: 0.9441730380, output_fired_time: 0.0000000000, propagate_forward_time: 62.3466300964, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8330955505
validation[          , genome  6275] predictions:    5972/  10000 (59.72%), best:    6105/10000 (61.05%), error:     12365.31445, best error:     11811.07715 on epoch:    48, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 847.8292846680s, input_fired_time: 7.9050707817, output_fired_time: 6.3418650627, propagate_forward_time: 309.7807617188, propagate_backward_time: 513.5135498047, weight_update_time: 0.8982600570, other_time: 10.2880249023
epoch time: 65.4915924072s, input_fired_time: 0.9586398005, output_fired_time: 0.0000000000, propagate_forward_time: 62.6180686951, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9148826599
validation[          , genome  6275] predictions:    6029/  10000 (60.29%), best:    6105/10000 (61.05%), error:     12068.63184, best error:     11811.07715 on epoch:    48, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 853.0955810547s, input_fired_time: 7.9283680916, output_fired_time: 6.3558487892, propagate_forward_time: 311.0254516602, propagate_backward_time: 517.4163818359, weight_update_time: 0.9090002179, other_time: 10.3695678711
epoch time: 64.9932785034s, input_fired_time: 0.9546467662, output_fired_time: 0.0000000000, propagate_forward_time: 62.1651344299, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8735008240
validation[          , genome  6275] predictions:    6011/  10000 (60.11%), best:    6105/10000 (61.05%), error:     12460.03418, best error:     11811.07715 on epoch:    48, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 856.3591918945s, input_fired_time: 7.9563508034, output_fired_time: 6.3733181953, propagate_forward_time: 313.0461730957, propagate_backward_time: 518.5089721680, weight_update_time: 0.9097542167, other_time: 10.4744262695
epoch time: 65.4862518311s, input_fired_time: 0.9245930314, output_fired_time: 0.0000000000, propagate_forward_time: 62.7058868408, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8557739258
validation[          , genome  6275] predictions:    5934/  10000 (59.34%), best:    6105/10000 (61.05%), error:     12745.29102, best error:     11811.07715 on epoch:    48, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 896.4797973633s, input_fired_time: 8.1614122391, output_fired_time: 6.6557326317, propagate_forward_time: 327.7093505859, propagate_backward_time: 542.9935302734, weight_update_time: 0.9305889606, other_time: 10.9597167969
epoch time: 63.2738761902s, input_fired_time: 0.9238103032, output_fired_time: 0.0000000000, propagate_forward_time: 60.5183029175, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8317642212
validation[          , genome  6275] predictions:    5867/  10000 (58.67%), best:    6105/10000 (61.05%), error:     12616.15137, best error:     11811.07715 on epoch:    48, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 853.6513671875s, input_fired_time: 7.9029121399, output_fired_time: 6.3618617058, propagate_forward_time: 311.4171447754, propagate_backward_time: 517.6311035156, weight_update_time: 0.9043403864, other_time: 10.3383789063
epoch time: 65.2997665405s, input_fired_time: 0.9573147297, output_fired_time: 0.0000000000, propagate_forward_time: 62.4998321533, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8426208496
validation[          , genome  6275] predictions:    6070/  10000 (60.70%), best:    6105/10000 (61.05%), error:     12072.54980, best error:     11811.07715 on epoch:    48, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 851.1976318359s, input_fired_time: 7.9294929504, output_fired_time: 6.3137979507, propagate_forward_time: 310.5955200195, propagate_backward_time: 515.9961547852, weight_update_time: 0.8999814987, other_time: 10.3626708984
epoch time: 64.9451141357s, input_fired_time: 0.9496841431, output_fired_time: 0.0000000000, propagate_forward_time: 62.1348266602, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8606033325
validation[          , genome  6275] predictions:    6010/  10000 (60.10%), best:    6105/10000 (61.05%), error:     12325.92188, best error:     11811.07715 on epoch:    48, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 853.0452270508s, input_fired_time: 7.9770641327, output_fired_time: 6.3403673172, propagate_forward_time: 312.2640991211, propagate_backward_time: 516.0333862305, weight_update_time: 0.9105004072, other_time: 10.4302978516
epoch time: 65.2244110107s, input_fired_time: 0.9596150517, output_fired_time: 0.0000000000, propagate_forward_time: 62.3930206299, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8717727661
validation[          , genome  6275] predictions:    6123/  10000 (61.23%), best:    6105/10000 (61.05%), error:     12087.84570, best error:     11811.07715 on epoch:    48, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 856.6478271484s, input_fired_time: 8.0058488846, output_fired_time: 6.3734002113, propagate_forward_time: 313.2643127441, propagate_backward_time: 518.7072753906, weight_update_time: 0.9016078115, other_time: 10.2969970703
epoch time: 65.1610031128s, input_fired_time: 0.9670420885, output_fired_time: 0.0000000000, propagate_forward_time: 62.3557815552, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8381805420
validation[          , genome  6275] predictions:    6120/  10000 (61.20%), best:    6105/10000 (61.05%), error:     11899.90332, best error:     11811.07715 on epoch:    48, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 855.9398803711s, input_fired_time: 8.0114669800, output_fired_time: 6.3373327255, propagate_forward_time: 312.9322814941, propagate_backward_time: 518.2782592773, weight_update_time: 0.9039607644, other_time: 10.3805541992
epoch time: 65.3597717285s, input_fired_time: 0.9687212110, output_fired_time: 0.0000000000, propagate_forward_time: 62.5317344666, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8593177795
validation[          , genome  6275] predictions:    5996/  10000 (59.96%), best:    6105/10000 (61.05%), error:     12280.55371, best error:     11811.07715 on epoch:    48, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 852.9570922852s, input_fired_time: 7.9622783661, output_fired_time: 6.3156518936, propagate_forward_time: 310.9122924805, propagate_backward_time: 517.4059448242, weight_update_time: 0.9076505899, other_time: 10.3609008789
epoch time: 65.2617568970s, input_fired_time: 0.9575218558, output_fired_time: 0.0000000000, propagate_forward_time: 62.4441490173, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8600883484
validation[          , genome  6275] predictions:    6167/  10000 (61.67%), best:    6105/10000 (61.05%), error:     11936.53223, best error:     11811.07715 on epoch:    48, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 851.8001708984s, input_fired_time: 7.9589586258, output_fired_time: 6.3312149048, propagate_forward_time: 310.7882995605, propagate_backward_time: 516.3197631836, weight_update_time: 0.9075230360, other_time: 10.4019165039
epoch time: 64.8489303589s, input_fired_time: 0.9659684300, output_fired_time: 0.0000000000, propagate_forward_time: 62.0387954712, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8441658020
validation[          , genome  6275] predictions:    6209/  10000 (62.09%), best:    6209/10000 (62.09%), error:     11648.06934, best error:     11648.06934 on epoch:    63, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 853.5754394531s, input_fired_time: 7.9789023399, output_fired_time: 6.3385076523, propagate_forward_time: 311.9184570313, propagate_backward_time: 517.0720214844, weight_update_time: 0.8936076164, other_time: 10.2675781250
epoch time: 64.5014877319s, input_fired_time: 0.9615160823, output_fired_time: 0.0000000000, propagate_forward_time: 61.7177276611, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8222427368
validation[          , genome  6275] predictions:    6193/  10000 (61.93%), best:    6209/10000 (62.09%), error:     11709.08398, best error:     11648.06934 on epoch:    63, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 852.2023925781s, input_fired_time: 7.9658646584, output_fired_time: 6.3929677010, propagate_forward_time: 311.1073303223, propagate_backward_time: 516.3691406250, weight_update_time: 0.9088368416, other_time: 10.3670654297
epoch time: 64.0604095459s, input_fired_time: 0.9343030453, output_fired_time: 0.0000000000, propagate_forward_time: 61.2854537964, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8406524658
validation[          , genome  6275] predictions:    6148/  10000 (61.48%), best:    6209/10000 (62.09%), error:     11883.42871, best error:     11648.06934 on epoch:    63, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 846.5094604492s, input_fired_time: 7.9347238541, output_fired_time: 6.2882785797, propagate_forward_time: 308.3121337891, propagate_backward_time: 513.6990966797, weight_update_time: 0.8960042000, other_time: 10.2752075195
epoch time: 64.7999801636s, input_fired_time: 0.9630915523, output_fired_time: 0.0000000000, propagate_forward_time: 61.9968757629, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8400115967
validation[          , genome  6275] predictions:    6216/  10000 (62.16%), best:    6209/10000 (62.09%), error:     11785.34863, best error:     11648.06934 on epoch:    63, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 853.1435546875s, input_fired_time: 7.9769353867, output_fired_time: 6.3865017891, propagate_forward_time: 311.4285278320, propagate_backward_time: 516.9414062500, weight_update_time: 0.9007797241, other_time: 10.4102172852
epoch time: 64.7327575684s, input_fired_time: 0.9580341578, output_fired_time: 0.0000000000, propagate_forward_time: 61.9272689819, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8474540710
validation[          , genome  6275] predictions:    6217/  10000 (62.17%), best:    6217/10000 (62.17%), error:     11626.03418, best error:     11626.03418 on epoch:    67, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 853.5411376953s, input_fired_time: 7.9883413315, output_fired_time: 6.3326921463, propagate_forward_time: 311.4576721191, propagate_backward_time: 517.4017333984, weight_update_time: 0.9083952308, other_time: 10.3607177734
epoch time: 64.3990249634s, input_fired_time: 0.9605978727, output_fired_time: 0.0000000000, propagate_forward_time: 61.6262245178, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8122024536
validation[          , genome  6275] predictions:    6227/  10000 (62.27%), best:    6217/10000 (62.17%), error:     11650.50781, best error:     11626.03418 on epoch:    67, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 855.8381347656s, input_fired_time: 8.0281858444, output_fired_time: 6.3147096634, propagate_forward_time: 312.7073974609, propagate_backward_time: 518.4036254883, weight_update_time: 0.8976699114, other_time: 10.3842163086
epoch time: 64.9084777832s, input_fired_time: 0.9578108788, output_fired_time: 0.0000000000, propagate_forward_time: 62.1041908264, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8464775085
validation[          , genome  6275] predictions:    6195/  10000 (61.95%), best:    6217/10000 (62.17%), error:     11914.34668, best error:     11626.03418 on epoch:    67, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 854.0023193359s, input_fired_time: 8.0170068741, output_fired_time: 6.3333020210, propagate_forward_time: 313.0263061523, propagate_backward_time: 516.2004394531, weight_update_time: 0.9127585888, other_time: 10.4252319336
epoch time: 65.7193450928s, input_fired_time: 0.9705909491, output_fired_time: 0.0000000000, propagate_forward_time: 62.8936767578, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8550796509
validation[          , genome  6275] predictions:    6167/  10000 (61.67%), best:    6217/10000 (62.17%), error:     11849.79102, best error:     11626.03418 on epoch:    67, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 853.6208496094s, input_fired_time: 8.0224494934, output_fired_time: 6.3139367104, propagate_forward_time: 312.2394714355, propagate_backward_time: 516.6776733398, weight_update_time: 0.9043619633, other_time: 10.3672485352
epoch time: 64.5383758545s, input_fired_time: 0.9552398324, output_fired_time: 0.0000000000, propagate_forward_time: 61.7584686279, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8246688843
validation[          , genome  6275] predictions:    6094/  10000 (60.94%), best:    6217/10000 (62.17%), error:     12039.69629, best error:     11626.03418 on epoch:    67, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 851.0076904297s, input_fired_time: 8.0017328262, output_fired_time: 6.3301854134, propagate_forward_time: 311.0882873535, propagate_backward_time: 515.2138671875, weight_update_time: 0.9066987038, other_time: 10.3736572266
epoch time: 65.7228393555s, input_fired_time: 0.9769173861, output_fired_time: 0.0000000000, propagate_forward_time: 62.8721504211, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8737678528
validation[          , genome  6275] predictions:    6176/  10000 (61.76%), best:    6217/10000 (62.17%), error:     11868.66602, best error:     11626.03418 on epoch:    67, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 853.1589355469s, input_fired_time: 7.9626169205, output_fired_time: 6.3475089073, propagate_forward_time: 312.1488647461, propagate_backward_time: 516.3014526367, weight_update_time: 0.9052277803, other_time: 10.3984375000
epoch time: 65.1518020630s, input_fired_time: 0.9520379305, output_fired_time: 0.0000000000, propagate_forward_time: 62.3382644653, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8614959717
validation[          , genome  6275] predictions:    6074/  10000 (60.74%), best:    6217/10000 (62.17%), error:     12344.87305, best error:     11626.03418 on epoch:    67, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 946.8986206055s, input_fired_time: 8.5655479431, output_fired_time: 7.0287857056, propagate_forward_time: 347.6248474121, propagate_backward_time: 572.6003417969, weight_update_time: 0.9671883583, other_time: 11.0791015625
epoch time: 87.2930984497s, input_fired_time: 1.2007666826, output_fired_time: 0.0000000000, propagate_forward_time: 83.8256225586, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2667083740
validation[          , genome  6275] predictions:    6080/  10000 (60.80%), best:    6217/10000 (62.17%), error:     12129.86523, best error:     11626.03418 on epoch:    67, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 1128.5103759766s, input_fired_time: 9.7951402664, output_fired_time: 8.3467016220, propagate_forward_time: 418.6452636719, propagate_backward_time: 679.2360229492, weight_update_time: 1.0856018066, other_time: 12.4872436523
epoch time: 87.3492202759s, input_fired_time: 1.2006207705, output_fired_time: 0.0000000000, propagate_forward_time: 83.9002532959, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2483444214
validation[          , genome  6275] predictions:    6186/  10000 (61.86%), best:    6217/10000 (62.17%), error:     11926.91699, best error:     11626.03418 on epoch:    67, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 1119.8648681641s, input_fired_time: 9.7282619476, output_fired_time: 8.2664384842, propagate_forward_time: 415.5584106445, propagate_backward_time: 674.0417480469, weight_update_time: 1.0804219246, other_time: 12.2699584961
epoch time: 86.0352172852s, input_fired_time: 1.1923598051, output_fired_time: 0.0000000000, propagate_forward_time: 82.6393661499, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2034912109
validation[          , genome  6275] predictions:    6205/  10000 (62.05%), best:    6217/10000 (62.17%), error:     11660.67090, best error:     11626.03418 on epoch:    67, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 1119.6469726563s, input_fired_time: 9.7602453232, output_fired_time: 8.3028125763, propagate_forward_time: 415.9295349121, propagate_backward_time: 673.2366943359, weight_update_time: 1.0818169117, other_time: 12.4176025391
epoch time: 88.7310180664s, input_fired_time: 1.2224240303, output_fired_time: 0.0000000000, propagate_forward_time: 85.1814041138, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3271865845
validation[          , genome  6275] predictions:    6159/  10000 (61.59%), best:    6217/10000 (62.17%), error:     11915.97266, best error:     11626.03418 on epoch:    67, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 1124.6691894531s, input_fired_time: 9.7977542877, output_fired_time: 8.3567600250, propagate_forward_time: 417.0714416504, propagate_backward_time: 676.9152221680, weight_update_time: 1.0782761574, other_time: 12.5280151367
epoch time: 86.3161621094s, input_fired_time: 1.1993304491, output_fired_time: 0.0000000000, propagate_forward_time: 82.8361434937, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2806854248
validation[          , genome  6275] predictions:    6181/  10000 (61.81%), best:    6217/10000 (62.17%), error:     11888.92871, best error:     11626.03418 on epoch:    67, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 1118.7919921875s, input_fired_time: 9.7481946945, output_fired_time: 8.3189563751, propagate_forward_time: 414.2582702637, propagate_backward_time: 674.0326538086, weight_update_time: 1.0752415657, other_time: 12.4338989258
epoch time: 86.2864151001s, input_fired_time: 1.1978725195, output_fired_time: 0.0000000000, propagate_forward_time: 82.8201828003, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2683563232
validation[          , genome  6275] predictions:    6123/  10000 (61.23%), best:    6217/10000 (62.17%), error:     11983.54785, best error:     11626.03418 on epoch:    67, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 1088.5239257813s, input_fired_time: 9.5651035309, output_fired_time: 8.1724367142, propagate_forward_time: 403.2797546387, propagate_backward_time: 655.2732543945, weight_update_time: 1.0659319162, other_time: 12.2333374023
epoch time: 64.7165985107s, input_fired_time: 0.9576652646, output_fired_time: 0.0000000000, propagate_forward_time: 61.9025840759, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8563499451
validation[          , genome  6275] predictions:    6187/  10000 (61.87%), best:    6217/10000 (62.17%), error:     11854.75879, best error:     11626.03418 on epoch:    67, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 850.0433959961s, input_fired_time: 7.9723167419, output_fired_time: 6.3190121651, propagate_forward_time: 310.4525146484, propagate_backward_time: 514.9584960938, weight_update_time: 0.9044156671, other_time: 10.3410644531
epoch time: 64.4484100342s, input_fired_time: 0.9565462470, output_fired_time: 0.0000000000, propagate_forward_time: 61.6527442932, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8391189575
validation[          , genome  6275] predictions:    6129/  10000 (61.29%), best:    6217/10000 (62.17%), error:     12082.18359, best error:     11626.03418 on epoch:    67, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 849.6304931641s, input_fired_time: 7.9626197815, output_fired_time: 6.3015708923, propagate_forward_time: 310.2467651367, propagate_backward_time: 514.7229003906, weight_update_time: 0.9009042978, other_time: 10.3966064453
epoch time: 64.9589996338s, input_fired_time: 0.9614378810, output_fired_time: 0.0000000000, propagate_forward_time: 62.1701393127, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8274230957
validation[          , genome  6275] predictions:    6106/  10000 (61.06%), best:    6217/10000 (62.17%), error:     12115.58301, best error:     11626.03418 on epoch:    67, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 854.4213867188s, input_fired_time: 8.0066967010, output_fired_time: 6.3026423454, propagate_forward_time: 311.8886718750, propagate_backward_time: 517.8540649414, weight_update_time: 0.9077394605, other_time: 10.3693237305
epoch time: 65.3829269409s, input_fired_time: 0.9725868702, output_fired_time: 0.0000000000, propagate_forward_time: 62.5860443115, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8242950439
validation[          , genome  6275] predictions:    6208/  10000 (62.08%), best:    6217/10000 (62.17%), error:     11789.09277, best error:     11626.03418 on epoch:    67, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 854.9422607422s, input_fired_time: 8.0125427246, output_fired_time: 6.4001584053, propagate_forward_time: 312.2917480469, propagate_backward_time: 517.8406372070, weight_update_time: 0.9046804309, other_time: 10.3971557617
epoch time: 64.3561630249s, input_fired_time: 0.9589447379, output_fired_time: 0.0000000000, propagate_forward_time: 61.5823898315, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8148269653
validation[          , genome  6275] predictions:    6166/  10000 (61.66%), best:    6217/10000 (62.17%), error:     11756.98340, best error:     11626.03418 on epoch:    67, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 853.5883178711s, input_fired_time: 8.0016241074, output_fired_time: 6.3739128113, propagate_forward_time: 311.9420471191, propagate_backward_time: 516.8350219727, weight_update_time: 0.9099156260, other_time: 10.4357299805
epoch time: 65.0161132813s, input_fired_time: 0.9690566659, output_fired_time: 0.0000000000, propagate_forward_time: 62.1916503906, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8554077148
validation[          , genome  6275] predictions:    6222/  10000 (62.22%), best:    6217/10000 (62.17%), error:     11650.02148, best error:     11626.03418 on epoch:    67, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 853.1416625977s, input_fired_time: 7.9926342964, output_fired_time: 6.2961397171, propagate_forward_time: 311.7225646973, propagate_backward_time: 516.6629028320, weight_update_time: 0.9173254967, other_time: 10.4674682617
epoch time: 63.5117301941s, input_fired_time: 0.9607418180, output_fired_time: 0.0000000000, propagate_forward_time: 60.7077407837, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8432464600
validation[          , genome  6275] predictions:    6204/  10000 (62.04%), best:    6217/10000 (62.17%), error:     11724.22266, best error:     11626.03418 on epoch:    67, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 854.5413818359s, input_fired_time: 8.0118474960, output_fired_time: 6.3195304871, propagate_forward_time: 312.4399719238, propagate_backward_time: 517.4486083984, weight_update_time: 0.9041135311, other_time: 10.3214111328
epoch time: 64.9973449707s, input_fired_time: 0.9655246735, output_fired_time: 0.0000000000, propagate_forward_time: 62.1804275513, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8513946533
validation[          , genome  6275] predictions:    6214/  10000 (62.14%), best:    6217/10000 (62.17%), error:     11726.57031, best error:     11626.03418 on epoch:    67, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 852.6017456055s, input_fired_time: 7.9965152740, output_fired_time: 6.3273558617, propagate_forward_time: 310.9446105957, propagate_backward_time: 516.9266357422, weight_update_time: 0.9079310894, other_time: 10.4066162109
epoch time: 64.8335189819s, input_fired_time: 0.9645866752, output_fired_time: 0.0000000000, propagate_forward_time: 62.0205764771, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8483543396
validation[          , genome  6275] predictions:    6216/  10000 (62.16%), best:    6217/10000 (62.17%), error:     11773.45508, best error:     11626.03418 on epoch:    67, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 853.4762573242s, input_fired_time: 8.0265893936, output_fired_time: 6.3722791672, propagate_forward_time: 311.5730285645, propagate_backward_time: 517.0402221680, weight_update_time: 0.9083622098, other_time: 10.4641723633
epoch time: 65.2769393921s, input_fired_time: 0.9756439924, output_fired_time: 0.0000000000, propagate_forward_time: 62.4209060669, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8803863525
validation[          , genome  6275] predictions:    6227/  10000 (62.27%), best:    6217/10000 (62.17%), error:     11646.81836, best error:     11626.03418 on epoch:    67, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 856.4140625000s, input_fired_time: 8.0587339401, output_fired_time: 6.3681774139, propagate_forward_time: 312.6105957031, propagate_backward_time: 518.9266967773, weight_update_time: 0.9111596346, other_time: 10.4498901367
epoch time: 65.4085540771s, input_fired_time: 0.9788011312, output_fired_time: 0.0000000000, propagate_forward_time: 62.5800819397, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8496742249
validation[          , genome  6275] predictions:    6224/  10000 (62.24%), best:    6217/10000 (62.17%), error:     11777.80664, best error:     11626.03418 on epoch:    67, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 854.4955444336s, input_fired_time: 8.0459079742, output_fired_time: 6.3617124557, propagate_forward_time: 312.4340515137, propagate_backward_time: 517.2871704102, weight_update_time: 0.9054958224, other_time: 10.3667602539
epoch time: 65.0097427368s, input_fired_time: 0.9695965648, output_fired_time: 0.0000000000, propagate_forward_time: 62.1743392944, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8658065796
validation[          , genome  6275] predictions:    6221/  10000 (62.21%), best:    6217/10000 (62.17%), error:     11852.34668, best error:     11626.03418 on epoch:    67, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 854.4474487305s, input_fired_time: 8.0306072235, output_fired_time: 6.3656396866, propagate_forward_time: 311.8641052246, propagate_backward_time: 517.8498535156, weight_update_time: 0.8928146958, other_time: 10.3372802734
epoch time: 65.8283538818s, input_fired_time: 0.9764788151, output_fired_time: 0.0000000000, propagate_forward_time: 63.0061759949, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8456993103
validation[          , genome  6275] predictions:    6231/  10000 (62.31%), best:    6217/10000 (62.17%), error:     11700.68262, best error:     11626.03418 on epoch:    67, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 852.6539306641s, input_fired_time: 8.0317487717, output_fired_time: 6.3573508263, propagate_forward_time: 311.4692687988, propagate_backward_time: 516.4410400391, weight_update_time: 0.9074944258, other_time: 10.3544921875
epoch time: 65.6084442139s, input_fired_time: 0.9771117568, output_fired_time: 0.0000000000, propagate_forward_time: 62.7167205811, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9146118164
validation[          , genome  6275] predictions:    6198/  10000 (61.98%), best:    6217/10000 (62.17%), error:     11700.07031, best error:     11626.03418 on epoch:    67, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 855.8576660156s, input_fired_time: 8.0698728561, output_fired_time: 6.3437619209, propagate_forward_time: 312.9314575195, propagate_backward_time: 518.1446533203, weight_update_time: 0.9098561406, other_time: 10.3679199219
epoch time: 65.1185226440s, input_fired_time: 0.9738059640, output_fired_time: 0.0000000000, propagate_forward_time: 62.3107566833, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8339576721
validation[          , genome  6275] predictions:    6277/  10000 (62.77%), best:    6277/10000 (62.77%), error:     11602.86719, best error:     11602.86719 on epoch:    94, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 855.1887207031s, input_fired_time: 8.0708589554, output_fired_time: 6.3470406532, propagate_forward_time: 312.8202209473, propagate_backward_time: 517.6023559570, weight_update_time: 0.9107556939, other_time: 10.3482055664
epoch time: 65.4487609863s, input_fired_time: 0.9818851948, output_fired_time: 0.0000000000, propagate_forward_time: 62.6038322449, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8630409241
validation[          , genome  6275] predictions:    6269/  10000 (62.69%), best:    6269/10000 (62.69%), error:     11588.98535, best error:     11588.98535 on epoch:    95, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 854.3469848633s, input_fired_time: 8.0805320740, output_fired_time: 6.3740620613, propagate_forward_time: 312.1720275879, propagate_backward_time: 517.3419799805, weight_update_time: 0.9119377732, other_time: 10.3783569336
epoch time: 64.9628829956s, input_fired_time: 0.9772105813, output_fired_time: 0.0000000000, propagate_forward_time: 62.1446571350, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8410148621
validation[          , genome  6275] predictions:    6281/  10000 (62.81%), best:    6269/10000 (62.69%), error:     11630.22461, best error:     11588.98535 on epoch:    95, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 852.3664550781s, input_fired_time: 8.0567493439, output_fired_time: 6.3198642731, propagate_forward_time: 312.1312255859, propagate_backward_time: 515.4445800781, weight_update_time: 0.9018587470, other_time: 10.4140014648
epoch time: 65.5077056885s, input_fired_time: 0.9800029993, output_fired_time: 0.0000000000, propagate_forward_time: 62.6803970337, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8473052979
validation[          , genome  6275] predictions:    6266/  10000 (62.66%), best:    6266/10000 (62.66%), error:     11574.03711, best error:     11574.03711 on epoch:    97, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 855.4104614258s, input_fired_time: 8.0851898193, output_fired_time: 6.3339920044, propagate_forward_time: 311.7070007324, propagate_backward_time: 518.9045410156, weight_update_time: 0.9111397862, other_time: 10.3797607422
epoch time: 65.5651016235s, input_fired_time: 0.9852124453, output_fired_time: 0.0000000000, propagate_forward_time: 62.7024230957, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8774642944
validation[          , genome  6275] predictions:    6249/  10000 (62.49%), best:    6266/10000 (62.66%), error:     11745.19922, best error:     11574.03711 on epoch:    97, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 860.6862792969s, input_fired_time: 8.1247014999, output_fired_time: 6.3801002502, propagate_forward_time: 314.3927612305, propagate_backward_time: 521.3384399414, weight_update_time: 0.9132819772, other_time: 10.4502563477
epoch time: 65.6130371094s, input_fired_time: 0.9846469760, output_fired_time: 0.0000000000, propagate_forward_time: 62.7469215393, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8814659119
validation[          , genome  6275] predictions:    6234/  10000 (62.34%), best:    6266/10000 (62.66%), error:     11759.40234, best error:     11574.03711 on epoch:    97, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 856.6826171875s, input_fired_time: 8.0964565277, output_fired_time: 6.3819527626, propagate_forward_time: 312.5124816895, propagate_backward_time: 519.3521118164, weight_update_time: 0.9008343220, other_time: 10.3396606445
epoch time: 65.3125839233s, input_fired_time: 0.9871635437, output_fired_time: 0.0000000000, propagate_forward_time: 62.4644165039, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8610076904
validation[          , genome  6275] predictions:    6263/  10000 (62.63%), best:    6263/10000 (62.63%), error:     11561.94141, best error:     11561.94141 on epoch:   100, 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: 327.1434631348s, input_fired_time: 4.9350905418, output_fired_time: 0.0000000000, propagate_forward_time: 312.8442687988, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.3641052246
best training[          , genome  6275] predictions:   41274/  50000 (82.55%), best:    6263/10000 (62.63%), error:     26743.88672, best error:     11561.94141 on epoch:   100, 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: 65.4089355469s, input_fired_time: 0.9846401811, output_fired_time: 0.0000000000, propagate_forward_time: 62.5605888367, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8637046814
   testing[          , genome  6275] predictions:    6263/  10000 (62.63%), best:    6263/10000 (62.63%), error:     11561.94141, best error:     11561.94141 on epoch:   100, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
04:19:35 (10212): called boinc_finish(0)

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