Nameexact_genome_1542692703_189_6374_2
Workunit4100225
Created20 Nov 2018, 6:57:23 UTC
Sent20 Nov 2018, 7:18:48 UTC
Report deadline14 Feb 2019, 7:15:57 UTC
Received21 Nov 2018, 9:24:30 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID44167
Run time1 days 0 hours 58 min 53 sec
CPU time1 days 0 hours 21 min 23 sec
Validate stateValid
Credit21,499.51
Device peak FLOPS3.88 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size531.84 MB
Peak swap size551.55 MB
Peak disk usage10.80 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
opagate_backward_time: 492.9517822266, weight_update_time: 0.3807624876, other_time: 11.1004638672
epoch time: 69.2724533081s, input_fired_time: 1.6001664400, output_fired_time: 0.0000000000, propagate_forward_time: 63.9662628174, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7060241699
validation[          , genome  6374] predictions:    5745/  10000 (57.45%), best:    5896/10000 (58.96%), error:     12029.69531, best error:     11696.41016 on epoch:    14, epoch:   15/100, mu: 0.7639434338, learning_rate: 0.0008085207, weight_decay: 0.0002606624

epoch time: 848.7169189453s, input_fired_time: 16.3934936523, output_fired_time: 7.7112083435, propagate_forward_time: 306.4579772949, propagate_backward_time: 501.1688232422, weight_update_time: 0.5756911635, other_time: 16.9854736328
epoch time: 59.8318786621s, input_fired_time: 0.8025922179, output_fired_time: 0.0000000000, propagate_forward_time: 57.2997322083, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7295532227
validation[          , genome  6374] predictions:    5876/  10000 (58.76%), best:    5896/10000 (58.96%), error:     11808.53027, best error:     11696.41016 on epoch:    14, epoch:   16/100, mu: 0.7752976418, learning_rate: 0.0007518608, weight_decay: 0.0002478302

epoch time: 795.2532348633s, input_fired_time: 12.5163555145, output_fired_time: 14.8825798035, propagate_forward_time: 294.6560058594, propagate_backward_time: 463.1968688965, weight_update_time: 0.3510240912, other_time: 10.0014343262
epoch time: 56.3917236328s, input_fired_time: 0.6479749084, output_fired_time: 0.0000000000, propagate_forward_time: 54.3709335327, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3728141785
validation[          , genome  6374] predictions:    5874/  10000 (58.74%), best:    5874/10000 (58.74%), error:     11619.63574, best error:     11619.63574 on epoch:    17, epoch:   17/100, mu: 0.7860816121, learning_rate: 0.0006991715, weight_decay: 0.0002356298

epoch time: 809.5625000000s, input_fired_time: 13.5733461380, output_fired_time: 5.5877285004, propagate_forward_time: 295.9117736816, propagate_backward_time: 482.6729431152, weight_update_time: 0.4116743505, other_time: 11.8167114258
epoch time: 65.1434097290s, input_fired_time: 1.3574836254, output_fired_time: 0.0000000000, propagate_forward_time: 60.3988151550, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3871116638
validation[          , genome  6374] predictions:    5869/  10000 (58.69%), best:    5874/10000 (58.74%), error:     11813.09961, best error:     11619.63574 on epoch:    17, epoch:   18/100, mu: 0.7963238955, learning_rate: 0.0006501746, weight_decay: 0.0002240299

epoch time: 832.5678710938s, input_fired_time: 15.5046567917, output_fired_time: 6.5571637154, propagate_forward_time: 301.9522399902, propagate_backward_time: 492.5412597656, weight_update_time: 0.5546901226, other_time: 16.0125427246
epoch time: 56.2097053528s, input_fired_time: 0.6483709216, output_fired_time: 0.0000000000, propagate_forward_time: 54.2117538452, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3495788574
validation[          , genome  6374] predictions:    5700/  10000 (57.00%), best:    5874/10000 (58.74%), error:     12165.75781, best error:     11619.63574 on epoch:    17, epoch:   19/100, mu: 0.8060517311, learning_rate: 0.0006046114, weight_decay: 0.0002130011

epoch time: 856.7048950195s, input_fired_time: 17.0546417236, output_fired_time: 7.3388733864, propagate_forward_time: 312.4930419922, propagate_backward_time: 501.6227722168, weight_update_time: 0.6422381997, other_time: 18.1955871582
epoch time: 59.3872489929s, input_fired_time: 0.8234431148, output_fired_time: 0.0000000000, propagate_forward_time: 56.7817115784, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7820930481
validation[          , genome  6374] predictions:    5954/  10000 (59.54%), best:    5954/10000 (59.54%), error:     11489.62500, best error:     11489.62500 on epoch:    20, epoch:   20/100, mu: 0.8152909875, learning_rate: 0.0005622411, weight_decay: 0.0002025153

epoch time: 785.4274291992s, input_fired_time: 12.6781787872, output_fired_time: 4.6646547318, propagate_forward_time: 285.8764953613, propagate_backward_time: 472.0985412598, weight_update_time: 0.3450689316, other_time: 10.1095581055
epoch time: 59.5718612671s, input_fired_time: 0.6774669886, output_fired_time: 0.0000000000, propagate_forward_time: 57.4652862549, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4291076660
validation[          , genome  6374] predictions:    5986/  10000 (59.86%), best:    5986/10000 (59.86%), error:     11459.19727, best error:     11459.19727 on epoch:    21, epoch:   21/100, mu: 0.8240661621, learning_rate: 0.0005228401, weight_decay: 0.0001925456

epoch time: 836.9907836914s, input_fired_time: 13.9436645508, output_fired_time: 5.9989743233, propagate_forward_time: 300.9349670410, propagate_backward_time: 503.8522644043, weight_update_time: 0.4300496280, other_time: 12.2608947754
epoch time: 56.9409866333s, input_fired_time: 0.6503590941, output_fired_time: 0.0000000000, propagate_forward_time: 54.9166793823, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3739471436
validation[          , genome  6374] predictions:    5687/  10000 (56.87%), best:    5986/10000 (59.86%), error:     12275.45703, best error:     11459.19727 on epoch:    21, epoch:   22/100, mu: 0.8324005604, learning_rate: 0.0004862003, weight_decay: 0.0001830668

epoch time: 793.9655151367s, input_fired_time: 13.2004623413, output_fired_time: 5.0854816437, propagate_forward_time: 297.5537109375, propagate_backward_time: 467.0293579102, weight_update_time: 0.3856624365, other_time: 11.0964965820
epoch time: 66.7876358032s, input_fired_time: 1.4396563768, output_fired_time: 0.0000000000, propagate_forward_time: 62.0200195313, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3279571533
validation[          , genome  6374] predictions:    6038/  10000 (60.38%), best:    6038/10000 (60.38%), error:     11452.06738, best error:     11452.06738 on epoch:    23, epoch:   23/100, mu: 0.8403163552, learning_rate: 0.0004521281, weight_decay: 0.0001740546

epoch time: 786.5194091797s, input_fired_time: 12.4866485596, output_fired_time: 4.5776224136, propagate_forward_time: 295.6808776855, propagate_backward_time: 463.5679931641, weight_update_time: 0.3844414055, other_time: 10.2062683105
epoch time: 56.4967460632s, input_fired_time: 0.6521465778, output_fired_time: 0.0000000000, propagate_forward_time: 54.4957160950, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3488845825
validation[          , genome  6374] predictions:    5960/  10000 (59.60%), best:    6038/10000 (60.38%), error:     11481.16602, best error:     11452.06738 on epoch:    23, epoch:   24/100, mu: 0.8478345871, learning_rate: 0.0004204436, weight_decay: 0.0001654861

epoch time: 887.6638183594s, input_fired_time: 17.7827262878, output_fired_time: 8.4809427261, propagate_forward_time: 317.2505187988, propagate_backward_time: 525.2965087891, weight_update_time: 0.6421601176, other_time: 18.8531494141
epoch time: 67.7581253052s, input_fired_time: 1.5419405699, output_fired_time: 0.0000000000, propagate_forward_time: 63.0044059753, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2117805481
validation[          , genome  6374] predictions:    5934/  10000 (59.34%), best:    5934/10000 (59.34%), error:     11436.24512, best error:     11436.24512 on epoch:    25, epoch:   25/100, mu: 0.8549751639, learning_rate: 0.0003909796, weight_decay: 0.0001573393

epoch time: 852.8177490234s, input_fired_time: 17.0634002686, output_fired_time: 7.9226579666, propagate_forward_time: 305.4805297852, propagate_backward_time: 503.7754821777, weight_update_time: 0.6401742697, other_time: 18.5756530762
epoch time: 62.8671150208s, input_fired_time: 1.2953308821, output_fired_time: 0.0000000000, propagate_forward_time: 58.3051681519, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2666168213
validation[          , genome  6374] predictions:    6061/  10000 (60.61%), best:    6061/10000 (60.61%), error:     11234.31543, best error:     11234.31543 on epoch:    26, epoch:   26/100, mu: 0.8617570996, learning_rate: 0.0003635803, weight_decay: 0.0001495937

epoch time: 806.6854248047s, input_fired_time: 16.2544441223, output_fired_time: 7.1119503975, propagate_forward_time: 292.5913085938, propagate_backward_time: 472.1940307617, weight_update_time: 0.6434950233, other_time: 18.5336914063
epoch time: 63.3712272644s, input_fired_time: 1.3681517839, output_fired_time: 0.0000000000, propagate_forward_time: 58.5740089417, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4290657043
validation[          , genome  6374] predictions:    5911/  10000 (59.11%), best:    6061/10000 (60.61%), error:     11558.88477, best error:     11234.31543 on epoch:    26, epoch:   27/100, mu: 0.8681983948, learning_rate: 0.0003381012, weight_decay: 0.0001422293

epoch time: 815.3259887695s, input_fired_time: 16.4437541962, output_fired_time: 7.2326192856, propagate_forward_time: 294.4234924316, propagate_backward_time: 478.5098571777, weight_update_time: 0.6585711241, other_time: 18.7163085938
epoch time: 65.9001770020s, input_fired_time: 1.5105023384, output_fired_time: 0.0000000000, propagate_forward_time: 61.0889778137, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3006935120
validation[          , genome  6374] predictions:    5853/  10000 (58.53%), best:    6061/10000 (60.61%), error:     11677.45117, best error:     11234.31543 on epoch:    26, epoch:   28/100, mu: 0.8743161559, learning_rate: 0.0003144075, weight_decay: 0.0001352275

epoch time: 854.3266601563s, input_fired_time: 17.3833179474, output_fired_time: 8.1606149673, propagate_forward_time: 306.5767211914, propagate_backward_time: 503.1902770996, weight_update_time: 0.6586660743, other_time: 19.0157165527
epoch time: 65.9304046631s, input_fired_time: 1.5199079514, output_fired_time: 0.0000000000, propagate_forward_time: 61.1459503174, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2645492554
validation[          , genome  6374] predictions:    6012/  10000 (60.12%), best:    6061/10000 (60.61%), error:     11361.54004, best error:     11234.31543 on epoch:    26, epoch:   29/100, mu: 0.8801266551, learning_rate: 0.0002923743, weight_decay: 0.0001285704

epoch time: 797.6742553711s, input_fired_time: 15.8796606064, output_fired_time: 6.8045215607, propagate_forward_time: 289.1733093262, propagate_backward_time: 467.5571289063, weight_update_time: 0.6495510340, other_time: 18.2596740723
epoch time: 62.1492118835s, input_fired_time: 1.2850743532, output_fired_time: 0.0000000000, propagate_forward_time: 57.5740242004, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2901115417
validation[          , genome  6374] predictions:    5993/  10000 (59.93%), best:    6061/10000 (60.61%), error:     11351.00684, best error:     11234.31543 on epoch:    26, epoch:   30/100, mu: 0.8856453300, learning_rate: 0.0002718852, weight_decay: 0.0001222410

epoch time: 797.2555541992s, input_fired_time: 15.8899707794, output_fired_time: 6.8567204475, propagate_forward_time: 289.0291137695, propagate_backward_time: 466.9950866699, weight_update_time: 0.6592051983, other_time: 18.4846496582
epoch time: 62.3515281677s, input_fired_time: 1.2914854288, output_fired_time: 0.0000000000, propagate_forward_time: 57.8018760681, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2581672668
validation[          , genome  6374] predictions:    5830/  10000 (58.30%), best:    6061/10000 (60.61%), error:     11900.40527, best error:     11234.31543 on epoch:    26, epoch:   31/100, mu: 0.8908867836, learning_rate: 0.0002528319, weight_decay: 0.0001162231

epoch time: 818.3795776367s, input_fired_time: 16.2599983215, output_fired_time: 7.0902471542, propagate_forward_time: 297.3912353516, propagate_backward_time: 479.5157775879, weight_update_time: 0.6330695748, other_time: 18.1222839355
epoch time: 66.2208938599s, input_fired_time: 1.4859151840, output_fired_time: 0.0000000000, propagate_forward_time: 61.5022163391, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2327613831
validation[          , genome  6374] predictions:    6066/  10000 (60.66%), best:    6066/10000 (60.66%), error:     11139.12207, best error:     11139.12207 on epoch:    32, epoch:   32/100, mu: 0.8958649635, learning_rate: 0.0002351138, weight_decay: 0.0001105016

epoch time: 846.7631225586s, input_fired_time: 17.4010601044, output_fired_time: 7.5497961044, propagate_forward_time: 309.6719970703, propagate_backward_time: 493.4120178223, weight_update_time: 0.6589600444, other_time: 18.7282409668
epoch time: 66.4135437012s, input_fired_time: 1.4650142193, output_fired_time: 0.0000000000, propagate_forward_time: 61.6937065125, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2548255920
validation[          , genome  6374] predictions:    5952/  10000 (59.52%), best:    6066/10000 (60.66%), error:     11410.05762, best error:     11139.12207 on epoch:    32, epoch:   33/100, mu: 0.9005931020, learning_rate: 0.0002186374, weight_decay: 0.0001050617

epoch time: 841.6585693359s, input_fired_time: 17.2560386658, output_fired_time: 7.5348086357, propagate_forward_time: 308.4125366211, propagate_backward_time: 490.0800781250, weight_update_time: 0.6493940353, other_time: 18.3751220703
epoch time: 66.0829849243s, input_fired_time: 1.5098220110, output_fired_time: 0.0000000000, propagate_forward_time: 61.2780914307, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2950744629
validation[          , genome  6374] predictions:    6157/  10000 (61.57%), best:    6157/10000 (61.57%), error:     11000.79590, best error:     11000.79590 on epoch:    34, epoch:   34/100, mu: 0.9050837755, learning_rate: 0.0002033156, weight_decay: 0.0000998896

epoch time: 858.4676513672s, input_fired_time: 17.3156661987, output_fired_time: 8.0774745941, propagate_forward_time: 308.3559265137, propagate_backward_time: 506.3545532227, weight_update_time: 0.6359661818, other_time: 18.3640747070
epoch time: 64.4699554443s, input_fired_time: 1.2891236544, output_fired_time: 0.0000000000, propagate_forward_time: 60.1645660400, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0162658691
validation[          , genome  6374] predictions:    6181/  10000 (61.81%), best:    6181/10000 (61.81%), error:     10964.41406, best error:     10964.41406 on epoch:    35, epoch:   35/100, mu: 0.9093489051, learning_rate: 0.0001890675, weight_decay: 0.0000949721

epoch time: 809.9541015625s, input_fired_time: 16.3360233307, output_fired_time: 7.0312619209, propagate_forward_time: 293.5299072266, propagate_backward_time: 474.6799926758, weight_update_time: 0.6463257670, other_time: 18.3769531250
epoch time: 64.4674987793s, input_fired_time: 1.4947978258, output_fired_time: 0.0000000000, propagate_forward_time: 59.5706176758, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4020843506
validation[          , genome  6374] predictions:    6193/  10000 (61.93%), best:    6193/10000 (61.93%), error:     10877.93555, best error:     10877.93555 on epoch:    36, epoch:   36/100, mu: 0.9133998156, learning_rate: 0.0001758180, weight_decay: 0.0000902967

epoch time: 813.0125732422s, input_fired_time: 16.3766593933, output_fired_time: 7.0289430618, propagate_forward_time: 294.6300048828, propagate_backward_time: 476.3659973145, weight_update_time: 0.6732723713, other_time: 18.6109924316
epoch time: 63.0811157227s, input_fired_time: 1.3222064972, output_fired_time: 0.0000000000, propagate_forward_time: 58.5920143127, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1668968201
validation[          , genome  6374] predictions:    6141/  10000 (61.41%), best:    6193/10000 (61.93%), error:     11042.40625, best error:     10877.93555 on epoch:    36, epoch:   37/100, mu: 0.9172472358, learning_rate: 0.0001634969, weight_decay: 0.0000858515

epoch time: 870.9494628906s, input_fired_time: 17.7208061218, output_fired_time: 8.0065345764, propagate_forward_time: 313.7044677734, propagate_backward_time: 512.3688964844, weight_update_time: 0.6874491572, other_time: 19.1487426758
epoch time: 67.1334533691s, input_fired_time: 1.5512496233, output_fired_time: 0.0000000000, propagate_forward_time: 62.2210044861, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3612022400
validation[          , genome  6374] predictions:    6101/  10000 (61.01%), best:    6193/10000 (61.93%), error:     11207.71191, best error:     10877.93555 on epoch:    36, epoch:   38/100, mu: 0.9209014177, learning_rate: 0.0001520393, weight_decay: 0.0000816251

epoch time: 829.5552978516s, input_fired_time: 16.7808704376, output_fired_time: 7.3280773163, propagate_forward_time: 300.1548156738, propagate_backward_time: 486.9123535156, weight_update_time: 0.6557870507, other_time: 18.3791809082
epoch time: 62.8533096313s, input_fired_time: 1.3025903702, output_fired_time: 0.0000000000, propagate_forward_time: 58.3481369019, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2025833130
validation[          , genome  6374] predictions:    6234/  10000 (62.34%), best:    6234/10000 (62.34%), error:     10826.93945, best error:     10826.93945 on epoch:    39, epoch:   39/100, mu: 0.9243720770, learning_rate: 0.0001413846, weight_decay: 0.0000776068

epoch time: 805.9824829102s, input_fired_time: 16.2589950562, output_fired_time: 7.0925183296, propagate_forward_time: 291.8483276367, propagate_backward_time: 472.2519836426, weight_update_time: 0.6690446734, other_time: 18.5306701660
epoch time: 62.9381179810s, input_fired_time: 1.3499741554, output_fired_time: 0.0000000000, propagate_forward_time: 58.2481346130, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3400077820
validation[          , genome  6374] predictions:    6230/  10000 (62.30%), best:    6230/10000 (62.30%), error:     10769.11719, best error:     10769.11719 on epoch:    40, epoch:   40/100, mu: 0.9276683927, learning_rate: 0.0001314766, weight_decay: 0.0000737863

epoch time: 815.7184448242s, input_fired_time: 16.4364185333, output_fired_time: 7.2433085442, propagate_forward_time: 295.2296447754, propagate_backward_time: 478.4126281738, weight_update_time: 0.6846953034, other_time: 18.3964843750
epoch time: 66.2678451538s, input_fired_time: 1.5736079216, output_fired_time: 0.0000000000, propagate_forward_time: 61.2859611511, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4082756042
validation[          , genome  6374] predictions:    6248/  10000 (62.48%), best:    6230/10000 (62.30%), error:     10893.90625, best error:     10769.11719 on epoch:    40, epoch:   41/100, mu: 0.9307991266, learning_rate: 0.0001222629, weight_decay: 0.0000701539

epoch time: 845.5499877930s, input_fired_time: 17.2422218323, output_fired_time: 7.8112039566, propagate_forward_time: 304.8217163086, propagate_backward_time: 497.2049255371, weight_update_time: 0.6750006080, other_time: 18.4698791504
epoch time: 65.8181228638s, input_fired_time: 1.4455766678, output_fired_time: 0.0000000000, propagate_forward_time: 61.1079978943, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2645454407
validation[          , genome  6374] predictions:    6184/  10000 (61.84%), best:    6230/10000 (62.30%), error:     10877.96973, best error:     10769.11719 on epoch:    40, epoch:   42/100, mu: 0.9337726235, learning_rate: 0.0001136949, weight_decay: 0.0000667002

epoch time: 840.0413818359s, input_fired_time: 16.8489475250, output_fired_time: 6.9516949654, propagate_forward_time: 306.9923706055, propagate_backward_time: 490.9441833496, weight_update_time: 0.6814571619, other_time: 18.3041687012
epoch time: 65.4766082764s, input_fired_time: 1.4171341658, output_fired_time: 0.0000000000, propagate_forward_time: 60.7801437378, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2793273926
validation[          , genome  6374] predictions:    6124/  10000 (61.24%), best:    6230/10000 (62.30%), error:     11150.20215, best error:     10769.11719 on epoch:    40, epoch:   43/100, mu: 0.9365967512, learning_rate: 0.0001057274, weight_decay: 0.0000634166

epoch time: 835.0347900391s, input_fired_time: 16.6931285858, output_fired_time: 6.9367656708, propagate_forward_time: 305.6882019043, propagate_backward_time: 487.5297851563, weight_update_time: 0.6830554008, other_time: 18.1869201660
epoch time: 65.7334518433s, input_fired_time: 1.4494699240, output_fired_time: 0.0000000000, propagate_forward_time: 60.9866981506, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2972831726
validation[          , genome  6374] predictions:    6298/  10000 (62.98%), best:    6298/10000 (62.98%), error:     10713.30664, best error:     10713.30664 on epoch:    44, epoch:   44/100, mu: 0.9392790794, learning_rate: 0.0000983181, weight_decay: 0.0000602947

epoch time: 818.4686889648s, input_fired_time: 15.2592058182, output_fired_time: 6.2744083405, propagate_forward_time: 298.9299621582, propagate_backward_time: 481.8464355469, weight_update_time: 0.6034865975, other_time: 16.1586608887
epoch time: 61.6527481079s, input_fired_time: 1.0042769909, output_fired_time: 0.0000000000, propagate_forward_time: 58.2566490173, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3918228149
validation[          , genome  6374] predictions:    6246/  10000 (62.46%), best:    6298/10000 (62.98%), error:     10718.07520, best error:     10713.30664 on epoch:    44, epoch:   45/100, mu: 0.9418266416, learning_rate: 0.0000914281, weight_decay: 0.0000573265

epoch time: 805.1405029297s, input_fired_time: 15.9335241318, output_fired_time: 6.7891163826, propagate_forward_time: 291.5515747070, propagate_backward_time: 472.9899291992, weight_update_time: 0.6999924779, other_time: 17.8763427734
epoch time: 62.2700004578s, input_fired_time: 1.2833843231, output_fired_time: 0.0000000000, propagate_forward_time: 57.7990074158, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1876106262
validation[          , genome  6374] predictions:    6221/  10000 (62.21%), best:    6298/10000 (62.98%), error:     10893.21973, best error:     10713.30664 on epoch:    44, epoch:   46/100, mu: 0.9442462921, learning_rate: 0.0000850210, weight_decay: 0.0000545043

epoch time: 803.3950805664s, input_fired_time: 16.1846885681, output_fired_time: 7.0205883980, propagate_forward_time: 290.0459594727, propagate_backward_time: 471.6890563965, weight_update_time: 0.7041653395, other_time: 18.4548034668
epoch time: 62.2296409607s, input_fired_time: 1.2872920036, output_fired_time: 0.0000000000, propagate_forward_time: 57.7230148315, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2193336487
validation[          , genome  6374] predictions:    6255/  10000 (62.55%), best:    6298/10000 (62.98%), error:     10735.92773, best error:     10713.30664 on epoch:    44, epoch:   47/100, mu: 0.9465444088, learning_rate: 0.0000790629, weight_decay: 0.0000518211

epoch time: 818.4418334961s, input_fired_time: 16.6452293396, output_fired_time: 7.3953180313, propagate_forward_time: 294.6575927734, propagate_backward_time: 481.2100524902, weight_update_time: 0.7023354769, other_time: 18.5336608887
epoch time: 64.5330429077s, input_fired_time: 1.4807357788, output_fired_time: 0.0000000000, propagate_forward_time: 59.8263130188, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2259941101
validation[          , genome  6374] predictions:    6282/  10000 (62.82%), best:    6282/10000 (62.82%), error:     10649.55859, best error:     10649.55859 on epoch:    48, epoch:   48/100, mu: 0.9487270713, learning_rate: 0.0000735222, weight_decay: 0.0000492700

epoch time: 827.7062988281s, input_fired_time: 16.7853355408, output_fired_time: 7.6052088737, propagate_forward_time: 298.9292907715, propagate_backward_time: 485.9309997559, weight_update_time: 0.7120915055, other_time: 18.4554443359
epoch time: 64.6123962402s, input_fired_time: 1.4218569994, output_fired_time: 0.0000000000, propagate_forward_time: 59.8467063904, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3438339233
validation[          , genome  6374] predictions:    6225/  10000 (62.25%), best:    6282/10000 (62.82%), error:     10764.98828, best error:     10649.55859 on epoch:    48, epoch:   49/100, mu: 0.9508001208, learning_rate: 0.0000683699, weight_decay: 0.0000468445

epoch time: 818.0014038086s, input_fired_time: 16.5819721222, output_fired_time: 6.8944768906, propagate_forward_time: 299.2205810547, propagate_backward_time: 476.7686157227, weight_update_time: 0.7245373130, other_time: 18.5357666016
epoch time: 65.0293426514s, input_fired_time: 1.4324932098, output_fired_time: 0.0000000000, propagate_forward_time: 60.3125953674, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2842521667
validation[          , genome  6374] predictions:    6318/  10000 (63.18%), best:    6318/10000 (63.18%), error:     10602.81836, best error:     10602.81836 on epoch:    50, epoch:   50/100, mu: 0.9527690411, learning_rate: 0.0000635787, weight_decay: 0.0000445384

epoch time: 816.7526855469s, input_fired_time: 16.5370769501, output_fired_time: 6.9080014229, propagate_forward_time: 299.1767272949, propagate_backward_time: 475.5630493164, weight_update_time: 0.7261696458, other_time: 18.5678405762
epoch time: 64.5174560547s, input_fired_time: 1.4037108421, output_fired_time: 0.0000000000, propagate_forward_time: 59.8273735046, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2863731384
validation[          , genome  6374] predictions:    6217/  10000 (62.17%), best:    6318/10000 (63.18%), error:     10857.99414, best error:     10602.81836 on epoch:    50, epoch:   51/100, mu: 0.9546390772, learning_rate: 0.0000591232, weight_decay: 0.0000423458

epoch time: 841.0682373047s, input_fired_time: 16.9917716980, output_fired_time: 7.2220373154, propagate_forward_time: 306.9862670898, propagate_backward_time: 491.3917236328, weight_update_time: 0.7379446030, other_time: 18.4764404297
epoch time: 65.5119628906s, input_fired_time: 1.4856472015, output_fired_time: 0.0000000000, propagate_forward_time: 60.6883964539, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3379173279
validation[          , genome  6374] predictions:    6294/  10000 (62.94%), best:    6318/10000 (63.18%), error:     10675.08789, best error:     10602.81836 on epoch:    50, epoch:   52/100, mu: 0.9564151764, learning_rate: 0.0000549799, weight_decay: 0.0000402612

epoch time: 846.1920166016s, input_fired_time: 17.3947448730, output_fired_time: 7.5205135345, propagate_forward_time: 308.1522216797, propagate_backward_time: 494.3660278320, weight_update_time: 0.7389833927, other_time: 18.7584838867
epoch time: 67.2524185181s, input_fired_time: 1.5666041374, output_fired_time: 0.0000000000, propagate_forward_time: 62.2875099182, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3983039856
validation[          , genome  6374] predictions:    6316/  10000 (63.16%), best:    6316/10000 (63.16%), error:     10565.34863, best error:     10565.34863 on epoch:    53, epoch:   53/100, mu: 0.9581020474, learning_rate: 0.0000511270, weight_decay: 0.0000382791

epoch time: 854.7385864258s, input_fired_time: 17.5109939575, output_fired_time: 8.0176687241, propagate_forward_time: 307.8273010254, propagate_backward_time: 502.5286254883, weight_update_time: 0.7606837153, other_time: 18.8540649414
epoch time: 66.1899185181s, input_fired_time: 1.5382291079, output_fired_time: 0.0000000000, propagate_forward_time: 61.2694320679, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3822555542
validation[          , genome  6374] predictions:    6329/  10000 (63.29%), best:    6329/10000 (63.29%), error:     10540.62695, best error:     10540.62695 on epoch:    54, epoch:   54/100, mu: 0.9597042203, learning_rate: 0.0000475441, weight_decay: 0.0000363947

epoch time: 862.8486938477s, input_fired_time: 17.3342590332, output_fired_time: 7.9410881996, propagate_forward_time: 310.2369995117, propagate_backward_time: 508.7309875488, weight_update_time: 0.7610561848, other_time: 18.6053161621
epoch time: 67.8138504028s, input_fired_time: 1.5545469522, output_fired_time: 0.0000000000, propagate_forward_time: 62.9701690674, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2891311646
validation[          , genome  6374] predictions:    6300/  10000 (63.00%), best:    6329/10000 (63.29%), error:     10803.45313, best error:     10540.62695 on epoch:    54, epoch:   55/100, mu: 0.9612259269, learning_rate: 0.0000442123, weight_decay: 0.0000346030

epoch time: 873.0910644531s, input_fired_time: 17.6112670898, output_fired_time: 7.8478984833, propagate_forward_time: 314.3656616211, propagate_backward_time: 514.3262939453, weight_update_time: 0.7909041047, other_time: 18.9399414063
epoch time: 67.3739776611s, input_fired_time: 1.5224790573, output_fired_time: 0.0000000000, propagate_forward_time: 62.4743118286, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3771896362
validation[          , genome  6374] predictions:    6299/  10000 (62.99%), best:    6329/10000 (63.29%), error:     10635.97656, best error:     10540.62695 on epoch:    54, epoch:   56/100, mu: 0.9626711607, learning_rate: 0.0000411139, weight_decay: 0.0000328995

epoch time: 874.2221069336s, input_fired_time: 17.7584686279, output_fired_time: 8.0662460327, propagate_forward_time: 314.1346130371, propagate_backward_time: 515.2417602539, weight_update_time: 0.7816154361, other_time: 19.0210571289
epoch time: 66.8125839233s, input_fired_time: 1.5182508230, output_fired_time: 0.0000000000, propagate_forward_time: 62.0625190735, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2318153381
validation[          , genome  6374] predictions:    6302/  10000 (63.02%), best:    6329/10000 (63.29%), error:     10594.62695, best error:     10540.62695 on epoch:    54, epoch:   57/100, mu: 0.9640437961, learning_rate: 0.0000382327, weight_decay: 0.0000312799

epoch time: 870.5285644531s, input_fired_time: 17.5974998474, output_fired_time: 8.2894058228, propagate_forward_time: 311.0729675293, propagate_backward_time: 514.4694824219, weight_update_time: 0.7880775332, other_time: 19.0992431641
epoch time: 63.4449424744s, input_fired_time: 1.3659710884, output_fired_time: 0.0000000000, propagate_forward_time: 58.7460327148, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3329391479
validation[          , genome  6374] predictions:    6340/  10000 (63.40%), best:    6329/10000 (63.29%), error:     10560.92090, best error:     10540.62695 on epoch:    54, epoch:   58/100, mu: 0.9653475285, learning_rate: 0.0000355534, weight_decay: 0.0000297400

epoch time: 813.1437377930s, input_fired_time: 16.4429893494, output_fired_time: 7.2506341934, propagate_forward_time: 295.3699035645, propagate_backward_time: 475.3402099609, weight_update_time: 0.7869691253, other_time: 18.7400207520
epoch time: 63.0819969177s, input_fired_time: 1.3415442705, output_fired_time: 0.0000000000, propagate_forward_time: 58.4907455444, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2497062683
validation[          , genome  6374] predictions:    6319/  10000 (63.19%), best:    6329/10000 (63.29%), error:     10635.22168, best error:     10540.62695 on epoch:    54, epoch:   59/100, mu: 0.9665857553, learning_rate: 0.0000330619, weight_decay: 0.0000282760

epoch time: 810.6096191406s, input_fired_time: 16.3881683350, output_fired_time: 7.0635066032, propagate_forward_time: 294.2316589355, propagate_backward_time: 474.2340087891, weight_update_time: 0.7945531607, other_time: 18.6922912598
epoch time: 64.8528289795s, input_fired_time: 1.5664967299, output_fired_time: 0.0000000000, propagate_forward_time: 59.7924232483, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4939079285
validation[          , genome  6374] predictions:    6312/  10000 (63.12%), best:    6329/10000 (63.29%), error:     10577.55859, best error:     10540.62695 on epoch:    54, epoch:   60/100, mu: 0.9677618146, learning_rate: 0.0000307450, weight_decay: 0.0000268840

epoch time: 826.3859863281s, input_fired_time: 16.9893608093, output_fired_time: 7.7721042633, propagate_forward_time: 296.9478454590, propagate_backward_time: 485.9809265137, weight_update_time: 0.7964823246, other_time: 18.6957397461
epoch time: 65.5253677368s, input_fired_time: 1.6264060736, output_fired_time: 0.0000000000, propagate_forward_time: 60.2590599060, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6399002075
validation[          , genome  6374] predictions:    6317/  10000 (63.17%), best:    6329/10000 (63.29%), error:     10715.56152, best error:     10540.62695 on epoch:    54, epoch:   61/100, mu: 0.9688788056, learning_rate: 0.0000285904, weight_decay: 0.0000255605

epoch time: 847.5538940430s, input_fired_time: 17.6869487762, output_fired_time: 8.1240310669, propagate_forward_time: 303.2363891602, propagate_backward_time: 498.3095397949, weight_update_time: 0.8456872106, other_time: 20.1969909668
epoch time: 63.4221839905s, input_fired_time: 1.4014304876, output_fired_time: 0.0000000000, propagate_forward_time: 58.6157646179, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4049873352
validation[          , genome  6374] predictions:    6388/  10000 (63.88%), best:    6388/10000 (63.88%), error:     10427.05566, best error:     10427.05566 on epoch:    62, epoch:   62/100, mu: 0.9699396491, learning_rate: 0.0000265868, weight_decay: 0.0000243022

epoch time: 823.9208374023s, input_fired_time: 17.2704486847, output_fired_time: 7.7917189598, propagate_forward_time: 296.2760925293, propagate_backward_time: 482.7189025879, weight_update_time: 0.8560879827, other_time: 19.8636474609
epoch time: 63.7250289917s, input_fired_time: 1.4109710455, output_fired_time: 0.0000000000, propagate_forward_time: 58.9142951965, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3997612000
validation[          , genome  6374] predictions:    6363/  10000 (63.63%), best:    6363/10000 (63.63%), error:     10421.31055, best error:     10421.31055 on epoch:    63, epoch:   63/100, mu: 0.9709472060, learning_rate: 0.0000247237, weight_decay: 0.0000231058

epoch time: 827.4138183594s, input_fired_time: 17.4518585205, output_fired_time: 7.9068660736, propagate_forward_time: 297.4533691406, propagate_backward_time: 484.4967956543, weight_update_time: 0.8789085150, other_time: 20.1049499512
epoch time: 66.8492126465s, input_fired_time: 1.6770942211, output_fired_time: 0.0000000000, propagate_forward_time: 61.4015846252, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7705345154
validation[          , genome  6374] predictions:    6387/  10000 (63.87%), best:    6363/10000 (63.63%), error:     10458.86816, best error:     10421.31055 on epoch:    63, epoch:   64/100, mu: 0.9719041586, learning_rate: 0.0000229911, weight_decay: 0.0000219683

epoch time: 859.7346801758s, input_fired_time: 18.1558856964, output_fired_time: 8.6718578339, propagate_forward_time: 307.4590148926, propagate_backward_time: 505.2316284180, weight_update_time: 0.8641555309, other_time: 20.2162475586
epoch time: 66.9769515991s, input_fired_time: 1.6711997986, output_fired_time: 0.0000000000, propagate_forward_time: 61.6361885071, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6695671082
validation[          , genome  6374] predictions:    6431/  10000 (64.31%), best:    6431/10000 (64.31%), error:     10283.63770, best error:     10283.63770 on epoch:    65, epoch:   65/100, mu: 0.9728130698, learning_rate: 0.0000213799, weight_decay: 0.0000208868

epoch time: 835.1295776367s, input_fired_time: 17.1806411743, output_fired_time: 7.9023971558, propagate_forward_time: 300.4441528320, propagate_backward_time: 489.0921020508, weight_update_time: 0.9085283875, other_time: 20.5102539063
epoch time: 64.6047286987s, input_fired_time: 1.5251567364, output_fired_time: 0.0000000000, propagate_forward_time: 59.3069458008, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7726249695
validation[          , genome  6374] predictions:    6398/  10000 (63.98%), best:    6431/10000 (64.31%), error:     10352.78125, best error:     10283.63770 on epoch:    65, epoch:   66/100, mu: 0.9736763239, learning_rate: 0.0000198816, weight_decay: 0.0000198586

epoch time: 827.2171630859s, input_fired_time: 17.2224082947, output_fired_time: 7.9340491295, propagate_forward_time: 296.7143554688, propagate_backward_time: 484.3890075684, weight_update_time: 0.9146550298, other_time: 20.9573669434
epoch time: 64.6435394287s, input_fired_time: 1.5212693214, output_fired_time: 0.0000000000, propagate_forward_time: 59.3243293762, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7979393005
validation[          , genome  6374] predictions:    6386/  10000 (63.86%), best:    6431/10000 (64.31%), error:     10417.16113, best error:     10283.63770 on epoch:    65, epoch:   67/100, mu: 0.9744962454, learning_rate: 0.0000184884, weight_decay: 0.0000188810

epoch time: 828.8490600586s, input_fired_time: 17.2198314667, output_fired_time: 7.9949812889, propagate_forward_time: 297.2095031738, propagate_backward_time: 485.1825256348, weight_update_time: 0.9305568933, other_time: 21.2421875000
epoch time: 64.7770614624s, input_fired_time: 1.5495482683, output_fired_time: 0.0000000000, propagate_forward_time: 59.5112571716, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7162551880
validation[          , genome  6374] predictions:    6384/  10000 (63.84%), best:    6431/10000 (64.31%), error:     10407.63477, best error:     10283.63770 on epoch:    65, epoch:   68/100, mu: 0.9752749801, learning_rate: 0.0000171927, weight_decay: 0.0000179515

epoch time: 830.1483764648s, input_fired_time: 16.8935909271, output_fired_time: 7.7590022087, propagate_forward_time: 297.2692871094, propagate_backward_time: 487.7622680664, weight_update_time: 0.9090650082, other_time: 20.4642333984
epoch time: 64.4664001465s, input_fired_time: 1.4500641823, output_fired_time: 0.0000000000, propagate_forward_time: 59.4407615662, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.5755729675
validation[          , genome  6374] predictions:    6402/  10000 (64.02%), best:    6431/10000 (64.31%), error:     10302.41309, best error:     10283.63770 on epoch:    65, epoch:   69/100, mu: 0.9760145545, learning_rate: 0.0000159879, weight_decay: 0.0000170678

epoch time: 828.6874389648s, input_fired_time: 16.7605018616, output_fired_time: 7.6015510559, propagate_forward_time: 296.6435852051, propagate_backward_time: 487.4003601074, weight_update_time: 0.8996590376, other_time: 20.2814331055
epoch time: 64.2557067871s, input_fired_time: 1.4459941387, output_fired_time: 0.0000000000, propagate_forward_time: 59.2751197815, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.5345916748
validation[          , genome  6374] predictions:    6395/  10000 (63.95%), best:    6431/10000 (64.31%), error:     10386.29395, best error:     10283.63770 on epoch:    65, epoch:   70/100, mu: 0.9767169952, learning_rate: 0.0000148675, weight_decay: 0.0000162275

epoch time: 827.8990478516s, input_fired_time: 16.7143421173, output_fired_time: 7.5920486450, propagate_forward_time: 296.7032165527, propagate_backward_time: 486.6640625000, weight_update_time: 0.8831515312, other_time: 20.2253723145
epoch time: 64.3967208862s, input_fired_time: 1.4384435415, output_fired_time: 0.0000000000, propagate_forward_time: 59.3638763428, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.5944023132
validation[          , genome  6374] predictions:    6456/  10000 (64.56%), best:    6456/10000 (64.56%), error:     10265.01855, best error:     10265.01855 on epoch:    71, epoch:   71/100, mu: 0.9773841500, learning_rate: 0.0000138256, weight_decay: 0.0000154287

epoch time: 829.1614990234s, input_fired_time: 16.7478828430, output_fired_time: 7.5561046600, propagate_forward_time: 296.5281982422, propagate_backward_time: 488.1594543457, weight_update_time: 0.8931685686, other_time: 20.1698913574
epoch time: 64.2400207520s, input_fired_time: 1.4269131422, output_fired_time: 0.0000000000, propagate_forward_time: 59.1602973938, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6528091431
validation[          , genome  6374] predictions:    6375/  10000 (63.75%), best:    6456/10000 (64.56%), error:     10444.19043, best error:     10265.01855 on epoch:    71, epoch:   72/100, mu: 0.9780178070, learning_rate: 0.0000128567, weight_decay: 0.0000146691

epoch time: 828.3040161133s, input_fired_time: 16.7199420929, output_fired_time: 7.5230736732, propagate_forward_time: 296.2757873535, propagate_backward_time: 487.4833984375, weight_update_time: 0.8906609416, other_time: 20.3017883301
epoch time: 64.5227203369s, input_fired_time: 1.5190621614, output_fired_time: 0.0000000000, propagate_forward_time: 59.2591972351, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7444610596
validation[          , genome  6374] predictions:    6409/  10000 (64.09%), best:    6456/10000 (64.56%), error:     10290.16211, best error:     10265.01855 on epoch:    71, epoch:   73/100, mu: 0.9786196351, learning_rate: 0.0000119557, weight_decay: 0.0000139470

epoch time: 836.4099731445s, input_fired_time: 17.3593044281, output_fired_time: 8.0077056885, propagate_forward_time: 298.9169311523, propagate_backward_time: 490.8996887207, weight_update_time: 0.9395135045, other_time: 21.2263488770
epoch time: 64.3245773315s, input_fired_time: 1.5036789179, output_fired_time: 0.0000000000, propagate_forward_time: 59.0609626770, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7599372864
validation[          , genome  6374] predictions:    6406/  10000 (64.06%), best:    6456/10000 (64.56%), error:     10301.22949, best error:     10265.01855 on epoch:    71, epoch:   74/100, mu: 0.9791912436, learning_rate: 0.0000111179, weight_decay: 0.0000132604

epoch time: 752.0190429688s, input_fired_time: 12.7531099319, output_fired_time: 4.9140734673, propagate_forward_time: 274.9888305664, propagate_backward_time: 447.7495117188, weight_update_time: 0.6335878968, other_time: 11.6135253906
epoch time: 55.7939567566s, input_fired_time: 0.6961677074, output_fired_time: 0.0000000000, propagate_forward_time: 53.7284431458, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3693466187
validation[          , genome  6374] predictions:    6424/  10000 (64.24%), best:    6456/10000 (64.56%), error:     10296.56250, best error:     10265.01855 on epoch:    71, epoch:   75/100, mu: 0.9797341228, learning_rate: 0.0000103388, weight_decay: 0.0000126076

epoch time: 728.6119995117s, input_fired_time: 11.4205446243, output_fired_time: 4.0162944794, propagate_forward_time: 268.5108032227, propagate_backward_time: 435.9109191895, weight_update_time: 0.5454117656, other_time: 8.7534484863
epoch time: 55.6479301453s, input_fired_time: 0.6940791011, output_fired_time: 0.0000000000, propagate_forward_time: 53.5907287598, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3631210327
validation[          , genome  6374] predictions:    6396/  10000 (63.96%), best:    6456/10000 (64.56%), error:     10382.59766, best error:     10265.01855 on epoch:    71, epoch:   76/100, mu: 0.9802497625, learning_rate: 0.0000096142, weight_decay: 0.0000119869

epoch time: 728.5298461914s, input_fired_time: 11.4193449020, output_fired_time: 4.0156178474, propagate_forward_time: 268.4396667480, propagate_backward_time: 435.9095764160, weight_update_time: 0.5440493226, other_time: 8.7456054688
epoch time: 55.7695198059s, input_fired_time: 0.6964233518, output_fired_time: 0.0000000000, propagate_forward_time: 53.7023162842, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3707809448
validation[          , genome  6374] predictions:    6456/  10000 (64.56%), best:    6456/10000 (64.56%), error:     10256.64355, best error:     10256.64355 on epoch:    77, epoch:   77/100, mu: 0.9807394743, learning_rate: 0.0000089405, weight_decay: 0.0000113968

epoch time: 731.0500488281s, input_fired_time: 11.4376115799, output_fired_time: 4.0914077759, propagate_forward_time: 269.4787597656, propagate_backward_time: 437.3868713379, weight_update_time: 0.5466116071, other_time: 8.6553649902
epoch time: 55.5004959106s, input_fired_time: 0.6884838343, output_fired_time: 0.0000000000, propagate_forward_time: 53.4822807312, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3297309875
validation[          , genome  6374] predictions:    6430/  10000 (64.30%), best:    6456/10000 (64.56%), error:     10275.83594, best error:     10256.64355 on epoch:    77, epoch:   78/100, mu: 0.9812046289, learning_rate: 0.0000083140, weight_decay: 0.0000108358

epoch time: 723.9278564453s, input_fired_time: 11.3605632782, output_fired_time: 3.9903461933, propagate_forward_time: 266.8783569336, propagate_backward_time: 433.1903076172, weight_update_time: 0.5422126651, other_time: 8.5083007813
epoch time: 55.4002342224s, input_fired_time: 0.6921334863, output_fired_time: 0.0000000000, propagate_forward_time: 53.3812675476, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3268318176
validation[          , genome  6374] predictions:    6443/  10000 (64.43%), best:    6443/10000 (64.43%), error:     10175.30371, best error:     10175.30371 on epoch:    79, epoch:   79/100, mu: 0.9816464186, learning_rate: 0.0000077313, weight_decay: 0.0000103023

epoch time: 826.3261108398s, input_fired_time: 15.5331068039, output_fired_time: 6.8675427437, propagate_forward_time: 297.3574829102, propagate_backward_time: 490.6471252441, weight_update_time: 0.7579402924, other_time: 15.9208679199
epoch time: 65.7031173706s, input_fired_time: 1.4710255861, output_fired_time: 0.0000000000, propagate_forward_time: 60.9274406433, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3046531677
validation[          , genome  6374] predictions:    6433/  10000 (64.33%), best:    6443/10000 (64.43%), error:     10303.86914, best error:     10175.30371 on epoch:    79, epoch:   80/100, mu: 0.9820659757, learning_rate: 0.0000071895, weight_decay: 0.0000097952

epoch time: 849.6488647461s, input_fired_time: 16.8154907227, output_fired_time: 7.7279634476, propagate_forward_time: 304.5851440430, propagate_backward_time: 502.2073364258, weight_update_time: 0.8315533996, other_time: 18.3129272461
epoch time: 65.1120758057s, input_fired_time: 1.4290659428, output_fired_time: 0.0000000000, propagate_forward_time: 60.4169120789, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2660980225
validation[          , genome  6374] predictions:    6438/  10000 (64.38%), best:    6443/10000 (64.43%), error:     10236.18652, best error:     10175.30371 on epoch:    79, epoch:   81/100, mu: 0.9824644923, learning_rate: 0.0000066857, weight_decay: 0.0000093129

epoch time: 831.5056152344s, input_fired_time: 16.8149356842, output_fired_time: 7.8834304810, propagate_forward_time: 299.1021423340, propagate_backward_time: 488.8301696777, weight_update_time: 0.8602510691, other_time: 18.8749389648
epoch time: 63.9648437500s, input_fired_time: 1.3362811804, output_fired_time: 0.0000000000, propagate_forward_time: 59.4696884155, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1588745117
validation[          , genome  6374] predictions:    6465/  10000 (64.65%), best:    6465/10000 (64.65%), error:     10171.94824, best error:     10171.94824 on epoch:    82, epoch:   82/100, mu: 0.9828429818, learning_rate: 0.0000062172, weight_decay: 0.0000088545

epoch time: 816.0705566406s, input_fired_time: 15.9129505157, output_fired_time: 7.5326333046, propagate_forward_time: 293.6939392090, propagate_backward_time: 480.8417968750, weight_update_time: 0.8209472299, other_time: 18.0892028809
epoch time: 63.6729736328s, input_fired_time: 1.3100609779, output_fired_time: 0.0000000000, propagate_forward_time: 59.1990699768, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1638412476
validation[          , genome  6374] predictions:    6433/  10000 (64.33%), best:    6465/10000 (64.65%), error:     10218.28418, best error:     10171.94824 on epoch:    82, epoch:   83/100, mu: 0.9832024574, learning_rate: 0.0000057815, weight_decay: 0.0000084186

epoch time: 818.7061157227s, input_fired_time: 15.8883523941, output_fired_time: 7.7248802185, propagate_forward_time: 294.5921630859, propagate_backward_time: 482.3265380859, weight_update_time: 0.8307981491, other_time: 18.1741943359
epoch time: 63.2189369202s, input_fired_time: 1.2699439526, output_fired_time: 0.0000000000, propagate_forward_time: 58.8930549622, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0559387207
validation[          , genome  6374] predictions:    6479/  10000 (64.79%), best:    6479/10000 (64.79%), error:     10118.16602, best error:     10118.16602 on epoch:    84, epoch:   84/100, mu: 0.9835438728, learning_rate: 0.0000053763, weight_decay: 0.0000080041

epoch time: 836.6211547852s, input_fired_time: 16.9955673218, output_fired_time: 7.8911595345, propagate_forward_time: 300.4434509277, propagate_backward_time: 492.3988037109, weight_update_time: 0.8603612781, other_time: 18.8921813965
epoch time: 64.7275543213s, input_fired_time: 1.4541497231, output_fired_time: 0.0000000000, propagate_forward_time: 59.8821182251, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3912849426
validation[          , genome  6374] predictions:    6405/  10000 (64.05%), best:    6479/10000 (64.79%), error:     10263.58691, best error:     10118.16602 on epoch:    84, epoch:   85/100, mu: 0.9838681221, learning_rate: 0.0000049996, weight_decay: 0.0000076101

epoch time: 837.2420043945s, input_fired_time: 17.0929145813, output_fired_time: 8.0821952820, propagate_forward_time: 300.9094543457, propagate_backward_time: 491.8256530762, weight_update_time: 0.8833677769, other_time: 19.3317871094
epoch time: 64.8935852051s, input_fired_time: 1.4595203400, output_fired_time: 0.0000000000, propagate_forward_time: 59.9441108704, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4899559021
validation[          , genome  6374] predictions:    6477/  10000 (64.77%), best:    6479/10000 (64.79%), error:     10133.49902, best error:     10118.16602 on epoch:    84, epoch:   86/100, mu: 0.9841760993, learning_rate: 0.0000046492, weight_decay: 0.0000072355

epoch time: 837.8618774414s, input_fired_time: 16.8763217926, output_fired_time: 7.8730030060, propagate_forward_time: 299.9787597656, propagate_backward_time: 493.9727783203, weight_update_time: 0.8665065169, other_time: 19.1610107422
epoch time: 64.8996200562s, input_fired_time: 1.4054826498, output_fired_time: 0.0000000000, propagate_forward_time: 60.2111206055, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2830162048
validation[          , genome  6374] predictions:    6473/  10000 (64.73%), best:    6479/10000 (64.79%), error:     10154.12988, best error:     10118.16602 on epoch:    84, epoch:   87/100, mu: 0.9844686389, learning_rate: 0.0000043234, weight_decay: 0.0000068793

epoch time: 842.1463623047s, input_fired_time: 16.2744712830, output_fired_time: 7.7209091187, propagate_forward_time: 300.4626770020, propagate_backward_time: 499.4406127930, weight_update_time: 0.8293739557, other_time: 18.2477416992
epoch time: 65.0713729858s, input_fired_time: 1.3586484194, output_fired_time: 0.0000000000, propagate_forward_time: 60.6233558655, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0893669128
validation[          , genome  6374] predictions:    6465/  10000 (64.65%), best:    6479/10000 (64.79%), error:     10137.98535, best error:     10118.16602 on epoch:    84, epoch:   88/100, mu: 0.9847464561, learning_rate: 0.0000040204, weight_decay: 0.0000065406

epoch time: 862.1090087891s, input_fired_time: 16.3227977753, output_fired_time: 7.8568773270, propagate_forward_time: 306.4355773926, propagate_backward_time: 513.6915283203, weight_update_time: 0.8127276301, other_time: 17.8022460938
epoch time: 68.0057525635s, input_fired_time: 1.6299273968, output_fired_time: 0.0000000000, propagate_forward_time: 62.9192924500, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4565315247
validation[          , genome  6374] predictions:    6478/  10000 (64.78%), best:    6479/10000 (64.79%), error:     10224.28027, best error:     10118.16602 on epoch:    84, epoch:   89/100, mu: 0.9850103259, learning_rate: 0.0000037387, weight_decay: 0.0000062186

epoch time: 881.9423828125s, input_fired_time: 17.9633178711, output_fired_time: 8.4862604141, propagate_forward_time: 314.7450256348, propagate_backward_time: 521.1835327148, weight_update_time: 0.8956427574, other_time: 19.5642700195
epoch time: 68.2295227051s, input_fired_time: 1.6022807360, output_fired_time: 0.0000000000, propagate_forward_time: 63.1201248169, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.5071182251
validation[          , genome  6374] predictions:    6482/  10000 (64.82%), best:    6479/10000 (64.79%), error:     10142.62598, best error:     10118.16602 on epoch:    84, epoch:   90/100, mu: 0.9852609634, learning_rate: 0.0000034767, weight_decay: 0.0000059125

epoch time: 889.0724487305s, input_fired_time: 17.9568309784, output_fired_time: 8.3912658691, propagate_forward_time: 315.4226989746, propagate_backward_time: 527.5602416992, weight_update_time: 0.8924161792, other_time: 19.7413940430
epoch time: 68.1710815430s, input_fired_time: 1.6978542805, output_fired_time: 0.0000000000, propagate_forward_time: 62.8564262390, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6168022156
validation[          , genome  6374] predictions:    6500/  10000 (65.00%), best:    6479/10000 (64.79%), error:     10185.71777, best error:     10118.16602 on epoch:    84, epoch:   91/100, mu: 0.9854989648, learning_rate: 0.0000032330, weight_decay: 0.0000056214

epoch time: 895.6923217773s, input_fired_time: 18.4348945618, output_fired_time: 8.8102588654, propagate_forward_time: 316.6189880371, propagate_backward_time: 531.3337402344, weight_update_time: 0.9604715705, other_time: 20.4945068359
epoch time: 69.7524642944s, input_fired_time: 1.7371511459, output_fired_time: 0.0000000000, propagate_forward_time: 64.3342132568, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6810989380
validation[          , genome  6374] predictions:    6505/  10000 (65.05%), best:    6479/10000 (64.79%), error:     10127.27246, best error:     10118.16602 on epoch:    84, epoch:   92/100, mu: 0.9857250452, learning_rate: 0.0000030065, weight_decay: 0.0000053447

epoch time: 898.1938476563s, input_fired_time: 19.0437736511, output_fired_time: 9.4121589661, propagate_forward_time: 316.5344848633, propagate_backward_time: 531.8588256836, weight_update_time: 0.9340857863, other_time: 21.3446044922
epoch time: 66.5398178101s, input_fired_time: 1.7000131607, output_fired_time: 0.0000000000, propagate_forward_time: 60.9748077393, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8649978638
validation[          , genome  6374] predictions:    6471/  10000 (64.71%), best:    6479/10000 (64.79%), error:     10122.59961, best error:     10118.16602 on epoch:    84, epoch:   93/100, mu: 0.9859397411, learning_rate: 0.0000027958, weight_decay: 0.0000050816

epoch time: 856.4814453125s, input_fired_time: 18.9356403351, output_fired_time: 9.0021982193, propagate_forward_time: 304.8346557617, propagate_backward_time: 501.8522338867, weight_update_time: 0.9634227157, other_time: 21.8566894531
epoch time: 67.2237548828s, input_fired_time: 1.6600515842, output_fired_time: 0.0000000000, propagate_forward_time: 61.8029060364, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7607994080
validation[          , genome  6374] predictions:    6503/  10000 (65.03%), best:    6479/10000 (64.79%), error:     10158.91504, best error:     10118.16602 on epoch:    84, epoch:   94/100, mu: 0.9861436486, learning_rate: 0.0000025998, weight_decay: 0.0000048314

epoch time: 856.2556762695s, input_fired_time: 18.8713169098, output_fired_time: 9.0751447678, propagate_forward_time: 304.9146728516, propagate_backward_time: 501.7180175781, weight_update_time: 0.9442704320, other_time: 21.6765136719
epoch time: 65.7795486450s, input_fired_time: 1.6881246567, output_fired_time: 0.0000000000, propagate_forward_time: 60.2707824707, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8206405640
validation[          , genome  6374] predictions:    6480/  10000 (64.80%), best:    6479/10000 (64.79%), error:     10135.45117, best error:     10118.16602 on epoch:    84, epoch:   95/100, mu: 0.9863373637, learning_rate: 0.0000024177, weight_decay: 0.0000045936

epoch time: 842.9664306641s, input_fired_time: 18.0042896271, output_fired_time: 8.4216594696, propagate_forward_time: 301.9391479492, propagate_backward_time: 493.8344116211, weight_update_time: 0.9209160805, other_time: 20.7669677734
epoch time: 65.1818084717s, input_fired_time: 1.5212991238, output_fired_time: 0.0000000000, propagate_forward_time: 60.0811614990, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.5793495178
validation[          , genome  6374] predictions:    6521/  10000 (65.21%), best:    6521/10000 (65.21%), error:     10107.10156, best error:     10107.10156 on epoch:    96, epoch:   96/100, mu: 0.9865213037, learning_rate: 0.0000022482, weight_decay: 0.0000043674

epoch time: 838.3898315430s, input_fired_time: 17.8222923279, output_fired_time: 8.2087774277, propagate_forward_time: 300.1531372070, propagate_backward_time: 491.2996520996, weight_update_time: 0.9330028296, other_time: 20.9059753418
epoch time: 64.9836883545s, input_fired_time: 1.5392167568, output_fired_time: 0.0000000000, propagate_forward_time: 59.8635215759, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.5809516907
validation[          , genome  6374] predictions:    6498/  10000 (64.98%), best:    6521/10000 (65.21%), error:     10123.70801, best error:     10107.10156 on epoch:    96, epoch:   97/100, mu: 0.9866960049, learning_rate: 0.0000020907, weight_decay: 0.0000041524

epoch time: 837.1436157227s, input_fired_time: 17.8015880585, output_fired_time: 8.1869506836, propagate_forward_time: 299.5713500977, propagate_backward_time: 490.8148193359, weight_update_time: 0.9263783693, other_time: 20.7689208984
epoch time: 64.5336303711s, input_fired_time: 1.5788717270, output_fired_time: 0.0000000000, propagate_forward_time: 59.1645050049, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7902526855
validation[          , genome  6374] predictions:    6476/  10000 (64.76%), best:    6521/10000 (65.21%), error:     10157.13184, best error:     10107.10156 on epoch:    96, epoch:   98/100, mu: 0.9868619442, learning_rate: 0.0000019442, weight_decay: 0.0000039480

epoch time: 828.8161010742s, input_fired_time: 17.1442089081, output_fired_time: 7.9766793251, propagate_forward_time: 296.0287780762, propagate_backward_time: 487.6894836426, weight_update_time: 0.8822621703, other_time: 19.9769287109
epoch time: 63.3410186768s, input_fired_time: 1.4066046476, output_fired_time: 0.0000000000, propagate_forward_time: 58.5165405273, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4178733826
validation[          , genome  6374] predictions:    6477/  10000 (64.77%), best:    6477/10000 (64.77%), error:     10097.47070, best error:     10097.47070 on epoch:    99, epoch:   99/100, mu: 0.9870195389, learning_rate: 0.0000018079, weight_decay: 0.0000037536

epoch time: 858.1000366211s, input_fired_time: 16.9780273438, output_fired_time: 8.0820312500, propagate_forward_time: 305.3527526855, propagate_backward_time: 508.1294250488, weight_update_time: 0.8631608486, other_time: 19.5578308105
epoch time: 67.0100326538s, input_fired_time: 1.4749288559, output_fired_time: 0.0000000000, propagate_forward_time: 62.1989707947, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3361320496
validation[          , genome  6374] predictions:    6448/  10000 (64.48%), best:    6477/10000 (64.77%), error:     10208.58789, best error:     10097.47070 on epoch:    99, epoch:  100/100, mu: 0.9871692657, learning_rate: 0.0000016812, weight_decay: 0.0000035689

evaluating best weights on full training data.
evaluting training set with running mean/variance:
epoch time: 336.5723266602s, input_fired_time: 7.4735312462, output_fired_time: 0.0000000000, propagate_forward_time: 312.1919250488, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 16.9068603516
best training[          , genome  6374] predictions:   36158/  50000 (72.32%), best:    6477/10000 (64.77%), error:     42860.62500, best error:     10097.47070 on epoch:    99, epoch:  101/100, mu: 0.9873114228, learning_rate: 0.0000015634, weight_decay: 0.0000033932
evaluating best weights on test data.
evaluting test set with running mean/variance:
epoch time: 68.1426315308s, input_fired_time: 1.4836637974, output_fired_time: 0.0000000000, propagate_forward_time: 62.9684791565, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6904869080
   testing[          , genome  6374] predictions:    6477/  10000 (64.77%), best:    6477/10000 (64.77%), error:     10097.47070, best error:     10097.47070 on epoch:    99, epoch:  101/100, mu: 0.9873114228, learning_rate: 0.0000015634, weight_decay: 0.0000033932
backpropagation finished successfully!
09:23:42 (6036): called boinc_finish(0)

</stderr_txt>
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