Nameexact_genome_1542649503_187_6363_4
Workunit4100115
Created21 Jun 2019, 10:08:45 UTC
Sent21 Jun 2019, 10:08:45 UTC
Report deadline6 Oct 2019, 0:20:06 UTC
Received23 Jun 2019, 20:41:15 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID102605
Run time2 days 8 hours 44 min 52 sec
CPU time2 days 6 hours 51 min 27 sec
Validate stateValid
Credit26,647.80
Device peak FLOPS4.13 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size533.67 MB
Peak swap size536.18 MB
Peak disk usage7.93 MB

Stderr output

<core_client_version>7.11.0</core_client_version>
<![CDATA[
<stderr_txt>
: 751.4909057617, propagate_backward_time: 1097.1153564453, weight_update_time: 0.7670858502, other_time: 19.4678955078
epoch time: 164.4685516357s, input_fired_time: 1.3776493073, output_fired_time: 0.0000000000, propagate_forward_time: 159.5984497070, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4924468994
validation[          , genome  6363] predictions:    5777/  10000 (57.77%), best:    5928/10000 (59.28%), error:     12234.71484, best error:     11701.92871 on epoch:    10, epoch:   15/100, mu: 0.8139523268, learning_rate: 0.0018485177, weight_decay: 0.0003344780

epoch time: 1974.0721435547s, input_fired_time: 35.4655189514, output_fired_time: 9.3860273361, propagate_forward_time: 777.8565673828, propagate_backward_time: 1130.8491210938, weight_update_time: 0.7903817892, other_time: 20.5148925781
epoch time: 162.6407623291s, input_fired_time: 1.3716932535, output_fired_time: 0.0000000000, propagate_forward_time: 157.8028564453, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4662170410
validation[          , genome  6363] predictions:    5954/  10000 (59.54%), best:    5954/10000 (59.54%), error:     11692.12598, best error:     11692.12598 on epoch:    16, epoch:   16/100, mu: 0.8258320093, learning_rate: 0.0017313524, weight_decay: 0.0003186663

epoch time: 1944.4881591797s, input_fired_time: 34.9921302795, output_fired_time: 9.3762063980, propagate_forward_time: 767.0913696289, propagate_backward_time: 1113.0150146484, weight_update_time: 0.7774388790, other_time: 20.0133056641
epoch time: 152.3517761230s, input_fired_time: 1.2574198246, output_fired_time: 0.0000000000, propagate_forward_time: 147.9813995361, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1129608154
validation[          , genome  6363] predictions:    5488/  10000 (54.88%), best:    5954/10000 (59.54%), error:     13297.87305, best error:     11692.12598 on epoch:    16, epoch:   17/100, mu: 0.8369100690, learning_rate: 0.0016216135, weight_decay: 0.0003036020

epoch time: 1904.5727539062s, input_fired_time: 34.2671585083, output_fired_time: 9.2387943268, propagate_forward_time: 748.3900146484, propagate_backward_time: 1093.7137451172, weight_update_time: 0.7732843757, other_time: 18.9630126953
epoch time: 151.5951385498s, input_fired_time: 1.2559509277, output_fired_time: 0.0000000000, propagate_forward_time: 147.3425140381, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9966735840
validation[          , genome  6363] predictions:    5912/  10000 (59.12%), best:    5954/10000 (59.54%), error:     11727.74023, best error:     11692.12598 on epoch:    16, epoch:   18/100, mu: 0.8472405672, learning_rate: 0.0015188302, weight_decay: 0.0002892499

epoch time: 1904.0283203125s, input_fired_time: 34.4856719971, output_fired_time: 9.1903381348, propagate_forward_time: 748.5075683594, propagate_backward_time: 1092.6110839844, weight_update_time: 0.7592178583, other_time: 19.2336425781
epoch time: 150.4817962646s, input_fired_time: 1.2704987526, output_fired_time: 0.0000000000, propagate_forward_time: 146.0677795410, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1435241699
validation[          , genome  6363] predictions:    5879/  10000 (58.79%), best:    5954/10000 (59.54%), error:     11882.68066, best error:     11692.12598 on epoch:    16, epoch:   19/100, mu: 0.8568739891, learning_rate: 0.0014225617, weight_decay: 0.0002755762

epoch time: 1875.6440429688s, input_fired_time: 33.8556137085, output_fired_time: 8.8352022171, propagate_forward_time: 733.4824829102, propagate_backward_time: 1080.4581298828, weight_update_time: 0.7015320659, other_time: 19.0125732422
epoch time: 148.2591400146s, input_fired_time: 1.2496708632, output_fired_time: 0.0000000000, propagate_forward_time: 144.0452423096, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9642333984
validation[          , genome  6363] predictions:    6102/  10000 (61.02%), best:    6102/10000 (61.02%), error:     11469.44531, best error:     11469.44531 on epoch:    20, epoch:   20/100, mu: 0.8658573031, learning_rate: 0.0013323950, weight_decay: 0.0002625489

epoch time: 1910.9830322266s, input_fired_time: 34.5560493469, output_fired_time: 9.1357650757, propagate_forward_time: 748.9619140625, propagate_backward_time: 1099.7341308594, weight_update_time: 0.6968702674, other_time: 18.5952148438
epoch time: 159.4239654541s, input_fired_time: 1.3324421644, output_fired_time: 0.0000000000, propagate_forward_time: 154.8410797119, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2504425049
validation[          , genome  6363] predictions:    5969/  10000 (59.69%), best:    6102/10000 (61.02%), error:     11680.41602, best error:     11469.44531 on epoch:    20, epoch:   21/100, mu: 0.8742344379, learning_rate: 0.0012479434, weight_decay: 0.0002501375

epoch time: 1878.8237304688s, input_fired_time: 33.9741783142, output_fired_time: 8.9329299927, propagate_forward_time: 735.0830078125, propagate_backward_time: 1081.9796142578, weight_update_time: 0.7172317505, other_time: 18.8540039062
epoch time: 159.5557403564s, input_fired_time: 1.3303990364, output_fired_time: 0.0000000000, propagate_forward_time: 155.1158752441, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1094665527
validation[          , genome  6363] predictions:    6087/  10000 (60.87%), best:    6087/10000 (60.87%), error:     11438.09082, best error:     11438.09082 on epoch:    22, epoch:   22/100, mu: 0.8820462823, learning_rate: 0.0011688445, weight_decay: 0.0002383128

epoch time: 1939.8326416016s, input_fired_time: 35.0482978821, output_fired_time: 9.2498817444, propagate_forward_time: 756.9334106445, propagate_backward_time: 1119.1387939453, weight_update_time: 0.7467198968, other_time: 19.4622802734
epoch time: 152.6415252686s, input_fired_time: 1.3196593523, output_fired_time: 0.0000000000, propagate_forward_time: 148.0562286377, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2656402588
validation[          , genome  6363] predictions:    6130/  10000 (61.30%), best:    6130/10000 (61.30%), error:     11222.66211, best error:     11222.66211 on epoch:    23, epoch:   23/100, mu: 0.8893309832, learning_rate: 0.0010947592, weight_decay: 0.0002270471

epoch time: 1922.8945312500s, input_fired_time: 34.9037322998, output_fired_time: 9.1243495941, propagate_forward_time: 755.4011840820, propagate_backward_time: 1104.3754882812, weight_update_time: 0.7379613519, other_time: 19.0898437500
epoch time: 156.5991973877s, input_fired_time: 1.3203685284, output_fired_time: 0.0000000000, propagate_forward_time: 152.2721252441, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0066986084
validation[          , genome  6363] predictions:    6036/  10000 (60.36%), best:    6130/10000 (61.30%), error:     11629.62695, best error:     11222.66211 on epoch:    23, epoch:   24/100, mu: 0.8961241245, learning_rate: 0.0010253697, weight_decay: 0.0002163139

epoch time: 1906.3076171875s, input_fired_time: 34.6251487732, output_fired_time: 9.0032396317, propagate_forward_time: 747.6633911133, propagate_backward_time: 1095.7386474609, weight_update_time: 0.7235772014, other_time: 19.2772216797
epoch time: 154.3370819092s, input_fired_time: 1.3410707712, output_fired_time: 0.0000000000, propagate_forward_time: 149.8828277588, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1131896973
validation[          , genome  6363] predictions:    6034/  10000 (60.34%), best:    6130/10000 (61.30%), error:     11356.85547, best error:     11222.66211 on epoch:    23, epoch:   25/100, mu: 0.9024588466, learning_rate: 0.0009603784, weight_decay: 0.0002060881

epoch time: 1898.5294189453s, input_fired_time: 34.2979850769, output_fired_time: 8.9265689850, propagate_forward_time: 741.4091796875, propagate_backward_time: 1094.5092773438, weight_update_time: 0.7062879205, other_time: 19.3864746094
epoch time: 161.8077087402s, input_fired_time: 1.3979923725, output_fired_time: 0.0000000000, propagate_forward_time: 157.2062072754, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2035064697
validation[          , genome  6363] predictions:    6192/  10000 (61.92%), best:    6192/10000 (61.92%), error:     11082.15723, best error:     11082.15723 on epoch:    26, epoch:   26/100, mu: 0.9083661437, learning_rate: 0.0008995064, weight_decay: 0.0001963457

epoch time: 1905.9771728516s, input_fired_time: 34.4279098511, output_fired_time: 9.0217227936, propagate_forward_time: 745.8232421875, propagate_backward_time: 1097.9748535156, weight_update_time: 0.7110643387, other_time: 18.7294921875
epoch time: 153.1200408936s, input_fired_time: 1.3065341711, output_fired_time: 0.0000000000, propagate_forward_time: 148.8038024902, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0097045898
validation[          , genome  6363] predictions:    6099/  10000 (60.99%), best:    6192/10000 (61.92%), error:     11247.14941, best error:     11082.15723 on epoch:    26, epoch:   27/100, mu: 0.9138748050, learning_rate: 0.0008424927, weight_decay: 0.0001870639

epoch time: 1896.1064453125s, input_fired_time: 34.3962783813, output_fired_time: 8.9388828278, propagate_forward_time: 742.7824096680, propagate_backward_time: 1090.8818359375, weight_update_time: 0.7190356851, other_time: 19.1071777344
epoch time: 158.7874145508s, input_fired_time: 1.3865408897, output_fired_time: 0.0000000000, propagate_forward_time: 154.1858520508, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2150268555
validation[          , genome  6363] predictions:    6131/  10000 (61.31%), best:    6192/10000 (61.92%), error:     11105.39551, best error:     11082.15723 on epoch:    26, epoch:   28/100, mu: 0.9190117121, learning_rate: 0.0007890927, weight_decay: 0.0001782209

epoch time: 5650.2553710938s, input_fired_time: 38.9900360107, output_fired_time: 10.1629934311, propagate_forward_time: 825.7645874023, propagate_backward_time: 4754.9331054688, weight_update_time: 0.8274184465, other_time: 20.4042968750
epoch time: 175.7042846680s, input_fired_time: 1.5969079733, output_fired_time: 0.0000000000, propagate_forward_time: 170.5923156738, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.5150604248
validation[          , genome  6363] predictions:    6258/  10000 (62.58%), best:    6258/10000 (62.58%), error:     10864.96094, best error:     10864.96094 on epoch:    29, epoch:   29/100, mu: 0.9238020182, learning_rate: 0.0007390773, weight_decay: 0.0001697959

epoch time: 1985.1510009766s, input_fired_time: 36.2219848633, output_fired_time: 9.3880090714, propagate_forward_time: 778.5296020508, propagate_backward_time: 1141.2718505859, weight_update_time: 0.7535865307, other_time: 19.7393798828
epoch time: 152.0328979492s, input_fired_time: 1.3111274242, output_fired_time: 0.0000000000, propagate_forward_time: 147.7163696289, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0054016113
validation[          , genome  6363] predictions:    6207/  10000 (62.07%), best:    6258/10000 (62.58%), error:     11131.72852, best error:     10864.96094 on epoch:    29, epoch:   30/100, mu: 0.9282690287, learning_rate: 0.0006922322, weight_decay: 0.0001617691

epoch time: 1934.6005859375s, input_fired_time: 35.0636558533, output_fired_time: 9.1504869461, propagate_forward_time: 756.9364624023, propagate_backward_time: 1114.4549560547, weight_update_time: 0.7166316509, other_time: 18.9949951172
epoch time: 151.7710418701s, input_fired_time: 1.3292403221, output_fired_time: 0.0000000000, propagate_forward_time: 147.4099426270, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0318603516
validation[          , genome  6363] predictions:    6242/  10000 (62.42%), best:    6258/10000 (62.58%), error:     10954.03027, best error:     10864.96094 on epoch:    29, epoch:   31/100, mu: 0.9324346185, learning_rate: 0.0006483562, weight_decay: 0.0001541218

epoch time: 1932.3142089844s, input_fired_time: 35.0765495300, output_fired_time: 9.0751132965, propagate_forward_time: 757.6132812500, propagate_backward_time: 1111.1490478516, weight_update_time: 0.7266528606, other_time: 19.4002685547
epoch time: 157.5766906738s, input_fired_time: 1.4149490595, output_fired_time: 0.0000000000, propagate_forward_time: 152.9743194580, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1874237061
validation[          , genome  6363] predictions:    6276/  10000 (62.76%), best:    6276/10000 (62.76%), error:     10783.53027, best error:     10783.53027 on epoch:    32, epoch:   32/100, mu: 0.9363191128, learning_rate: 0.0006072612, weight_decay: 0.0001468361

epoch time: 1941.6738281250s, input_fired_time: 35.2101364136, output_fired_time: 9.2245702744, propagate_forward_time: 760.5289916992, propagate_backward_time: 1117.3917236328, weight_update_time: 0.7389017344, other_time: 19.3184814453
epoch time: 151.1148223877s, input_fired_time: 1.3812175989, output_fired_time: 0.0000000000, propagate_forward_time: 146.4447021484, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2889099121
validation[          , genome  6363] predictions:    6187/  10000 (61.87%), best:    6276/10000 (62.76%), error:     10892.33008, best error:     10783.53027 on epoch:    32, epoch:   33/100, mu: 0.9399415255, learning_rate: 0.0005687710, weight_decay: 0.0001398947

epoch time: 1881.9588623047s, input_fired_time: 34.3034286499, output_fired_time: 8.9541940689, propagate_forward_time: 736.4439086914, propagate_backward_time: 1083.2768554688, weight_update_time: 0.7240572572, other_time: 18.9804687500
epoch time: 155.5953674316s, input_fired_time: 1.4127662182, output_fired_time: 0.0000000000, propagate_forward_time: 151.1185913086, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0640106201
validation[          , genome  6363] predictions:    6137/  10000 (61.37%), best:    6276/10000 (62.76%), error:     11079.93164, best error:     10783.53027 on epoch:    32, epoch:   34/100, mu: 0.9433194995, learning_rate: 0.0005327204, weight_decay: 0.0001332815

epoch time: 1878.7028808594s, input_fired_time: 34.3576965332, output_fired_time: 9.1714277267, propagate_forward_time: 734.3220825195, propagate_backward_time: 1082.4863281250, weight_update_time: 0.7267847061, other_time: 18.3654785156
epoch time: 147.2626342773s, input_fired_time: 1.3834736347, output_fired_time: 0.0000000000, propagate_forward_time: 142.8937530518, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9854125977
validation[          , genome  6363] predictions:    6282/  10000 (62.82%), best:    6276/10000 (62.76%), error:     10848.93848, best error:     10783.53027 on epoch:    32, epoch:   35/100, mu: 0.9464694858, learning_rate: 0.0004989547, weight_decay: 0.0001269809

epoch time: 1918.4371337891s, input_fired_time: 34.8783454895, output_fired_time: 9.1149835587, propagate_forward_time: 753.7825927734, propagate_backward_time: 1101.0118408203, weight_update_time: 0.7509179115, other_time: 19.6494140625
epoch time: 149.5569000244s, input_fired_time: 1.3354693651, output_fired_time: 0.0000000000, propagate_forward_time: 145.1323089600, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0891265869
validation[          , genome  6363] predictions:    6303/  10000 (63.03%), best:    6303/10000 (63.03%), error:     10648.68555, best error:     10648.68555 on epoch:    36, epoch:   36/100, mu: 0.9494069219, learning_rate: 0.0004673293, weight_decay: 0.0001209781

epoch time: 1912.5177001953s, input_fired_time: 34.5392303467, output_fired_time: 9.0164985657, propagate_forward_time: 750.7305297852, propagate_backward_time: 1098.5389404297, weight_update_time: 0.7390807867, other_time: 19.6925048828
epoch time: 155.8423614502s, input_fired_time: 1.4416329861, output_fired_time: 0.0000000000, propagate_forward_time: 151.0125579834, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3881683350
validation[          , genome  6363] predictions:    6332/  10000 (63.32%), best:    6303/10000 (63.03%), error:     10651.73047, best error:     10648.68555 on epoch:    36, epoch:   37/100, mu: 0.9521461129, learning_rate: 0.0004377084, weight_decay: 0.0001152591

epoch time: 1918.5635986328s, input_fired_time: 34.9724426270, output_fired_time: 9.0897636414, propagate_forward_time: 754.8796997070, propagate_backward_time: 1099.6798095703, weight_update_time: 0.7665294409, other_time: 19.9420166016
epoch time: 151.2382507324s, input_fired_time: 1.3667032719, output_fired_time: 0.0000000000, propagate_forward_time: 146.6893005371, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1822509766
validation[          , genome  6363] predictions:    6224/  10000 (62.24%), best:    6303/10000 (63.03%), error:     10838.19727, best error:     10648.68555 on epoch:    36, epoch:   38/100, mu: 0.9547004700, learning_rate: 0.0004099650, weight_decay: 0.0001098105

epoch time: 1925.5264892578s, input_fired_time: 34.9864501953, output_fired_time: 9.0306797028, propagate_forward_time: 757.9635009766, propagate_backward_time: 1103.7283935547, weight_update_time: 0.7419769764, other_time: 19.8175048828
epoch time: 150.1789703369s, input_fired_time: 1.3575311899, output_fired_time: 0.0000000000, propagate_forward_time: 145.6758117676, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1456298828
validation[          , genome  6363] predictions:    6273/  10000 (62.73%), best:    6303/10000 (63.03%), error:     10712.68652, best error:     10648.68555 on epoch:    36, epoch:   39/100, mu: 0.9570825100, learning_rate: 0.0003839800, weight_decay: 0.0001046195

epoch time: 1945.4516601562s, input_fired_time: 35.3673629761, output_fired_time: 9.1052732468, propagate_forward_time: 764.6672363281, propagate_backward_time: 1116.8537597656, weight_update_time: 0.7289753556, other_time: 19.4581298828
epoch time: 153.0659637451s, input_fired_time: 1.4047421217, output_fired_time: 0.0000000000, propagate_forward_time: 148.2898254395, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3713989258
validation[          , genome  6363] predictions:    6151/  10000 (61.51%), best:    6303/10000 (63.03%), error:     10911.17285, best error:     10648.68555 on epoch:    36, epoch:   40/100, mu: 0.9593037963, learning_rate: 0.0003596421, weight_decay: 0.0000996738

epoch time: 1922.6955566406s, input_fired_time: 35.0164604187, output_fired_time: 9.0005617142, propagate_forward_time: 752.4473266602, propagate_backward_time: 1107.0109863281, weight_update_time: 0.7191810012, other_time: 19.2202148438
epoch time: 160.3238067627s, input_fired_time: 1.4469689131, output_fired_time: 0.0000000000, propagate_forward_time: 155.5302734375, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3465576172
validation[          , genome  6363] predictions:    6319/  10000 (63.19%), best:    6319/10000 (63.19%), error:     10538.50977, best error:     10538.50977 on epoch:    41, epoch:   41/100, mu: 0.9613751769, learning_rate: 0.0003368468, weight_decay: 0.0000949619

epoch time: 1914.7116699219s, input_fired_time: 34.9668045044, output_fired_time: 9.0258684158, propagate_forward_time: 748.3572387695, propagate_backward_time: 1103.3255615234, weight_update_time: 0.7320784926, other_time: 19.0362548828
epoch time: 156.5281982422s, input_fired_time: 1.3970679045, output_fired_time: 0.0000000000, propagate_forward_time: 152.0081787109, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1229553223
validation[          , genome  6363] predictions:    6315/  10000 (63.15%), best:    6319/10000 (63.19%), error:     10544.30957, best error:     10538.50977 on epoch:    41, epoch:   42/100, mu: 0.9633067846, learning_rate: 0.0003154963, weight_decay: 0.0000904728

epoch time: 1912.4897460938s, input_fired_time: 34.8015060425, output_fired_time: 9.0217628479, propagate_forward_time: 747.9051513672, propagate_backward_time: 1102.0037841797, weight_update_time: 0.7152369618, other_time: 18.7575683594
epoch time: 154.1034851074s, input_fired_time: 1.3787063360, output_fired_time: 0.0000000000, propagate_forward_time: 149.5066986084, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2180786133
validation[          , genome  6363] predictions:    6229/  10000 (62.29%), best:    6319/10000 (63.19%), error:     10787.63770, best error:     10538.50977 on epoch:    41, epoch:   43/100, mu: 0.9651080370, learning_rate: 0.0002954991, weight_decay: 0.0000861959

epoch time: 1927.4348144531s, input_fired_time: 35.0000457764, output_fired_time: 9.1212606430, propagate_forward_time: 753.9402465820, propagate_backward_time: 1110.3083496094, weight_update_time: 0.7136438489, other_time: 19.0649414062
epoch time: 157.2137451172s, input_fired_time: 1.4342336655, output_fired_time: 0.0000000000, propagate_forward_time: 152.6489257812, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1305847168
validation[          , genome  6363] predictions:    6249/  10000 (62.49%), best:    6319/10000 (63.19%), error:     10789.96680, best error:     10538.50977 on epoch:    41, epoch:   44/100, mu: 0.9667877555, learning_rate: 0.0002767694, weight_decay: 0.0000821212

epoch time: 1930.9859619141s, input_fired_time: 35.2012939453, output_fired_time: 9.0760307312, propagate_forward_time: 755.0786743164, propagate_backward_time: 1112.4587402344, weight_update_time: 0.7259641886, other_time: 19.1711425781
epoch time: 150.0988922119s, input_fired_time: 1.3963562250, output_fired_time: 0.0000000000, propagate_forward_time: 145.4013366699, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3011932373
validation[          , genome  6363] predictions:    6304/  10000 (63.04%), best:    6304/10000 (63.04%), error:     10514.88086, best error:     10514.88086 on epoch:    45, epoch:   45/100, mu: 0.9683541059, learning_rate: 0.0002592268, weight_decay: 0.0000782391

epoch time: 1901.0893554688s, input_fired_time: 34.5973777771, output_fired_time: 8.9200553894, propagate_forward_time: 744.9082641602, propagate_backward_time: 1093.8018798828, weight_update_time: 0.7084608674, other_time: 18.8616943359
epoch time: 152.8811187744s, input_fired_time: 1.3850309849, output_fired_time: 0.0000000000, propagate_forward_time: 148.3610229492, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1350708008
validation[          , genome  6363] predictions:    6373/  10000 (63.73%), best:    6373/10000 (63.73%), error:     10424.16602, best error:     10424.16602 on epoch:    46, epoch:   46/100, mu: 0.9698147774, learning_rate: 0.0002427962, weight_decay: 0.0000745405

epoch time: 1911.0438232422s, input_fired_time: 34.7044448853, output_fired_time: 8.9587459564, propagate_forward_time: 746.8527832031, propagate_backward_time: 1101.3464355469, weight_update_time: 0.7153182626, other_time: 19.1813964844
epoch time: 152.7720642090s, input_fired_time: 1.3738077879, output_fired_time: 0.0000000000, propagate_forward_time: 148.2832031250, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1150512695
validation[          , genome  6363] predictions:    6378/  10000 (63.78%), best:    6373/10000 (63.73%), error:     10488.28516, best error:     10424.16602 on epoch:    46, epoch:   47/100, mu: 0.9711768627, learning_rate: 0.0002274069, weight_decay: 0.0000710167

epoch time: 1912.1147460938s, input_fired_time: 34.7038574219, output_fired_time: 8.9774112701, propagate_forward_time: 746.6220092773, propagate_backward_time: 1103.1889648438, weight_update_time: 0.7092160583, other_time: 18.6225585938
epoch time: 150.2918090820s, input_fired_time: 1.3697315454, output_fired_time: 0.0000000000, propagate_forward_time: 145.8842926025, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0377807617
validation[          , genome  6363] predictions:    6339/  10000 (63.39%), best:    6373/10000 (63.73%), error:     10477.10352, best error:     10424.16602 on epoch:    46, epoch:   48/100, mu: 0.9724470377, learning_rate: 0.0002129931, weight_decay: 0.0000676596

epoch time: 1901.8516845703s, input_fired_time: 34.9045257568, output_fired_time: 9.0785045624, propagate_forward_time: 745.7996826172, propagate_backward_time: 1093.0834960938, weight_update_time: 0.7508851290, other_time: 18.9854736328
epoch time: 164.3509674072s, input_fired_time: 1.5898107290, output_fired_time: 0.0000000000, propagate_forward_time: 159.2104949951, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.5506591797
validation[          , genome  6363] predictions:    6375/  10000 (63.75%), best:    6373/10000 (63.73%), error:     10438.82129, best error:     10424.16602 on epoch:    46, epoch:   49/100, mu: 0.9736315012, learning_rate: 0.0001994929, weight_decay: 0.0000644611

epoch time: 1926.9031982422s, input_fired_time: 35.2687149048, output_fired_time: 9.2706403732, propagate_forward_time: 755.5323486328, propagate_backward_time: 1106.9938964844, weight_update_time: 0.7605869770, other_time: 19.8376464844
epoch time: 154.9180297852s, input_fired_time: 1.4596672058, output_fired_time: 0.0000000000, propagate_forward_time: 150.1893463135, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2690124512
validation[          , genome  6363] predictions:    6380/  10000 (63.80%), best:    6373/10000 (63.73%), error:     10568.68652, best error:     10424.16602 on epoch:    46, epoch:   50/100, mu: 0.9747360349, learning_rate: 0.0001868484, weight_decay: 0.0000614139

epoch time: 1916.7084960938s, input_fired_time: 35.0335159302, output_fired_time: 9.1184463501, propagate_forward_time: 752.0061035156, propagate_backward_time: 1101.2658691406, weight_update_time: 0.7342239022, other_time: 19.2845458984
epoch time: 155.2038269043s, input_fired_time: 1.4587851763, output_fired_time: 0.0000000000, propagate_forward_time: 150.5750274658, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1700134277
validation[          , genome  6363] predictions:    6446/  10000 (64.46%), best:    6446/10000 (64.46%), error:     10251.51660, best error:     10251.51660 on epoch:    51, epoch:   51/100, mu: 0.9757660627, learning_rate: 0.0001750053, weight_decay: 0.0000585107

epoch time: 1920.4265136719s, input_fired_time: 35.1245193481, output_fired_time: 9.1563005447, propagate_forward_time: 755.9460449219, propagate_backward_time: 1099.3399658203, weight_update_time: 0.7904701829, other_time: 20.8597412109
epoch time: 170.1875000000s, input_fired_time: 1.5827249289, output_fired_time: 0.0000000000, propagate_forward_time: 164.8767547607, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7280273438
validation[          , genome  6363] predictions:    6404/  10000 (64.04%), best:    6446/10000 (64.46%), error:     10424.41211, best error:     10251.51660 on epoch:    51, epoch:   52/100, mu: 0.9767265916, learning_rate: 0.0001639129, weight_decay: 0.0000557447

epoch time: 1968.5087890625s, input_fired_time: 36.2737007141, output_fired_time: 9.3703327179, propagate_forward_time: 781.6176147461, propagate_backward_time: 1119.2813720703, weight_update_time: 0.8514845371, other_time: 21.9656982422
epoch time: 158.8021545410s, input_fired_time: 1.5247927904, output_fired_time: 0.0000000000, propagate_forward_time: 153.7181091309, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.5592498779
validation[          , genome  6363] predictions:    6460/  10000 (64.60%), best:    6460/10000 (64.60%), error:     10241.55469, best error:     10241.55469 on epoch:    53, epoch:   53/100, mu: 0.9776222706, learning_rate: 0.0001535235, weight_decay: 0.0000531095

epoch time: 1917.7969970703s, input_fired_time: 35.5188713074, output_fired_time: 9.0249366760, propagate_forward_time: 760.3407592773, propagate_backward_time: 1091.8898925781, weight_update_time: 0.8260814548, other_time: 21.0224609375
epoch time: 147.9682922363s, input_fired_time: 1.4210603237, output_fired_time: 0.0000000000, propagate_forward_time: 143.2646179199, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2826080322
validation[          , genome  6363] predictions:    6406/  10000 (64.06%), best:    6460/10000 (64.60%), error:     10289.26758, best error:     10241.55469 on epoch:    53, epoch:   54/100, mu: 0.9784575105, learning_rate: 0.0001437927, weight_decay: 0.0000505988

epoch time: 1891.6820068359s, input_fired_time: 35.2077102661, output_fired_time: 8.9893846512, propagate_forward_time: 751.2813110352, propagate_backward_time: 1075.1129150391, weight_update_time: 0.8290774822, other_time: 21.0906982422
epoch time: 169.2218322754s, input_fired_time: 1.6323217154, output_fired_time: 0.0000000000, propagate_forward_time: 163.6025390625, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.9869689941
validation[          , genome  6363] predictions:    6411/  10000 (64.11%), best:    6460/10000 (64.60%), error:     10380.85254, best error:     10241.55469 on epoch:    53, epoch:   55/100, mu: 0.9792364240, learning_rate: 0.0001346786, weight_decay: 0.0000482069

epoch time: 1938.7893066406s, input_fired_time: 36.9355201721, output_fired_time: 9.3193082809, propagate_forward_time: 774.7080078125, propagate_backward_time: 1095.2375488281, weight_update_time: 0.8794373274, other_time: 22.5888671875
epoch time: 155.6396179199s, input_fired_time: 1.4961478710, output_fired_time: 0.0000000000, propagate_forward_time: 150.6600036621, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4834594727
validation[          , genome  6363] predictions:    6449/  10000 (64.49%), best:    6449/10000 (64.49%), error:     10212.34766, best error:     10212.34766 on epoch:    56, epoch:   56/100, mu: 0.9799627662, learning_rate: 0.0001261422, weight_decay: 0.0000459280

epoch time: 1966.4346923828s, input_fired_time: 38.4282646179, output_fired_time: 9.4688854218, propagate_forward_time: 785.5339965820, propagate_backward_time: 1109.0651855469, weight_update_time: 0.9344521165, other_time: 23.9384765625
epoch time: 157.1570892334s, input_fired_time: 1.5199583769, output_fired_time: 0.0000000000, propagate_forward_time: 152.0929718018, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.5441589355
validation[          , genome  6363] predictions:    6489/  10000 (64.89%), best:    6489/10000 (64.89%), error:     10164.33008, best error:     10164.33008 on epoch:    57, epoch:   57/100, mu: 0.9806400537, learning_rate: 0.0001181469, weight_decay: 0.0000437569

epoch time: 1905.4841308594s, input_fired_time: 36.8257141113, output_fired_time: 9.2886381149, propagate_forward_time: 761.3778686523, propagate_backward_time: 1074.8697509766, weight_update_time: 0.9036343694, other_time: 23.1221923828
epoch time: 161.4773712158s, input_fired_time: 1.6378188133, output_fired_time: 0.0000000000, propagate_forward_time: 155.8813323975, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.9582214355
validation[          , genome  6363] predictions:    6466/  10000 (64.66%), best:    6489/10000 (64.89%), error:     10267.76562, best error:     10164.33008 on epoch:    57, epoch:   58/100, mu: 0.9812716842, learning_rate: 0.0001106584, weight_decay: 0.0000416883

epoch time: 1946.7700195312s, input_fired_time: 37.9363822937, output_fired_time: 9.3472652435, propagate_forward_time: 778.1293334961, propagate_backward_time: 1098.8244628906, weight_update_time: 0.9037141800, other_time: 22.5324707031
epoch time: 163.9232940674s, input_fired_time: 1.5607839823, output_fired_time: 0.0000000000, propagate_forward_time: 158.4939270020, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8685760498
validation[          , genome  6363] predictions:    6479/  10000 (64.79%), best:    6489/10000 (64.89%), error:     10223.65039, best error:     10164.33008 on epoch:    57, epoch:   59/100, mu: 0.9818606973, learning_rate: 0.0001036445, weight_decay: 0.0000397176

epoch time: 1991.6724853516s, input_fired_time: 38.6600532532, output_fired_time: 9.5568342209, propagate_forward_time: 797.7010498047, propagate_backward_time: 1122.9237060547, weight_update_time: 0.9140232801, other_time: 22.8308105469
epoch time: 163.8319702148s, input_fired_time: 1.5571972132, output_fired_time: 0.0000000000, propagate_forward_time: 158.5907135010, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6840667725
validation[          , genome  6363] predictions:    6498/  10000 (64.98%), best:    6498/10000 (64.98%), error:     10064.63379, best error:     10064.63379 on epoch:    60, epoch:   60/100, mu: 0.9824099541, learning_rate: 0.0000970751, weight_decay: 0.0000378401

epoch time: 1925.8029785156s, input_fired_time: 36.6163215637, output_fired_time: 9.2938356400, propagate_forward_time: 762.9859619141, propagate_backward_time: 1094.8771972656, weight_update_time: 0.8678300381, other_time: 22.0296630859
epoch time: 166.4702453613s, input_fired_time: 1.5708322525, output_fired_time: 0.0000000000, propagate_forward_time: 161.0502014160, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8492126465
validation[          , genome  6363] predictions:    6478/  10000 (64.78%), best:    6498/10000 (64.98%), error:     10161.52539, best error:     10064.63379 on epoch:    60, epoch:   61/100, mu: 0.9829221368, learning_rate: 0.0000909222, weight_decay: 0.0000360512

epoch time: 1790.6439208984s, input_fired_time: 33.5304412842, output_fired_time: 8.9190120697, propagate_forward_time: 699.8342895508, propagate_backward_time: 1028.0136718750, weight_update_time: 0.8028717637, other_time: 20.3464355469
epoch time: 146.8495635986s, input_fired_time: 1.4607524872, output_fired_time: 0.0000000000, propagate_forward_time: 142.1595001221, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2293090820
validation[          , genome  6363] predictions:    6444/  10000 (64.44%), best:    6498/10000 (64.98%), error:     10365.92188, best error:     10064.63379 on epoch:    60, epoch:   62/100, mu: 0.9833997488, learning_rate: 0.0000851592, weight_decay: 0.0000343470

epoch time: 1920.3532714844s, input_fired_time: 36.3679618835, output_fired_time: 9.2728357315, propagate_forward_time: 760.1239624023, propagate_backward_time: 1092.5045166016, weight_update_time: 0.8890438676, other_time: 22.0841064453
epoch time: 163.3586273193s, input_fired_time: 1.5836310387, output_fired_time: 0.0000000000, propagate_forward_time: 157.9324493408, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8425445557
validation[          , genome  6363] predictions:    6498/  10000 (64.98%), best:    6498/10000 (64.98%), error:      9997.51562, best error:      9997.51562 on epoch:    63, epoch:   63/100, mu: 0.9838451147, learning_rate: 0.0000797616, weight_decay: 0.0000327233

epoch time: 1920.3078613281s, input_fired_time: 36.9899177551, output_fired_time: 9.4995975494, propagate_forward_time: 761.4371337891, propagate_backward_time: 1089.6486816406, weight_update_time: 0.9221230149, other_time: 22.7325439453
epoch time: 165.1101379395s, input_fired_time: 1.5780329704, output_fired_time: 0.0000000000, propagate_forward_time: 159.7461547852, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7859497070
validation[          , genome  6363] predictions:    6397/  10000 (63.97%), best:    6498/10000 (64.98%), error:     10335.41211, best error:      9997.51562 on epoch:    63, epoch:   64/100, mu: 0.9842604399, learning_rate: 0.0000747060, weight_decay: 0.0000311764

epoch time: 1895.6937255859s, input_fired_time: 36.2157173157, output_fired_time: 9.4142894745, propagate_forward_time: 749.4191284180, propagate_backward_time: 1078.4788818359, weight_update_time: 0.9148954749, other_time: 22.1656494141
epoch time: 156.2200622559s, input_fired_time: 1.5610356331, output_fired_time: 0.0000000000, propagate_forward_time: 150.8995361328, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7594909668
validation[          , genome  6363] predictions:    6422/  10000 (64.22%), best:    6498/10000 (64.98%), error:     10217.17188, best error:      9997.51562 on epoch:    63, epoch:   65/100, mu: 0.9846477509, learning_rate: 0.0000699709, weight_decay: 0.0000297026

epoch time: 1894.1652832031s, input_fired_time: 36.3575820923, output_fired_time: 9.3485507965, propagate_forward_time: 750.3826293945, propagate_backward_time: 1075.6975097656, weight_update_time: 0.9039143920, other_time: 22.3791503906
epoch time: 139.0651550293s, input_fired_time: 1.4953027964, output_fired_time: 0.0000000000, propagate_forward_time: 134.0903930664, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4794616699
validation[          , genome  6363] predictions:    6531/  10000 (65.31%), best:    6531/10000 (65.31%), error:      9948.41895, best error:      9948.41895 on epoch:    66, epoch:   66/100, mu: 0.9850088954, learning_rate: 0.0000655359, weight_decay: 0.0000282985

epoch time: 1960.8299560547s, input_fired_time: 38.0873908997, output_fired_time: 9.5188741684, propagate_forward_time: 781.2125244141, propagate_backward_time: 1109.1179199219, weight_update_time: 0.9147714972, other_time: 22.8931884766
epoch time: 149.7413482666s, input_fired_time: 1.4613331556, output_fired_time: 0.0000000000, propagate_forward_time: 144.9367675781, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3432464600
validation[          , genome  6363] predictions:    6356/  10000 (63.56%), best:    6531/10000 (65.31%), error:     10447.61133, best error:      9948.41895 on epoch:    66, epoch:   67/100, mu: 0.9853457212, learning_rate: 0.0000613820, weight_decay: 0.0000269607

epoch time: 1804.3968505859s, input_fired_time: 33.9999046326, output_fired_time: 9.1035394669, propagate_forward_time: 707.0433959961, propagate_backward_time: 1033.7532958984, weight_update_time: 0.8160188794, other_time: 20.4967041016
epoch time: 143.4737548828s, input_fired_time: 1.4672963619, output_fired_time: 0.0000000000, propagate_forward_time: 138.6972198486, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3092346191
validation[          , genome  6363] predictions:    6498/  10000 (64.98%), best:    6531/10000 (65.31%), error:     10139.94434, best error:      9948.41895 on epoch:    66, epoch:   68/100, mu: 0.9856597781, learning_rate: 0.0000574914, weight_decay: 0.0000256862

epoch time: 5333.2246093750s, input_fired_time: 46.3705520630, output_fired_time: 11.6433496475, propagate_forward_time: 3873.5874023438, propagate_backward_time: 1374.2720947266, weight_update_time: 1.0823445320, other_time: 27.3509521484
epoch time: 181.4861907959s, input_fired_time: 1.7605277300, output_fired_time: 0.0000000000, propagate_forward_time: 175.6406402588, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.0850219727
validation[          , genome  6363] predictions:    6541/  10000 (65.41%), best:    6531/10000 (65.31%), error:     10052.50488, best error:      9948.41895 on epoch:    66, epoch:   69/100, mu: 0.9859526753, learning_rate: 0.0000538474, weight_decay: 0.0000244720

epoch time: 2002.1520996094s, input_fired_time: 38.7267341614, output_fired_time: 9.7113571167, propagate_forward_time: 794.7544555664, propagate_backward_time: 1136.2379150391, weight_update_time: 0.9160820246, other_time: 22.7218017578
epoch time: 167.2846832275s, input_fired_time: 1.6184257269, output_fired_time: 0.0000000000, propagate_forward_time: 161.6634979248, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.0027618408
validation[          , genome  6363] predictions:    6514/  10000 (65.14%), best:    6531/10000 (65.31%), error:     10087.67773, best error:      9948.41895 on epoch:    66, epoch:   70/100, mu: 0.9862257838, learning_rate: 0.0000504344, weight_decay: 0.0000233151

epoch time: 1940.5782470703s, input_fired_time: 38.0326118469, output_fired_time: 9.4423885345, propagate_forward_time: 774.4252929688, propagate_backward_time: 1095.8107910156, weight_update_time: 0.9291949868, other_time: 22.8671875000
epoch time: 161.4425964355s, input_fired_time: 1.5839436054, output_fired_time: 0.0000000000, propagate_forward_time: 156.0794067383, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7792510986
validation[          , genome  6363] predictions:    6539/  10000 (65.39%), best:    6531/10000 (65.31%), error:      9975.21387, best error:      9948.41895 on epoch:    66, epoch:   71/100, mu: 0.9864804745, learning_rate: 0.0000472377, weight_decay: 0.0000222129

epoch time: 1941.2532958984s, input_fired_time: 38.4378929138, output_fired_time: 9.4328403473, propagate_forward_time: 777.2460327148, propagate_backward_time: 1093.2055664062, weight_update_time: 0.9482410550, other_time: 22.9309082031
epoch time: 161.3491363525s, input_fired_time: 1.5588960648, output_fired_time: 0.0000000000, propagate_forward_time: 156.0650177002, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7252197266
validation[          , genome  6363] predictions:    6510/  10000 (65.10%), best:    6531/10000 (65.31%), error:     10015.90527, best error:      9948.41895 on epoch:    66, epoch:   72/100, mu: 0.9867179990, learning_rate: 0.0000442436, weight_decay: 0.0000211629

epoch time: 1969.4913330078s, input_fired_time: 38.8462982178, output_fired_time: 9.6825275421, propagate_forward_time: 786.6878051758, propagate_backward_time: 1110.7242431641, weight_update_time: 0.9504518509, other_time: 23.5504150391
epoch time: 169.5505523682s, input_fired_time: 1.6410758495, output_fired_time: 0.0000000000, propagate_forward_time: 163.9832000732, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.9262695312
validation[          , genome  6363] predictions:    6533/  10000 (65.33%), best:    6531/10000 (65.31%), error:      9967.48828, best error:      9948.41895 on epoch:    66, epoch:   73/100, mu: 0.9869394898, learning_rate: 0.0000414393, weight_decay: 0.0000201624

epoch time: 1911.6278076172s, input_fired_time: 37.5754852295, output_fired_time: 9.3249473572, propagate_forward_time: 763.3032226562, propagate_backward_time: 1078.0645751953, weight_update_time: 0.9381549358, other_time: 23.3596191406
epoch time: 166.4389953613s, input_fired_time: 1.6355234385, output_fired_time: 0.0000000000, propagate_forward_time: 160.8836975098, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.9197692871
validation[          , genome  6363] predictions:    6574/  10000 (65.74%), best:    6574/10000 (65.74%), error:      9877.36914, best error:      9877.36914 on epoch:    74, epoch:   74/100, mu: 0.9871460199, learning_rate: 0.0000388127, weight_decay: 0.0000192093

epoch time: 1935.6884765625s, input_fired_time: 38.0023193359, output_fired_time: 9.3445816040, propagate_forward_time: 775.0206909180, propagate_backward_time: 1090.2797851562, weight_update_time: 0.9309691191, other_time: 23.0410156250
epoch time: 164.2033538818s, input_fired_time: 1.6377068758, output_fired_time: 0.0000000000, propagate_forward_time: 158.6788024902, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8868408203
validation[          , genome  6363] predictions:    6578/  10000 (65.78%), best:    6578/10000 (65.78%), error:      9825.65039, best error:      9825.65039 on epoch:    75, epoch:   75/100, mu: 0.9873386025, learning_rate: 0.0000363527, weight_decay: 0.0000183012

epoch time: 1976.3179931641s, input_fired_time: 38.1737899780, output_fired_time: 9.5004205704, propagate_forward_time: 786.9549560547, propagate_backward_time: 1118.4663085938, weight_update_time: 0.9247317910, other_time: 23.2225341797
epoch time: 171.5882873535s, input_fired_time: 1.6300331354, output_fired_time: 0.0000000000, propagate_forward_time: 166.2011566162, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7570953369
validation[          , genome  6363] predictions:    6511/  10000 (65.11%), best:    6578/10000 (65.78%), error:      9996.23828, best error:      9825.65039 on epoch:    75, epoch:   76/100, mu: 0.9875181913, learning_rate: 0.0000340485, weight_decay: 0.0000174361

epoch time: 1887.4655761719s, input_fired_time: 35.8338508606, output_fired_time: 9.2578868866, propagate_forward_time: 745.1971435547, propagate_backward_time: 1076.1484375000, weight_update_time: 0.8457727432, other_time: 21.0281982422
epoch time: 166.1410522461s, input_fired_time: 1.5849311352, output_fired_time: 0.0000000000, propagate_forward_time: 160.9680023193, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.5881195068
validation[          , genome  6363] predictions:    6533/  10000 (65.33%), best:    6578/10000 (65.78%), error:      9976.79004, best error:      9825.65039 on epoch:    75, epoch:   77/100, mu: 0.9876856804, learning_rate: 0.0000318904, weight_decay: 0.0000166118

epoch time: 1846.5590820312s, input_fired_time: 35.0134086609, output_fired_time: 9.0665349960, propagate_forward_time: 726.1359863281, propagate_backward_time: 1055.6118164062, weight_update_time: 0.8151471615, other_time: 20.7313232422
epoch time: 155.9906921387s, input_fired_time: 1.5297385454, output_fired_time: 0.0000000000, propagate_forward_time: 151.0182189941, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4427337646
validation[          , genome  6363] predictions:    6563/  10000 (65.63%), best:    6578/10000 (65.78%), error:      9895.34668, best error:      9825.65039 on epoch:    75, epoch:   78/100, mu: 0.9878418446, learning_rate: 0.0000298691, weight_decay: 0.0000158265

epoch time: 1952.9555664062s, input_fired_time: 37.3830833435, output_fired_time: 9.4200906754, propagate_forward_time: 777.7439575195, propagate_backward_time: 1106.1290283203, weight_update_time: 0.8797516227, other_time: 22.2794189453
epoch time: 166.6856689453s, input_fired_time: 1.6083635092, output_fired_time: 0.0000000000, propagate_forward_time: 161.3206024170, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7566986084
validation[          , genome  6363] predictions:    6603/  10000 (66.03%), best:    6578/10000 (65.78%), error:      9875.10449, best error:      9825.65039 on epoch:    75, epoch:   79/100, mu: 0.9879874587, learning_rate: 0.0000279759, weight_decay: 0.0000150784

epoch time: 1920.8431396484s, input_fired_time: 37.3248901367, output_fired_time: 9.2285165787, propagate_forward_time: 764.6409912109, propagate_backward_time: 1087.4982910156, weight_update_time: 0.8793571591, other_time: 22.1505126953
epoch time: 148.4308471680s, input_fired_time: 1.4539880753, output_fired_time: 0.0000000000, propagate_forward_time: 143.7922515869, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1846008301
validation[          , genome  6363] predictions:    6599/  10000 (65.99%), best:    6599/10000 (65.99%), error:      9793.71582, best error:      9793.71582 on epoch:    80, epoch:   80/100, mu: 0.9881232381, learning_rate: 0.0000262027, weight_decay: 0.0000143656

epoch time: 1704.5657958984s, input_fired_time: 33.6850242615, output_fired_time: 8.0933437347, propagate_forward_time: 674.4557495117, propagate_backward_time: 969.0110473633, weight_update_time: 0.7510666251, other_time: 19.3205566406
epoch time: 167.4507293701s, input_fired_time: 1.5878884792, output_fired_time: 0.0000000000, propagate_forward_time: 162.2157897949, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6470489502
validation[          , genome  6363] predictions:    6584/  10000 (65.84%), best:    6584/10000 (65.84%), error:      9777.17480, best error:      9777.17480 on epoch:    81, epoch:   81/100, mu: 0.9882498980, learning_rate: 0.0000245419, weight_decay: 0.0000136865

epoch time: 1798.5852050781s, input_fired_time: 35.1285514832, output_fired_time: 8.5023708344, propagate_forward_time: 713.5888671875, propagate_backward_time: 1021.5131225586, weight_update_time: 0.7648833990, other_time: 19.8523559570
epoch time: 129.9111938477s, input_fired_time: 1.3760542870, output_fired_time: 0.0000000000, propagate_forward_time: 125.5687561035, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9663848877
validation[          , genome  6363] predictions:    6584/  10000 (65.84%), best:    6584/10000 (65.84%), error:      9835.54102, best error:      9777.17480 on epoch:    81, epoch:   82/100, mu: 0.9883679748, learning_rate: 0.0000229863, weight_decay: 0.0000130395

epoch time: 1661.0330810547s, input_fired_time: 33.1557655334, output_fired_time: 7.8595170975, propagate_forward_time: 657.7045288086, propagate_backward_time: 943.8910522461, weight_update_time: 0.6956715584, other_time: 18.4222412109
epoch time: 133.8113403320s, input_fired_time: 1.4051914215, output_fired_time: 0.0000000000, propagate_forward_time: 129.2615661621, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1445770264
validation[          , genome  6363] predictions:    6543/  10000 (65.43%), best:    6584/10000 (65.84%), error:      9938.65820, best error:      9777.17480 on epoch:    81, epoch:   83/100, mu: 0.9884781241, learning_rate: 0.0000215294, weight_decay: 0.0000124230

epoch time: 1672.5477294922s, input_fired_time: 33.1237220764, output_fired_time: 7.8600716591, propagate_forward_time: 659.6409301758, propagate_backward_time: 953.8888549805, weight_update_time: 0.6862474680, other_time: 18.0340576172
epoch time: 129.7094268799s, input_fired_time: 1.3835518360, output_fired_time: 0.0000000000, propagate_forward_time: 125.4656753540, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8602066040
validation[          , genome  6363] predictions:    6588/  10000 (65.88%), best:    6584/10000 (65.84%), error:      9815.73145, best error:      9777.17480 on epoch:    81, epoch:   84/100, mu: 0.9885808229, learning_rate: 0.0000201648, weight_decay: 0.0000118358

epoch time: 1612.1533203125s, input_fired_time: 32.6868553162, output_fired_time: 7.6752829552, propagate_forward_time: 636.1339721680, propagate_backward_time: 918.5411376953, weight_update_time: 0.6608105302, other_time: 17.1160278320
epoch time: 129.8747863770s, input_fired_time: 1.3886672258, output_fired_time: 0.0000000000, propagate_forward_time: 125.6828918457, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8032226562
validation[          , genome  6363] predictions:    6623/  10000 (66.23%), best:    6623/10000 (66.23%), error:      9766.37305, best error:      9766.37305 on epoch:    85, epoch:   85/100, mu: 0.9886766076, learning_rate: 0.0000188867, weight_decay: 0.0000112763

epoch time: 1594.9025878906s, input_fired_time: 32.4437942505, output_fired_time: 7.5471210480, propagate_forward_time: 630.2368774414, propagate_backward_time: 908.0041503906, weight_update_time: 0.6313511729, other_time: 16.6705932617
epoch time: 130.5077209473s, input_fired_time: 1.3964056969, output_fired_time: 0.0000000000, propagate_forward_time: 126.3958206177, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7154922485
validation[          , genome  6363] predictions:    6582/  10000 (65.82%), best:    6623/10000 (66.23%), error:      9789.37305, best error:      9766.37305 on epoch:    85, epoch:   86/100, mu: 0.9887658954, learning_rate: 0.0000176896, weight_decay: 0.0000107432

epoch time: 1588.4971923828s, input_fired_time: 32.4738731384, output_fired_time: 7.5667128563, propagate_forward_time: 628.6263427734, propagate_backward_time: 903.3295288086, weight_update_time: 0.6389714479, other_time: 16.5006713867
epoch time: 129.1555328369s, input_fired_time: 1.3773369789, output_fired_time: 0.0000000000, propagate_forward_time: 124.9948730469, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7833251953
validation[          , genome  6363] predictions:    6543/  10000 (65.43%), best:    6623/10000 (66.23%), error:      9809.95801, best error:      9766.37305 on epoch:    85, epoch:   87/100, mu: 0.9888491631, learning_rate: 0.0000165683, weight_decay: 0.0000102353

epoch time: 1592.5235595703s, input_fired_time: 32.4210166931, output_fired_time: 7.6022162437, propagate_forward_time: 628.9468383789, propagate_backward_time: 907.5619506836, weight_update_time: 0.6340391636, other_time: 15.9915771484
epoch time: 132.2385406494s, input_fired_time: 1.3978891373, output_fired_time: 0.0000000000, propagate_forward_time: 128.1617889404, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6788635254
validation[          , genome  6363] predictions:    6631/  10000 (66.31%), best:    6623/10000 (66.23%), error:      9777.10352, best error:      9766.37305 on epoch:    85, epoch:   88/100, mu: 0.9889268279, learning_rate: 0.0000155182, weight_decay: 0.0000097515

epoch time: 1570.6134033203s, input_fired_time: 32.3117103577, output_fired_time: 7.5015635490, propagate_forward_time: 622.2521362305, propagate_backward_time: 892.2670898438, weight_update_time: 0.6340896487, other_time: 16.2808227539
epoch time: 127.1213150024s, input_fired_time: 1.3610447645, output_fired_time: 0.0000000000, propagate_forward_time: 123.0836257935, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6766433716
validation[          , genome  6363] predictions:    6606/  10000 (66.06%), best:    6606/10000 (66.06%), error:      9719.13184, best error:      9719.13184 on epoch:    89, epoch:   89/100, mu: 0.9889992476, learning_rate: 0.0000145346, weight_decay: 0.0000092905

epoch time: 1565.9637451172s, input_fired_time: 32.4478912354, output_fired_time: 7.4181823730, propagate_forward_time: 618.5761108398, propagate_backward_time: 891.1624145508, weight_update_time: 0.6331848502, other_time: 16.3591308594
epoch time: 125.9293060303s, input_fired_time: 1.3740926981, output_fired_time: 0.0000000000, propagate_forward_time: 121.9295578003, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6256561279
validation[          , genome  6363] predictions:    6573/  10000 (65.73%), best:    6606/10000 (66.06%), error:      9853.19141, best error:      9719.13184 on epoch:    89, epoch:   90/100, mu: 0.9890667796, learning_rate: 0.0000136133, weight_decay: 0.0000088513

epoch time: 1590.6483154297s, input_fired_time: 32.4280052185, output_fired_time: 7.5497446060, propagate_forward_time: 629.0334472656, propagate_backward_time: 904.7587890625, weight_update_time: 0.6399413943, other_time: 16.8782958984
epoch time: 128.9902191162s, input_fired_time: 1.4090152979, output_fired_time: 0.0000000000, propagate_forward_time: 124.7490768433, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8321304321
validation[          , genome  6363] predictions:    6643/  10000 (66.43%), best:    6643/10000 (66.43%), error:      9695.53809, best error:      9695.53809 on epoch:    91, epoch:   91/100, mu: 0.9891297817, learning_rate: 0.0000127505, weight_decay: 0.0000084329

epoch time: 1577.4111328125s, input_fired_time: 32.3532257080, output_fired_time: 7.4737362862, propagate_forward_time: 624.6566772461, propagate_backward_time: 896.1596069336, weight_update_time: 0.6360228658, other_time: 16.7678222656
epoch time: 125.9742660522s, input_fired_time: 1.3783879280, output_fired_time: 0.0000000000, propagate_forward_time: 121.9229431152, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6729354858
validation[          , genome  6363] predictions:    6605/  10000 (66.05%), best:    6643/10000 (66.43%), error:      9716.71973, best error:      9695.53809 on epoch:    91, epoch:   92/100, mu: 0.9891884923, learning_rate: 0.0000119423, weight_decay: 0.0000080342

epoch time: 1546.2200927734s, input_fired_time: 32.1565933228, output_fired_time: 7.2752408981, propagate_forward_time: 610.7595825195, propagate_backward_time: 879.5001831055, weight_update_time: 0.6286910772, other_time: 16.5284423828
epoch time: 126.5801925659s, input_fired_time: 1.4308149815, output_fired_time: 0.0000000000, propagate_forward_time: 122.4265975952, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7227783203
validation[          , genome  6363] predictions:    6614/  10000 (66.14%), best:    6643/10000 (66.43%), error:      9731.84668, best error:      9695.53809 on epoch:    91, epoch:   93/100, mu: 0.9892432690, learning_rate: 0.0000111854, weight_decay: 0.0000076544

epoch time: 1556.9853515625s, input_fired_time: 32.2351036072, output_fired_time: 7.3361015320, propagate_forward_time: 617.0736083984, propagate_backward_time: 883.6863403320, weight_update_time: 0.6404107213, other_time: 16.6542358398
epoch time: 125.5136795044s, input_fired_time: 1.3646937609, output_fired_time: 0.0000000000, propagate_forward_time: 121.4928359985, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6561508179
validation[          , genome  6363] predictions:    6631/  10000 (66.31%), best:    6643/10000 (66.43%), error:      9718.76367, best error:      9695.53809 on epoch:    91, epoch:   94/100, mu: 0.9892943501, learning_rate: 0.0000104764, weight_decay: 0.0000072926

epoch time: 1586.0100097656s, input_fired_time: 32.5039100647, output_fired_time: 7.4203715324, propagate_forward_time: 628.1171264648, propagate_backward_time: 901.3920288086, weight_update_time: 0.6359294057, other_time: 16.5765380859
epoch time: 128.6525573730s, input_fired_time: 1.3996858597, output_fired_time: 0.0000000000, propagate_forward_time: 124.4894256592, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7634429932
validation[          , genome  6363] predictions:    6588/  10000 (65.88%), best:    6643/10000 (66.43%), error:      9821.64551, best error:      9695.53809 on epoch:    91, epoch:   95/100, mu: 0.9893419743, learning_rate: 0.0000098124, weight_decay: 0.0000069479

epoch time: 1565.0659179688s, input_fired_time: 32.1295089722, output_fired_time: 7.3917827606, propagate_forward_time: 617.7643432617, propagate_backward_time: 891.1768798828, weight_update_time: 0.6307820678, other_time: 16.6034545898
epoch time: 129.5890655518s, input_fired_time: 1.4045380354, output_fired_time: 0.0000000000, propagate_forward_time: 125.3209457397, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8635787964
validation[          , genome  6363] predictions:    6614/  10000 (66.14%), best:    6614/10000 (66.14%), error:      9690.09961, best error:      9690.09961 on epoch:    96, epoch:   96/100, mu: 0.9893863797, learning_rate: 0.0000091904, weight_decay: 0.0000066194

epoch time: 1552.6063232422s, input_fired_time: 32.1936416626, output_fired_time: 7.3867058754, propagate_forward_time: 614.8722534180, propagate_backward_time: 881.4694824219, weight_update_time: 0.6643825173, other_time: 16.6842651367
epoch time: 126.5870895386s, input_fired_time: 1.3845485449, output_fired_time: 0.0000000000, propagate_forward_time: 122.4872360229, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7153015137
validation[          , genome  6363] predictions:    6632/  10000 (66.32%), best:    6614/10000 (66.14%), error:      9756.72070, best error:      9690.09961 on epoch:    96, epoch:   97/100, mu: 0.9894278049, learning_rate: 0.0000086079, weight_decay: 0.0000063065

epoch time: 1574.8267822266s, input_fired_time: 32.3582916260, output_fired_time: 7.5069260597, propagate_forward_time: 623.3932495117, propagate_backward_time: 894.7998657227, weight_update_time: 0.6340812445, other_time: 16.7684326172
epoch time: 125.9121856689s, input_fired_time: 1.3512797356, output_fired_time: 0.0000000000, propagate_forward_time: 121.8010635376, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7598419189
validation[          , genome  6363] predictions:    6635/  10000 (66.35%), best:    6614/10000 (66.14%), error:      9696.04102, best error:      9690.09961 on epoch:    96, epoch:   98/100, mu: 0.9894664288, learning_rate: 0.0000080623, weight_decay: 0.0000060084

epoch time: 1562.2471923828s, input_fired_time: 32.2447471619, output_fired_time: 7.3616871834, propagate_forward_time: 618.3231811523, propagate_backward_time: 887.8602905273, weight_update_time: 0.6377075911, other_time: 16.4572753906
epoch time: 128.6790161133s, input_fired_time: 1.3816053867, output_fired_time: 0.0000000000, propagate_forward_time: 124.4673843384, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8300247192
validation[          , genome  6363] predictions:    6619/  10000 (66.19%), best:    6619/10000 (66.19%), error:      9686.20508, best error:      9686.20508 on epoch:    99, epoch:   99/100, mu: 0.9895024300, learning_rate: 0.0000075513, weight_decay: 0.0000057243

epoch time: 1569.4101562500s, input_fired_time: 32.4020729065, output_fired_time: 7.4201288223, propagate_forward_time: 620.9954223633, propagate_backward_time: 891.9876708984, weight_update_time: 0.6422003508, other_time: 16.6047973633
epoch time: 125.2734146118s, input_fired_time: 1.3701224327, output_fired_time: 0.0000000000, propagate_forward_time: 121.2481765747, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6551132202
validation[          , genome  6363] predictions:    6618/  10000 (66.18%), best:    6618/10000 (66.18%), error:      9660.01074, best error:      9660.01074 on epoch:   100, epoch:  100/100, mu: 0.9895359874, learning_rate: 0.0000070727, weight_decay: 0.0000054537

evaluating best weights on full training data.
evaluting training set with running mean/variance:
epoch time: 632.4370727539s, input_fired_time: 6.9736728668, output_fired_time: 0.0000000000, propagate_forward_time: 611.7525634766, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 13.7108154297
best training[          , genome  6363] predictions:   38191/  50000 (76.38%), best:    6618/10000 (66.18%), error:     36726.75000, best error:      9660.01074 on epoch:   100, epoch:  101/100, mu: 0.9895672798, learning_rate: 0.0000066244, weight_decay: 0.0000051959
evaluating best weights on test data.
evaluting test set with running mean/variance:
epoch time: 126.0911941528s, input_fired_time: 1.3822937012, output_fired_time: 0.0000000000, propagate_forward_time: 122.0214920044, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6874084473
   testing[          , genome  6363] predictions:    6618/  10000 (66.18%), best:    6618/10000 (66.18%), error:      9660.01074, best error:      9660.01074 on epoch:   100, epoch:  101/100, mu: 0.9895672798, learning_rate: 0.0000066244, weight_decay: 0.0000051959
backpropagation finished successfully!
22:41:01 (105576): called boinc_finish(0)

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