Nameexact_genome_1512568488_45_6457_1
Workunit2603504
Created7 Dec 2017, 19:52:46 UTC
Sent7 Dec 2017, 19:56:03 UTC
Report deadline14 Dec 2017, 2:12:31 UTC
Received9 Dec 2017, 6:30:00 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID57938
Run time3 hours 32 min 31 sec
CPU time3 hours 28 min 46 sec
Validate stateValid
Credit1,565.36
Device peak FLOPS2.90 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size152.92 MB
Peak swap size157.50 MB
Peak disk usage1.90 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
.5091142654, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5084390640
validation[          , genome  6457] predictions:    9688/  10000 (96.88%), best:    9708/10000 (97.08%), error:      1051.19873, best error:      1013.36041 on epoch:    13, epoch:   14/100, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 114.6821975708s, input_fired_time: 1.0242543221, output_fired_time: 1.0333999395, propagate_forward_time: 42.7310791016, propagate_backward_time: 67.0469360352, weight_update_time: 0.1814587563, other_time: 2.8465270996
epoch time: 9.0012063980s, input_fired_time: 0.1267057806, output_fired_time: 0.0000000000, propagate_forward_time: 8.3805074692, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4939928055
validation[          , genome  6457] predictions:    9681/  10000 (96.81%), best:    9708/10000 (97.08%), error:      1087.48767, best error:      1013.36041 on epoch:    13, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 114.5018997192s, input_fired_time: 1.0190920830, output_fired_time: 1.0352529287, propagate_forward_time: 42.7408180237, propagate_backward_time: 66.9059219360, weight_update_time: 0.1814350486, other_time: 2.8008193970
epoch time: 9.2552261353s, input_fired_time: 0.1277889758, output_fired_time: 0.0000000000, propagate_forward_time: 8.6237049103, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5037326813
validation[          , genome  6457] predictions:    9678/  10000 (96.78%), best:    9708/10000 (97.08%), error:      1110.11145, best error:      1013.36041 on epoch:    13, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 114.2707443237s, input_fired_time: 1.0162392855, output_fired_time: 1.0309600830, propagate_forward_time: 42.5930595398, propagate_backward_time: 66.8384323120, weight_update_time: 0.1792012006, other_time: 2.7920455933
epoch time: 9.2504005432s, input_fired_time: 0.1292694956, output_fired_time: 0.0000000000, propagate_forward_time: 8.6161184311, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5050125122
validation[          , genome  6457] predictions:    9650/  10000 (96.50%), best:    9708/10000 (97.08%), error:      1163.96521, best error:      1013.36041 on epoch:    13, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 114.9067230225s, input_fired_time: 1.0149818659, output_fired_time: 1.0326143503, propagate_forward_time: 42.9122467041, propagate_backward_time: 67.1608428955, weight_update_time: 0.1773221195, other_time: 2.7860336304
epoch time: 9.0764989853s, input_fired_time: 0.1280215681, output_fired_time: 0.0000000000, propagate_forward_time: 8.4481496811, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5003280640
validation[          , genome  6457] predictions:    9707/  10000 (97.07%), best:    9708/10000 (97.08%), error:      1020.90247, best error:      1013.36041 on epoch:    13, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 115.2739868164s, input_fired_time: 1.0276246071, output_fired_time: 1.0305869579, propagate_forward_time: 43.2504005432, propagate_backward_time: 67.1687164307, weight_update_time: 0.1815984994, other_time: 2.7966613770
epoch time: 9.5509281158s, input_fired_time: 0.1330589056, output_fired_time: 0.0000000000, propagate_forward_time: 8.9088373184, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5090322495
validation[          , genome  6457] predictions:    9671/  10000 (96.71%), best:    9708/10000 (97.08%), error:      1097.48511, best error:      1013.36041 on epoch:    13, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 112.8731155396s, input_fired_time: 1.0191729069, output_fired_time: 1.0355070829, propagate_forward_time: 41.7766647339, propagate_backward_time: 66.1840820313, weight_update_time: 0.1800688058, other_time: 2.8576889038
epoch time: 8.5485935211s, input_fired_time: 0.1222263649, output_fired_time: 0.0000000000, propagate_forward_time: 7.9472832680, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4790835381
validation[          , genome  6457] predictions:    9694/  10000 (96.94%), best:    9708/10000 (97.08%), error:      1015.69916, best error:      1013.36041 on epoch:    13, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 114.6881484985s, input_fired_time: 1.0260012150, output_fired_time: 1.0310114622, propagate_forward_time: 42.8446121216, propagate_backward_time: 66.9729843140, weight_update_time: 0.1804821491, other_time: 2.8135375977
epoch time: 9.1835908890s, input_fired_time: 0.1284620762, output_fired_time: 0.0000000000, propagate_forward_time: 8.5588788986, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4962501526
validation[          , genome  6457] predictions:    9694/  10000 (96.94%), best:    9708/10000 (97.08%), error:      1072.19531, best error:      1013.36041 on epoch:    13, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 113.4731903076s, input_fired_time: 1.0220826864, output_fired_time: 1.0259793997, propagate_forward_time: 42.2037048340, propagate_backward_time: 66.3746109009, weight_update_time: 0.1792020202, other_time: 2.8468170166
epoch time: 9.1798553467s, input_fired_time: 0.1280470192, output_fired_time: 0.0000000000, propagate_forward_time: 8.5601835251, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4916248322
validation[          , genome  6457] predictions:    9728/  10000 (97.28%), best:    9728/10000 (97.28%), error:       945.93610, best error:       945.93610 on epoch:    22, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 112.5420761108s, input_fired_time: 1.0196902752, output_fired_time: 1.0187369585, propagate_forward_time: 41.8029861450, propagate_backward_time: 65.8440704346, weight_update_time: 0.1776778102, other_time: 2.8565902710
epoch time: 8.6152553558s, input_fired_time: 0.1273217201, output_fired_time: 0.0000000000, propagate_forward_time: 7.9669589996, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5209751129
validation[          , genome  6457] predictions:    9673/  10000 (96.73%), best:    9728/10000 (97.28%), error:      1081.38989, best error:       945.93610 on epoch:    22, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 114.7103271484s, input_fired_time: 1.0224652290, output_fired_time: 1.0334961414, propagate_forward_time: 42.7110595703, propagate_backward_time: 67.1427764893, weight_update_time: 0.1785035729, other_time: 2.8005294800
epoch time: 9.2193670273s, input_fired_time: 0.1299751252, output_fired_time: 0.0000000000, propagate_forward_time: 8.5887813568, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5006103516
validation[          , genome  6457] predictions:    9685/  10000 (96.85%), best:    9728/10000 (97.28%), error:       976.20270, best error:       945.93610 on epoch:    22, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 115.3844757080s, input_fired_time: 1.0345412493, output_fired_time: 1.0436060429, propagate_forward_time: 43.0601272583, propagate_backward_time: 67.4202117920, weight_update_time: 0.1788395792, other_time: 2.8259887695
epoch time: 8.9846725464s, input_fired_time: 0.1282840818, output_fired_time: 0.0000000000, propagate_forward_time: 8.3639659882, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4924221039
validation[          , genome  6457] predictions:    9668/  10000 (96.68%), best:    9728/10000 (97.28%), error:      1119.77991, best error:       945.93610 on epoch:    22, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 112.9570312500s, input_fired_time: 1.0200097561, output_fired_time: 1.0199644566, propagate_forward_time: 42.0705718994, propagate_backward_time: 66.0434265137, weight_update_time: 0.1773498505, other_time: 2.8030548096
epoch time: 8.5491399765s, input_fired_time: 0.1271360368, output_fired_time: 0.0000000000, propagate_forward_time: 7.8864812851, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5355224609
validation[          , genome  6457] predictions:    9673/  10000 (96.73%), best:    9728/10000 (97.28%), error:      1092.11816, best error:       945.93610 on epoch:    22, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 114.9495162964s, input_fired_time: 1.0335296392, output_fired_time: 1.0271903276, propagate_forward_time: 42.9420394897, propagate_backward_time: 67.1088943481, weight_update_time: 0.1797028929, other_time: 2.8378601074
epoch time: 9.1557044983s, input_fired_time: 0.1297805905, output_fired_time: 0.0000000000, propagate_forward_time: 8.5237865448, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5021371841
validation[          , genome  6457] predictions:    9688/  10000 (96.88%), best:    9728/10000 (97.28%), error:      1069.60059, best error:       945.93610 on epoch:    22, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 114.6504058838s, input_fired_time: 1.0265544653, output_fired_time: 1.0383450985, propagate_forward_time: 42.6717910767, propagate_backward_time: 67.0714797974, weight_update_time: 0.1799839735, other_time: 2.8422317505
epoch time: 8.8566474915s, input_fired_time: 0.1293994337, output_fired_time: 0.0000000000, propagate_forward_time: 8.2077922821, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5194559097
validation[          , genome  6457] predictions:    9668/  10000 (96.68%), best:    9728/10000 (97.28%), error:      1089.83435, best error:       945.93610 on epoch:    22, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 114.7264480591s, input_fired_time: 1.0287394524, output_fired_time: 1.0329543352, propagate_forward_time: 42.8729591370, propagate_backward_time: 66.9689254761, weight_update_time: 0.1803357303, other_time: 2.8228683472
epoch time: 9.0186367035s, input_fired_time: 0.1276470721, output_fired_time: 0.0000000000, propagate_forward_time: 8.3990869522, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4919023514
validation[          , genome  6457] predictions:    9703/  10000 (97.03%), best:    9728/10000 (97.28%), error:      1025.82593, best error:       945.93610 on epoch:    22, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 115.3398132324s, input_fired_time: 1.0460147858, output_fired_time: 1.0382436514, propagate_forward_time: 43.0245628357, propagate_backward_time: 67.3243331909, weight_update_time: 0.1838037521, other_time: 2.9066543579
epoch time: 9.2255725861s, input_fired_time: 0.1291802526, output_fired_time: 0.0000000000, propagate_forward_time: 8.5943775177, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5020151138
validation[          , genome  6457] predictions:    9686/  10000 (96.86%), best:    9728/10000 (97.28%), error:      1003.13379, best error:       945.93610 on epoch:    22, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 114.5368499756s, input_fired_time: 1.0360294580, output_fired_time: 1.0341156721, propagate_forward_time: 42.6218681335, propagate_backward_time: 66.9727859497, weight_update_time: 0.1810561270, other_time: 2.8720474243
epoch time: 8.9570293427s, input_fired_time: 0.1267870218, output_fired_time: 0.0000000000, propagate_forward_time: 8.3432579041, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4869842529
validation[          , genome  6457] predictions:    9680/  10000 (96.80%), best:    9728/10000 (97.28%), error:      1034.21155, best error:       945.93610 on epoch:    22, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 115.1247329712s, input_fired_time: 1.0307636261, output_fired_time: 1.0355464220, propagate_forward_time: 43.0059661865, propagate_backward_time: 67.2725372314, weight_update_time: 0.1785974652, other_time: 2.7799224854
epoch time: 9.3526468277s, input_fired_time: 0.1309745014, output_fired_time: 0.0000000000, propagate_forward_time: 8.7056407928, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5160312653
validation[          , genome  6457] predictions:    9621/  10000 (96.21%), best:    9728/10000 (97.28%), error:      1338.28467, best error:       945.93610 on epoch:    22, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 113.8114471436s, input_fired_time: 1.0287586451, output_fired_time: 1.0344992876, propagate_forward_time: 42.1856651306, propagate_backward_time: 66.6723251343, weight_update_time: 0.1798590273, other_time: 2.8902053833
epoch time: 9.2990312576s, input_fired_time: 0.1326388419, output_fired_time: 0.0000000000, propagate_forward_time: 8.6598119736, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5065803528
validation[          , genome  6457] predictions:    9615/  10000 (96.15%), best:    9728/10000 (97.28%), error:      1251.96765, best error:       945.93610 on epoch:    22, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 114.0226669312s, input_fired_time: 1.0240824223, output_fired_time: 1.0325822830, propagate_forward_time: 42.4134101868, propagate_backward_time: 66.7581710815, weight_update_time: 0.1776916832, other_time: 2.7944107056
epoch time: 9.3412609100s, input_fired_time: 0.1312410235, output_fired_time: 0.0000000000, propagate_forward_time: 8.7189025879, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4911174774
validation[          , genome  6457] predictions:    9756/  10000 (97.56%), best:    9756/10000 (97.56%), error:       838.53552, best error:       838.53552 on epoch:    34, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 115.2140655518s, input_fired_time: 1.0344367027, output_fired_time: 1.0372209549, propagate_forward_time: 43.0566062927, propagate_backward_time: 67.2666015625, weight_update_time: 0.1809900552, other_time: 2.8191986084
epoch time: 9.2694797516s, input_fired_time: 0.1306142956, output_fired_time: 0.0000000000, propagate_forward_time: 8.6266431808, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5122222900
validation[          , genome  6457] predictions:    9681/  10000 (96.81%), best:    9756/10000 (97.56%), error:      1049.64404, best error:       838.53552 on epoch:    34, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 116.2736129761s, input_fired_time: 1.0488051176, output_fired_time: 1.0479813814, propagate_forward_time: 43.4450454712, propagate_backward_time: 67.8834991455, weight_update_time: 0.1827197671, other_time: 2.8482818604
epoch time: 9.3954706192s, input_fired_time: 0.1302916408, output_fired_time: 0.0000000000, propagate_forward_time: 8.7758531570, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4893255234
validation[          , genome  6457] predictions:    9692/  10000 (96.92%), best:    9756/10000 (97.56%), error:      1050.76453, best error:       838.53552 on epoch:    34, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 114.6581878662s, input_fired_time: 1.0299687386, output_fired_time: 1.0363792181, propagate_forward_time: 42.7347869873, propagate_backward_time: 67.0312957764, weight_update_time: 0.1802818328, other_time: 2.8257598877
epoch time: 9.6133861542s, input_fired_time: 0.1354377866, output_fired_time: 0.0000000000, propagate_forward_time: 8.9698314667, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5081167221
validation[          , genome  6457] predictions:    9718/  10000 (97.18%), best:    9756/10000 (97.56%), error:       932.88251, best error:       838.53552 on epoch:    34, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 112.2394332886s, input_fired_time: 1.0255823135, output_fired_time: 1.0173664093, propagate_forward_time: 41.5704154968, propagate_backward_time: 65.7323455811, weight_update_time: 0.1790428311, other_time: 2.8937225342
epoch time: 9.3008003235s, input_fired_time: 0.1315257251, output_fired_time: 0.0000000000, propagate_forward_time: 8.6811208725, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4881534576
validation[          , genome  6457] predictions:    9733/  10000 (97.33%), best:    9756/10000 (97.56%), error:       863.75891, best error:       838.53552 on epoch:    34, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 112.9438247681s, input_fired_time: 1.0265429020, output_fired_time: 1.0264133215, propagate_forward_time: 41.7413368225, propagate_backward_time: 66.2630844116, weight_update_time: 0.1776728183, other_time: 2.8864517212
epoch time: 9.2635335922s, input_fired_time: 0.1310767233, output_fired_time: 0.0000000000, propagate_forward_time: 8.6310710907, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5013856888
validation[          , genome  6457] predictions:    9722/  10000 (97.22%), best:    9756/10000 (97.56%), error:       941.96057, best error:       838.53552 on epoch:    34, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 114.0333328247s, input_fired_time: 1.0306575298, output_fired_time: 1.0239112377, propagate_forward_time: 42.5758628845, propagate_backward_time: 66.6113052368, weight_update_time: 0.1765969247, other_time: 2.7916030884
epoch time: 9.8689012527s, input_fired_time: 0.1367228478, output_fired_time: 0.0000000000, propagate_forward_time: 9.2090759277, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5231027603
validation[          , genome  6457] predictions:    9750/  10000 (97.50%), best:    9750/10000 (97.50%), error:       830.40399, best error:       830.40399 on epoch:    40, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 115.0101089478s, input_fired_time: 1.0350521803, output_fired_time: 1.0360860825, propagate_forward_time: 42.9491348267, propagate_backward_time: 67.1927642822, weight_update_time: 0.1777832657, other_time: 2.7970733643
epoch time: 8.9589290619s, input_fired_time: 0.1362349838, output_fired_time: 0.0000000000, propagate_forward_time: 8.2954931259, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5272006989
validation[          , genome  6457] predictions:    9698/  10000 (96.98%), best:    9750/10000 (97.50%), error:       992.66058, best error:       830.40399 on epoch:    40, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 115.2452239990s, input_fired_time: 1.0313682556, output_fired_time: 1.0394263268, propagate_forward_time: 43.0768280029, propagate_backward_time: 67.2620239258, weight_update_time: 0.1792025119, other_time: 2.8355712891
epoch time: 9.1715908051s, input_fired_time: 0.1320256442, output_fired_time: 0.0000000000, propagate_forward_time: 8.5346832275, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5048818588
validation[          , genome  6457] predictions:    9730/  10000 (97.30%), best:    9750/10000 (97.50%), error:       904.63446, best error:       830.40399 on epoch:    40, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 115.6180725098s, input_fired_time: 1.0424666405, output_fired_time: 1.0457262993, propagate_forward_time: 43.2246971130, propagate_backward_time: 67.4639053345, weight_update_time: 0.1821407825, other_time: 2.8412857056
epoch time: 9.2666130066s, input_fired_time: 0.1342697442, output_fired_time: 0.0000000000, propagate_forward_time: 8.6240539551, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5082893372
validation[          , genome  6457] predictions:    9742/  10000 (97.42%), best:    9750/10000 (97.50%), error:       858.19208, best error:       830.40399 on epoch:    40, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 114.3000335693s, input_fired_time: 1.0391278267, output_fired_time: 1.0405108929, propagate_forward_time: 42.4312553406, propagate_backward_time: 66.8355178833, weight_update_time: 0.1807285249, other_time: 2.9536209106
epoch time: 9.8341741562s, input_fired_time: 0.1388268024, output_fired_time: 0.0000000000, propagate_forward_time: 9.1733417511, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5220060349
validation[          , genome  6457] predictions:    9695/  10000 (96.95%), best:    9750/10000 (97.50%), error:       996.00513, best error:       830.40399 on epoch:    40, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 114.3780212402s, input_fired_time: 1.0340797901, output_fired_time: 1.0381914377, propagate_forward_time: 42.5839996338, propagate_backward_time: 66.9049377441, weight_update_time: 0.1794979274, other_time: 2.8168106079
epoch time: 9.1746845245s, input_fired_time: 0.1328191757, output_fired_time: 0.0000000000, propagate_forward_time: 8.5363092422, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5055561066
validation[          , genome  6457] predictions:    9710/  10000 (97.10%), best:    9750/10000 (97.50%), error:       975.40466, best error:       830.40399 on epoch:    40, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 113.8892517090s, input_fired_time: 1.0295442343, output_fired_time: 1.0303977728, propagate_forward_time: 42.2275352478, propagate_backward_time: 66.7154006958, weight_update_time: 0.1805864573, other_time: 2.8863754272
epoch time: 9.1847248077s, input_fired_time: 0.1300871968, output_fired_time: 0.0000000000, propagate_forward_time: 8.5599527359, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4946851730
validation[          , genome  6457] predictions:    9719/  10000 (97.19%), best:    9750/10000 (97.50%), error:       938.18372, best error:       830.40399 on epoch:    40, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 113.5919494629s, input_fired_time: 1.0300102234, output_fired_time: 1.0238038301, propagate_forward_time: 42.2989959717, propagate_backward_time: 66.4314956665, weight_update_time: 0.1765919179, other_time: 2.8076400757
epoch time: 8.8859081268s, input_fired_time: 0.1294649839, output_fired_time: 0.0000000000, propagate_forward_time: 8.2579421997, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4985008240
validation[          , genome  6457] predictions:    9646/  10000 (96.46%), best:    9750/10000 (97.50%), error:      1134.23254, best error:       830.40399 on epoch:    40, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 115.9003448486s, input_fired_time: 1.0423103571, output_fired_time: 1.0407973528, propagate_forward_time: 43.3992347717, propagate_backward_time: 67.5932693481, weight_update_time: 0.1810410619, other_time: 2.8247299194
epoch time: 9.2254400253s, input_fired_time: 0.1288767308, output_fired_time: 0.0000000000, propagate_forward_time: 8.6072473526, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4893159866
validation[          , genome  6457] predictions:    9734/  10000 (97.34%), best:    9750/10000 (97.50%), error:       917.66858, best error:       830.40399 on epoch:    40, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 114.8093643188s, input_fired_time: 1.0324561596, output_fired_time: 1.0336296558, propagate_forward_time: 42.8219528198, propagate_backward_time: 67.0952453613, weight_update_time: 0.1790012121, other_time: 2.8260803223
epoch time: 9.2222557068s, input_fired_time: 0.1308910400, output_fired_time: 0.0000000000, propagate_forward_time: 8.5936622620, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4977025986
validation[          , genome  6457] predictions:    9745/  10000 (97.45%), best:    9750/10000 (97.50%), error:       874.86578, best error:       830.40399 on epoch:    40, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 114.5255355835s, input_fired_time: 1.0325590372, output_fired_time: 1.0338288546, propagate_forward_time: 42.6393013000, propagate_backward_time: 66.9642105103, weight_update_time: 0.1781615615, other_time: 2.8556289673
epoch time: 9.4079647064s, input_fired_time: 0.1303603649, output_fired_time: 0.0000000000, propagate_forward_time: 8.7714958191, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5061082840
validation[          , genome  6457] predictions:    9674/  10000 (96.74%), best:    9750/10000 (97.50%), error:      1108.69006, best error:       830.40399 on epoch:    40, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 115.1779479980s, input_fired_time: 1.0416430235, output_fired_time: 1.0321707726, propagate_forward_time: 43.0296554565, propagate_backward_time: 67.2580490112, weight_update_time: 0.1802960485, other_time: 2.8164291382
epoch time: 9.3156948090s, input_fired_time: 0.1334766895, output_fired_time: 0.0000000000, propagate_forward_time: 8.6702938080, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5119247437
validation[          , genome  6457] predictions:    9757/  10000 (97.57%), best:    9750/10000 (97.50%), error:       838.22095, best error:       830.40399 on epoch:    40, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 115.4058456421s, input_fired_time: 1.0424705744, output_fired_time: 1.0362925529, propagate_forward_time: 43.1300239563, propagate_backward_time: 67.3794250488, weight_update_time: 0.1784798354, other_time: 2.8176269531
epoch time: 9.2853584290s, input_fired_time: 0.1338278651, output_fired_time: 0.0000000000, propagate_forward_time: 8.6530504227, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4984798431
validation[          , genome  6457] predictions:    9748/  10000 (97.48%), best:    9748/10000 (97.48%), error:       829.14545, best error:       829.14545 on epoch:    52, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 115.1239242554s, input_fired_time: 1.0471972227, output_fired_time: 1.0384025574, propagate_forward_time: 42.9116706848, propagate_backward_time: 67.2611160278, weight_update_time: 0.1789213717, other_time: 2.8655471802
epoch time: 9.1118640900s, input_fired_time: 0.1290436834, output_fired_time: 0.0000000000, propagate_forward_time: 8.4904861450, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4923343658
validation[          , genome  6457] predictions:    9761/  10000 (97.61%), best:    9748/10000 (97.48%), error:       853.54059, best error:       829.14545 on epoch:    52, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 114.8186950684s, input_fired_time: 1.0395157337, output_fired_time: 1.0395148993, propagate_forward_time: 42.7643089294, propagate_backward_time: 67.1603393555, weight_update_time: 0.1796649098, other_time: 2.8150177002
epoch time: 8.9447317123s, input_fired_time: 0.1301701963, output_fired_time: 0.0000000000, propagate_forward_time: 8.3069086075, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5076532364
validation[          , genome  6457] predictions:    9727/  10000 (97.27%), best:    9748/10000 (97.48%), error:       932.86438, best error:       829.14545 on epoch:    52, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 114.3632888794s, input_fired_time: 1.0399903059, output_fired_time: 1.0328203440, propagate_forward_time: 42.6042060852, propagate_backward_time: 66.8333587646, weight_update_time: 0.1802830547, other_time: 2.8529052734
epoch time: 8.3250579834s, input_fired_time: 0.1363671422, output_fired_time: 0.0000000000, propagate_forward_time: 7.6046872139, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5840039253
validation[          , genome  6457] predictions:    9731/  10000 (97.31%), best:    9748/10000 (97.48%), error:       906.50592, best error:       829.14545 on epoch:    52, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 114.8370513916s, input_fired_time: 1.0478780270, output_fired_time: 1.0357843637, propagate_forward_time: 42.8490905762, propagate_backward_time: 67.0401153564, weight_update_time: 0.1803264022, other_time: 2.8641891479
epoch time: 8.6487150192s, input_fired_time: 0.1282357872, output_fired_time: 0.0000000000, propagate_forward_time: 8.0166473389, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5038318634
validation[          , genome  6457] predictions:    9733/  10000 (97.33%), best:    9748/10000 (97.48%), error:       871.02637, best error:       829.14545 on epoch:    52, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 115.4410552979s, input_fired_time: 1.0397603512, output_fired_time: 1.0373215675, propagate_forward_time: 43.1483306885, propagate_backward_time: 67.4040374756, weight_update_time: 0.1796305329, other_time: 2.8116073608
epoch time: 9.4197120667s, input_fired_time: 0.1342429817, output_fired_time: 0.0000000000, propagate_forward_time: 8.7786436081, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5068254471
validation[          , genome  6457] predictions:    9717/  10000 (97.17%), best:    9748/10000 (97.48%), error:       944.53589, best error:       829.14545 on epoch:    52, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 116.3085403442s, input_fired_time: 1.0567409992, output_fired_time: 1.0455217361, propagate_forward_time: 43.4471817017, propagate_backward_time: 67.9056854248, weight_update_time: 0.1817792207, other_time: 2.8534088135
epoch time: 9.4966239929s, input_fired_time: 0.1406791657, output_fired_time: 0.0000000000, propagate_forward_time: 8.8362998962, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5196447372
validation[          , genome  6457] predictions:    9729/  10000 (97.29%), best:    9748/10000 (97.48%), error:       952.52063, best error:       829.14545 on epoch:    52, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 113.1633605957s, input_fired_time: 1.0369250774, output_fired_time: 1.0311650038, propagate_forward_time: 42.0414619446, propagate_backward_time: 66.1812286377, weight_update_time: 0.1792962104, other_time: 2.8725738525
epoch time: 9.1867589951s, input_fired_time: 0.1318595707, output_fired_time: 0.0000000000, propagate_forward_time: 8.5611162186, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4937829971
validation[          , genome  6457] predictions:    9737/  10000 (97.37%), best:    9748/10000 (97.48%), error:       882.31940, best error:       829.14545 on epoch:    52, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 114.3240051270s, input_fired_time: 1.0509310961, output_fired_time: 1.0381376743, propagate_forward_time: 42.4087905884, propagate_backward_time: 66.9253311157, weight_update_time: 0.1812029630, other_time: 2.9008102417
epoch time: 9.2446107864s, input_fired_time: 0.1314896196, output_fired_time: 0.0000000000, propagate_forward_time: 8.6238727570, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4892482758
validation[          , genome  6457] predictions:    9700/  10000 (97.00%), best:    9748/10000 (97.48%), error:      1006.01416, best error:       829.14545 on epoch:    52, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 114.2552871704s, input_fired_time: 1.0368578434, output_fired_time: 1.0268188715, propagate_forward_time: 42.6543693542, propagate_backward_time: 66.7528610229, weight_update_time: 0.1767610908, other_time: 2.7843856812
epoch time: 9.3864688873s, input_fired_time: 0.1331423074, output_fired_time: 0.0000000000, propagate_forward_time: 8.7457962036, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5075302124
validation[          , genome  6457] predictions:    9738/  10000 (97.38%), best:    9748/10000 (97.48%), error:       871.72772, best error:       829.14545 on epoch:    52, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 115.0438232422s, input_fired_time: 1.0487301350, output_fired_time: 1.0414965153, propagate_forward_time: 42.8990440369, propagate_backward_time: 67.2095489502, weight_update_time: 0.1830995083, other_time: 2.8450012207
epoch time: 9.2995882034s, input_fired_time: 0.1328026801, output_fired_time: 0.0000000000, propagate_forward_time: 8.6708164215, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4959688187
validation[          , genome  6457] predictions:    9706/  10000 (97.06%), best:    9748/10000 (97.48%), error:       993.07086, best error:       829.14545 on epoch:    52, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 114.9810638428s, input_fired_time: 1.0444277525, output_fired_time: 1.0337631702, propagate_forward_time: 42.9585494995, propagate_backward_time: 67.1320800781, weight_update_time: 0.1782646626, other_time: 2.8122482300
epoch time: 8.9438390732s, input_fired_time: 0.1306089610, output_fired_time: 0.0000000000, propagate_forward_time: 8.2976703644, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5155601501
validation[          , genome  6457] predictions:    9656/  10000 (96.56%), best:    9748/10000 (97.48%), error:      1138.02881, best error:       829.14545 on epoch:    52, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 115.6291580200s, input_fired_time: 1.0636787415, output_fired_time: 1.0401886702, propagate_forward_time: 43.1485061646, propagate_backward_time: 67.5185241699, weight_update_time: 0.1822383851, other_time: 2.8582534790
epoch time: 9.2294282913s, input_fired_time: 0.1320225149, output_fired_time: 0.0000000000, propagate_forward_time: 8.5986576080, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4987478256
validation[          , genome  6457] predictions:    9727/  10000 (97.27%), best:    9748/10000 (97.48%), error:       924.59259, best error:       829.14545 on epoch:    52, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 115.2244415283s, input_fired_time: 1.0414316654, output_fired_time: 1.0347175598, propagate_forward_time: 43.0875854492, propagate_backward_time: 67.2728576660, weight_update_time: 0.1780492514, other_time: 2.7878417969
epoch time: 9.2191267014s, input_fired_time: 0.1321568042, output_fired_time: 0.0000000000, propagate_forward_time: 8.5953168869, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4916534424
validation[          , genome  6457] predictions:    9746/  10000 (97.46%), best:    9748/10000 (97.48%), error:       887.81195, best error:       829.14545 on epoch:    52, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 113.2859420776s, input_fired_time: 1.0391927958, output_fired_time: 1.0308679342, propagate_forward_time: 41.9539222717, propagate_backward_time: 66.4244613647, weight_update_time: 0.1783981025, other_time: 2.8375015259
epoch time: 9.3316831589s, input_fired_time: 0.1322269589, output_fired_time: 0.0000000000, propagate_forward_time: 8.7024459839, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4970102310
validation[          , genome  6457] predictions:    9685/  10000 (96.85%), best:    9748/10000 (97.48%), error:      1037.65112, best error:       829.14545 on epoch:    52, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 113.5151138306s, input_fired_time: 1.0336761475, output_fired_time: 1.0374888182, propagate_forward_time: 42.0621604919, propagate_backward_time: 66.5231170654, weight_update_time: 0.1810475886, other_time: 2.8586730957
epoch time: 9.3760557175s, input_fired_time: 0.1350410581, output_fired_time: 0.0000000000, propagate_forward_time: 8.7310638428, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5099506378
validation[          , genome  6457] predictions:    9708/  10000 (97.08%), best:    9748/10000 (97.48%), error:      1000.70020, best error:       829.14545 on epoch:    52, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 115.1134185791s, input_fired_time: 1.0495994091, output_fired_time: 1.0397355556, propagate_forward_time: 42.9155693054, propagate_backward_time: 67.2489624023, weight_update_time: 0.1795261502, other_time: 2.8595581055
epoch time: 7.9538111687s, input_fired_time: 0.1293355525, output_fired_time: 0.0000000000, propagate_forward_time: 7.2718405724, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5526351929
validation[          , genome  6457] predictions:    9751/  10000 (97.51%), best:    9748/10000 (97.48%), error:       865.95508, best error:       829.14545 on epoch:    52, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 114.6184005737s, input_fired_time: 1.0467730761, output_fired_time: 1.0332188606, propagate_forward_time: 42.6630325317, propagate_backward_time: 67.0003051758, weight_update_time: 0.1801862121, other_time: 2.8750686646
epoch time: 9.4056997299s, input_fired_time: 0.1343732923, output_fired_time: 0.0000000000, propagate_forward_time: 8.7738466263, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4974794388
validation[          , genome  6457] predictions:    9705/  10000 (97.05%), best:    9748/10000 (97.48%), error:       919.56970, best error:       829.14545 on epoch:    52, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 114.1183776855s, input_fired_time: 1.0425462723, output_fired_time: 1.0276007652, propagate_forward_time: 42.3876113892, propagate_backward_time: 66.7933959961, weight_update_time: 0.1795556396, other_time: 2.8672180176
epoch time: 9.2216243744s, input_fired_time: 0.1329044700, output_fired_time: 0.0000000000, propagate_forward_time: 8.5788249969, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5098953247
validation[          , genome  6457] predictions:    9651/  10000 (96.51%), best:    9748/10000 (97.48%), error:      1227.97729, best error:       829.14545 on epoch:    52, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 116.3491744995s, input_fired_time: 1.0636594296, output_fired_time: 1.0422341824, propagate_forward_time: 43.5153694153, propagate_backward_time: 67.8921203613, weight_update_time: 0.1820996553, other_time: 2.8357849121
epoch time: 9.3520193100s, input_fired_time: 0.1344849169, output_fired_time: 0.0000000000, propagate_forward_time: 8.7208833694, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4966506958
validation[          , genome  6457] predictions:    9689/  10000 (96.89%), best:    9748/10000 (97.48%), error:      1071.32251, best error:       829.14545 on epoch:    52, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 115.2443618774s, input_fired_time: 1.0513736010, output_fired_time: 1.0394238234, propagate_forward_time: 43.0798225403, propagate_backward_time: 67.2452850342, weight_update_time: 0.1798933744, other_time: 2.8284606934
epoch time: 9.4129209518s, input_fired_time: 0.1356962323, output_fired_time: 0.0000000000, propagate_forward_time: 8.7725839615, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5046405792
validation[          , genome  6457] predictions:    9753/  10000 (97.53%), best:    9748/10000 (97.48%), error:       844.20764, best error:       829.14545 on epoch:    52, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 114.8583374023s, input_fired_time: 1.0524281263, output_fired_time: 1.0389127731, propagate_forward_time: 42.8243026733, propagate_backward_time: 67.0806198120, weight_update_time: 0.1803825796, other_time: 2.8620758057
epoch time: 9.2829599380s, input_fired_time: 0.1309535503, output_fired_time: 0.0000000000, propagate_forward_time: 8.6414918900, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5105142593
validation[          , genome  6457] predictions:    9721/  10000 (97.21%), best:    9748/10000 (97.48%), error:       948.28931, best error:       829.14545 on epoch:    52, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 115.2171401978s, input_fired_time: 1.0526064634, output_fired_time: 1.0406029224, propagate_forward_time: 42.9191894531, propagate_backward_time: 67.3278884888, weight_update_time: 0.1831596345, other_time: 2.8768539429
epoch time: 9.2539825439s, input_fired_time: 0.1310481876, output_fired_time: 0.0000000000, propagate_forward_time: 8.6294040680, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4935302734
validation[          , genome  6457] predictions:    9715/  10000 (97.15%), best:    9748/10000 (97.48%), error:       935.93909, best error:       829.14545 on epoch:    52, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 116.1780090332s, input_fired_time: 1.0809590816, output_fired_time: 1.0519573689, propagate_forward_time: 43.2095756531, propagate_backward_time: 67.9360885620, weight_update_time: 0.1826374233, other_time: 2.8994369507
epoch time: 8.3235788345s, input_fired_time: 0.1320787072, output_fired_time: 0.0000000000, propagate_forward_time: 7.6209535599, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5705461502
validation[          , genome  6457] predictions:    9767/  10000 (97.67%), best:    9748/10000 (97.48%), error:       856.75592, best error:       829.14545 on epoch:    52, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 116.5098724365s, input_fired_time: 1.0675590038, output_fired_time: 1.0445666313, propagate_forward_time: 43.6347999573, propagate_backward_time: 67.8822937012, weight_update_time: 0.1816319674, other_time: 2.8806610107
epoch time: 9.2956972122s, input_fired_time: 0.1348799169, output_fired_time: 0.0000000000, propagate_forward_time: 8.6531448364, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5076723099
validation[          , genome  6457] predictions:    9713/  10000 (97.13%), best:    9748/10000 (97.48%), error:       984.15405, best error:       829.14545 on epoch:    52, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 116.6593017578s, input_fired_time: 1.0611423254, output_fired_time: 1.0452948809, propagate_forward_time: 43.6651611328, propagate_backward_time: 68.0378723145, weight_update_time: 0.1846428663, other_time: 2.8498306274
epoch time: 9.2907934189s, input_fired_time: 0.1356172711, output_fired_time: 0.0000000000, propagate_forward_time: 8.6353511810, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5198249817
validation[          , genome  6457] predictions:    9659/  10000 (96.59%), best:    9748/10000 (97.48%), error:      1118.18506, best error:       829.14545 on epoch:    52, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 114.3080749512s, input_fired_time: 1.0407991409, output_fired_time: 1.0291508436, propagate_forward_time: 42.6484565735, propagate_backward_time: 66.7679977417, weight_update_time: 0.1785386950, other_time: 2.8216629028
epoch time: 9.3443126678s, input_fired_time: 0.1342380941, output_fired_time: 0.0000000000, propagate_forward_time: 8.7185287476, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4915456772
validation[          , genome  6457] predictions:    9608/  10000 (96.08%), best:    9748/10000 (97.48%), error:      1314.09949, best error:       829.14545 on epoch:    52, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 115.7171859741s, input_fired_time: 1.0565991402, output_fired_time: 1.0418159962, propagate_forward_time: 43.1328010559, propagate_backward_time: 67.6295928955, weight_update_time: 0.1817047894, other_time: 2.8563690186
epoch time: 9.2745122910s, input_fired_time: 0.1333570331, output_fired_time: 0.0000000000, propagate_forward_time: 8.6350727081, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5060825348
validation[          , genome  6457] predictions:    9718/  10000 (97.18%), best:    9748/10000 (97.48%), error:       981.76422, best error:       829.14545 on epoch:    52, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 114.6741485596s, input_fired_time: 1.0434151888, output_fired_time: 1.0330686569, propagate_forward_time: 42.7745323181, propagate_backward_time: 67.0041198730, weight_update_time: 0.1798684299, other_time: 2.8190155029
epoch time: 8.4165601730s, input_fired_time: 0.1346562803, output_fired_time: 0.0000000000, propagate_forward_time: 7.6967067719, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5851974487
validation[          , genome  6457] predictions:    9745/  10000 (97.45%), best:    9748/10000 (97.48%), error:       844.34613, best error:       829.14545 on epoch:    52, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 114.3253021240s, input_fired_time: 1.0525667667, output_fired_time: 1.0334731340, propagate_forward_time: 42.5888671875, propagate_backward_time: 66.8142013550, weight_update_time: 0.1781911403, other_time: 2.8361968994
epoch time: 9.2512674332s, input_fired_time: 0.1344340146, output_fired_time: 0.0000000000, propagate_forward_time: 8.6198978424, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4969358444
validation[          , genome  6457] predictions:    9656/  10000 (96.56%), best:    9748/10000 (97.48%), error:      1107.88989, best error:       829.14545 on epoch:    52, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 114.5356750488s, input_fired_time: 1.0458039045, output_fired_time: 1.0303649902, propagate_forward_time: 42.6665382385, propagate_backward_time: 66.9503936768, weight_update_time: 0.1801183075, other_time: 2.8425750732
epoch time: 9.3094081879s, input_fired_time: 0.1365585923, output_fired_time: 0.0000000000, propagate_forward_time: 8.6667375565, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5061120987
validation[          , genome  6457] predictions:    9760/  10000 (97.60%), best:    9748/10000 (97.48%), error:       837.66431, best error:       829.14545 on epoch:    52, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 114.4600448608s, input_fired_time: 1.0512523651, output_fired_time: 1.0295003653, propagate_forward_time: 42.7930793762, propagate_backward_time: 66.7501296997, weight_update_time: 0.1796935052, other_time: 2.8360824585
epoch time: 9.3621616364s, input_fired_time: 0.1368027478, output_fired_time: 0.0000000000, propagate_forward_time: 8.7113523483, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5140066147
validation[          , genome  6457] predictions:    9711/  10000 (97.11%), best:    9748/10000 (97.48%), error:       967.56781, best error:       829.14545 on epoch:    52, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 113.2407836914s, input_fired_time: 1.0468541384, output_fired_time: 1.0266104937, propagate_forward_time: 41.9014205933, propagate_backward_time: 66.3503341675, weight_update_time: 0.1785754114, other_time: 2.9155654907
epoch time: 9.4511594772s, input_fired_time: 0.1404849142, output_fired_time: 0.0000000000, propagate_forward_time: 8.7913045883, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5193700790
validation[          , genome  6457] predictions:    9737/  10000 (97.37%), best:    9748/10000 (97.48%), error:       919.02399, best error:       829.14545 on epoch:    52, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 113.8519668579s, input_fired_time: 1.0478618145, output_fired_time: 1.0339457989, propagate_forward_time: 42.2650299072, propagate_backward_time: 66.6129608154, weight_update_time: 0.1829913855, other_time: 2.8921737671
epoch time: 8.8937854767s, input_fired_time: 0.1366589963, output_fired_time: 0.0000000000, propagate_forward_time: 8.1949615479, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5621652603
validation[          , genome  6457] predictions:    9728/  10000 (97.28%), best:    9748/10000 (97.48%), error:       922.85895, best error:       829.14545 on epoch:    52, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 115.2038116455s, input_fired_time: 1.0558773279, output_fired_time: 1.0323019028, propagate_forward_time: 42.9601860046, propagate_backward_time: 67.3322982788, weight_update_time: 0.1818301082, other_time: 2.8231430054
epoch time: 9.2183284760s, input_fired_time: 0.1341871619, output_fired_time: 0.0000000000, propagate_forward_time: 8.5818681717, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5022735596
validation[          , genome  6457] predictions:    9681/  10000 (96.81%), best:    9748/10000 (97.48%), error:      1132.55884, best error:       829.14545 on epoch:    52, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 114.9520797729s, input_fired_time: 1.0481460094, output_fired_time: 1.0316358805, propagate_forward_time: 42.8613548279, propagate_backward_time: 67.1844940186, weight_update_time: 0.1820193827, other_time: 2.8264465332
epoch time: 9.2227058411s, input_fired_time: 0.1338006854, output_fired_time: 0.0000000000, propagate_forward_time: 8.5870914459, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5018138885
validation[          , genome  6457] predictions:    9751/  10000 (97.51%), best:    9748/10000 (97.48%), error:       875.01929, best error:       829.14545 on epoch:    52, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 114.5171813965s, input_fired_time: 1.0613968372, output_fired_time: 1.0375916958, propagate_forward_time: 42.4843025208, propagate_backward_time: 66.9834594727, weight_update_time: 0.1831463724, other_time: 2.9504394531
epoch time: 9.3621768951s, input_fired_time: 0.1320434064, output_fired_time: 0.0000000000, propagate_forward_time: 8.7343177795, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4958152771
validation[          , genome  6457] predictions:    9638/  10000 (96.38%), best:    9748/10000 (97.48%), error:      1203.61401, best error:       829.14545 on epoch:    52, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 115.7685089111s, input_fired_time: 1.0613570213, output_fired_time: 1.0420025587, propagate_forward_time: 43.3221511841, propagate_backward_time: 67.5323410034, weight_update_time: 0.1811437011, other_time: 2.8106613159
epoch time: 9.4652585983s, input_fired_time: 0.1385541409, output_fired_time: 0.0000000000, propagate_forward_time: 8.8160982132, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5106058121
validation[          , genome  6457] predictions:    9736/  10000 (97.36%), best:    9748/10000 (97.48%), error:       895.36761, best error:       829.14545 on epoch:    52, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 114.2381973267s, input_fired_time: 1.0488305092, output_fired_time: 1.0363917351, propagate_forward_time: 42.4258117676, propagate_backward_time: 66.8721160889, weight_update_time: 0.1802313179, other_time: 2.8550491333
epoch time: 9.3425626755s, input_fired_time: 0.1385394186, output_fired_time: 0.0000000000, propagate_forward_time: 8.7000675201, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5039558411
validation[          , genome  6457] predictions:    9742/  10000 (97.42%), best:    9748/10000 (97.48%), error:       901.90845, best error:       829.14545 on epoch:    52, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 115.9196548462s, input_fired_time: 1.0745921135, output_fired_time: 1.0423696041, propagate_forward_time: 43.2915916443, propagate_backward_time: 67.6447753906, weight_update_time: 0.1840041578, other_time: 2.8663330078
epoch time: 9.2689657211s, input_fired_time: 0.1373436749, output_fired_time: 0.0000000000, propagate_forward_time: 8.6248483658, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5067739487
validation[          , genome  6457] predictions:    9752/  10000 (97.52%), best:    9748/10000 (97.48%), error:       884.07324, best error:       829.14545 on epoch:    52, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 114.2838592529s, input_fired_time: 1.0570385456, output_fired_time: 1.0343167782, propagate_forward_time: 42.5092048645, propagate_backward_time: 66.8417282104, weight_update_time: 0.1781508625, other_time: 2.8415756226
epoch time: 9.1898355484s, input_fired_time: 0.1341778487, output_fired_time: 0.0000000000, propagate_forward_time: 8.5660028458, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4896545410
validation[          , genome  6457] predictions:    9742/  10000 (97.42%), best:    9748/10000 (97.48%), error:       879.49768, best error:       829.14545 on epoch:    52, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 112.9739303589s, input_fired_time: 1.0409166813, output_fired_time: 1.0266839266, propagate_forward_time: 41.9836540222, propagate_backward_time: 66.1131439209, weight_update_time: 0.1787846684, other_time: 2.8095245361
epoch time: 8.7417850494s, input_fired_time: 0.1309700757, output_fired_time: 0.0000000000, propagate_forward_time: 8.1243772507, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4864377975
validation[          , genome  6457] predictions:    9716/  10000 (97.16%), best:    9748/10000 (97.48%), error:       966.13013, best error:       829.14545 on epoch:    52, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 114.6738662720s, input_fired_time: 1.0571593046, output_fired_time: 1.0407499075, propagate_forward_time: 42.6338500977, propagate_backward_time: 67.1525421143, weight_update_time: 0.1801616848, other_time: 2.7895660400
epoch time: 9.4736747742s, input_fired_time: 0.1387754977, output_fired_time: 0.0000000000, propagate_forward_time: 8.8221569061, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5127420425
validation[          , genome  6457] predictions:    9730/  10000 (97.30%), best:    9748/10000 (97.48%), error:       940.85095, best error:       829.14545 on epoch:    52, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 114.1446609497s, input_fired_time: 1.0545048714, output_fired_time: 1.0350655317, propagate_forward_time: 42.4318580627, propagate_backward_time: 66.7771911621, weight_update_time: 0.1836791039, other_time: 2.8460388184
epoch time: 9.4023056030s, input_fired_time: 0.1366348267, output_fired_time: 0.0000000000, propagate_forward_time: 8.7603740692, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5052967072
validation[          , genome  6457] predictions:    9685/  10000 (96.85%), best:    9748/10000 (97.48%), error:      1062.14465, best error:       829.14545 on epoch:    52, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 114.9477691650s, input_fired_time: 1.0561696291, output_fired_time: 1.0366165638, propagate_forward_time: 42.8863067627, propagate_backward_time: 67.1911621094, weight_update_time: 0.1770824045, other_time: 2.7775192261
epoch time: 9.2774696350s, input_fired_time: 0.1347973496, output_fired_time: 0.0000000000, propagate_forward_time: 8.6526241302, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4900484085
validation[          , genome  6457] predictions:    9733/  10000 (97.33%), best:    9748/10000 (97.48%), error:       878.72980, best error:       829.14545 on epoch:    52, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 114.0288009644s, input_fired_time: 1.0631191730, output_fired_time: 1.0360480547, propagate_forward_time: 42.2536773682, propagate_backward_time: 66.7540588379, weight_update_time: 0.1819304675, other_time: 2.9218978882
epoch time: 8.9350538254s, input_fired_time: 0.1320305467, output_fired_time: 0.0000000000, propagate_forward_time: 8.3101816177, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4928417206
validation[          , genome  6457] predictions:    9710/  10000 (97.10%), best:    9748/10000 (97.48%), error:      1004.57489, best error:       829.14545 on epoch:    52, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 115.2814636230s, input_fired_time: 1.0687326193, output_fired_time: 1.0380456448, propagate_forward_time: 43.1584548950, propagate_backward_time: 67.1532135010, weight_update_time: 0.1810606420, other_time: 2.8630142212
epoch time: 9.3314390182s, input_fired_time: 0.1353923082, output_fired_time: 0.0000000000, propagate_forward_time: 8.7061033249, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4899435043
validation[          , genome  6457] predictions:    9708/  10000 (97.08%), best:    9748/10000 (97.48%), error:       996.74255, best error:       829.14545 on epoch:    52, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 114.9132995605s, input_fired_time: 1.0559511185, output_fired_time: 1.0342828035, propagate_forward_time: 42.8325080872, propagate_backward_time: 67.1759338379, weight_update_time: 0.1783861518, other_time: 2.8146209717
epoch time: 9.3761768341s, input_fired_time: 0.1405559033, output_fired_time: 0.0000000000, propagate_forward_time: 8.7155580521, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5200624466
validation[          , genome  6457] predictions:    9723/  10000 (97.23%), best:    9748/10000 (97.48%), error:       972.48987, best error:       829.14545 on epoch:    52, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 115.4102554321s, input_fired_time: 1.0552959442, output_fired_time: 1.0347127914, propagate_forward_time: 43.1679191589, propagate_backward_time: 67.3571548462, weight_update_time: 0.1786062568, other_time: 2.7951736450
epoch time: 9.2388887405s, input_fired_time: 0.1348959655, output_fired_time: 0.0000000000, propagate_forward_time: 8.6123723984, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4916200638
validation[          , genome  6457] predictions:    9698/  10000 (96.98%), best:    9748/10000 (97.48%), error:       980.51038, best error:       829.14545 on epoch:    52, epoch:  100/100, mu: 0.9870989323, learning_rate: 0.0000740065, weight_decay: 0.0000029603

evaluating best weights on full training data.
evaluting training set with running mean/variance:
epoch time: 47.0355606079s, input_fired_time: 0.6649828553, output_fired_time: 0.0000000000, propagate_forward_time: 43.8162994385, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5542793274
best training[          , genome  6457] predictions:   49377/  50000 (98.75%), best:    9748/10000 (97.48%), error:      2189.65576, best error:       829.14545 on epoch:    52, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
evaluating best weights on test data.
evaluting test set with running mean/variance:
epoch time: 9.1328954697s, input_fired_time: 0.1306978017, output_fired_time: 0.0000000000, propagate_forward_time: 8.4968919754, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5053052902
   testing[          , genome  6457] predictions:    9775/  10000 (97.75%), best:    9748/10000 (97.48%), error:       756.03229, best error:       829.14545 on epoch:    52, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
14:29:30 (4256): called boinc_finish(0)

</stderr_txt>
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