Nameexact_genome_1518178202_55_18369_1
Workunit2992260
Created9 Feb 2018, 17:05:36 UTC
Sent9 Feb 2018, 17:25:56 UTC
Report deadline17 Mar 2018, 10:04:32 UTC
Received11 Feb 2018, 2:09:16 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID70684
Run time22 hours 44 min 1 sec
CPU time22 hours 43 min 57 sec
Validate stateInitial
Credit0.00
Device peak FLOPS3.04 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size167.55 MB
Peak swap size170.22 MB
Peak disk usage2.19 MB

Stderr output

<core_client_version>7.6.31</core_client_version>
<![CDATA[
<stderr_txt>
me: 55.3106575012, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5431900024
validation[          , genome 18369] predictions:    9803/  10000 (98.03%), best:    9828/10000 (98.28%), error:       568.72852, best error:       503.19992 on epoch:    16, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 707.8868408203s, input_fired_time: 8.0978927612, output_fired_time: 8.1963424683, propagate_forward_time: 247.5903472900, propagate_backward_time: 435.2101745605, weight_update_time: 1.1602342129, other_time: 8.7920837402
epoch time: 63.9809417725s, input_fired_time: 0.9834389687, output_fired_time: 0.0000000000, propagate_forward_time: 61.4811935425, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5163078308
validation[          , genome 18369] predictions:    9781/  10000 (97.81%), best:    9828/10000 (98.28%), error:       730.76813, best error:       503.19992 on epoch:    16, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 751.0310668945s, input_fired_time: 8.3867940903, output_fired_time: 8.7016830444, propagate_forward_time: 262.7367553711, propagate_backward_time: 462.3475952148, weight_update_time: 1.1877890825, other_time: 8.8582763672
epoch time: 64.7314071655s, input_fired_time: 1.0027582645, output_fired_time: 0.0000000000, propagate_forward_time: 62.1617355347, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5669136047
validation[          , genome 18369] predictions:    9849/  10000 (98.49%), best:    9849/10000 (98.49%), error:       482.99048, best error:       482.99048 on epoch:    22, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 780.2234497070s, input_fired_time: 8.5950250626, output_fired_time: 9.0705976486, propagate_forward_time: 272.9161376953, propagate_backward_time: 480.7160034180, weight_update_time: 1.2130771875, other_time: 8.9256591797
epoch time: 64.1059341431s, input_fired_time: 0.9994665384, output_fired_time: 0.0000000000, propagate_forward_time: 61.5714836121, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5349845886
validation[          , genome 18369] predictions:    9851/  10000 (98.51%), best:    9851/10000 (98.51%), error:       480.63541, best error:       480.63541 on epoch:    23, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 781.5600585938s, input_fired_time: 8.5976362228, output_fired_time: 9.0938825607, propagate_forward_time: 273.8391113281, propagate_backward_time: 481.1374206543, weight_update_time: 1.2115641832, other_time: 8.8919982910
epoch time: 37.3772773743s, input_fired_time: 0.7199528813, output_fired_time: 0.0000000000, propagate_forward_time: 35.2706527710, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3866729736
validation[          , genome 18369] predictions:    9829/  10000 (98.29%), best:    9851/10000 (98.51%), error:       508.52170, best error:       480.63541 on epoch:    23, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 731.1015625000s, input_fired_time: 8.2848253250, output_fired_time: 8.5010442734, propagate_forward_time: 255.4839324951, propagate_backward_time: 449.9343566895, weight_update_time: 1.1786445379, other_time: 8.8973693848
epoch time: 43.0068016052s, input_fired_time: 0.7839442492, output_fired_time: 0.0000000000, propagate_forward_time: 40.7552337646, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4676246643
validation[          , genome 18369] predictions:    9840/  10000 (98.40%), best:    9851/10000 (98.51%), error:       543.89575, best error:       480.63541 on epoch:    23, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 736.4793701172s, input_fired_time: 8.3218135834, output_fired_time: 8.5544080734, propagate_forward_time: 257.4077148438, propagate_backward_time: 453.2371215820, weight_update_time: 1.1878674030, other_time: 8.9583129883
epoch time: 64.1017456055s, input_fired_time: 0.9981471896, output_fired_time: 0.0000000000, propagate_forward_time: 61.5568161011, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5467834473
validation[          , genome 18369] predictions:    9849/  10000 (98.49%), best:    9849/10000 (98.49%), error:       445.66052, best error:       445.66052 on epoch:    26, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 744.1055297852s, input_fired_time: 8.3296670914, output_fired_time: 8.6200418472, propagate_forward_time: 260.3681640625, propagate_backward_time: 458.0210571289, weight_update_time: 1.1883087158, other_time: 8.7666015625
epoch time: 64.0747756958s, input_fired_time: 1.0016487837, output_fired_time: 0.0000000000, propagate_forward_time: 61.5139617920, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5591659546
validation[          , genome 18369] predictions:    9847/  10000 (98.47%), best:    9849/10000 (98.49%), error:       509.76874, best error:       445.66052 on epoch:    26, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 806.5406494141s, input_fired_time: 8.7755537033, output_fired_time: 9.3968677521, propagate_forward_time: 282.3532104492, propagate_backward_time: 496.9619750977, weight_update_time: 1.2337961197, other_time: 9.0530395508
epoch time: 59.9777297974s, input_fired_time: 0.9502215385, output_fired_time: 0.0000000000, propagate_forward_time: 57.5362281799, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4912796021
validation[          , genome 18369] predictions:    9848/  10000 (98.48%), best:    9849/10000 (98.49%), error:       448.21127, best error:       445.66052 on epoch:    26, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 758.6261596680s, input_fired_time: 8.4435186386, output_fired_time: 8.8191871643, propagate_forward_time: 265.5783081055, propagate_backward_time: 466.9271545410, weight_update_time: 1.1985625029, other_time: 8.8579406738
epoch time: 44.6272048950s, input_fired_time: 0.8089197278, output_fired_time: 0.0000000000, propagate_forward_time: 42.3302078247, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4880790710
validation[          , genome 18369] predictions:    9864/  10000 (98.64%), best:    9849/10000 (98.49%), error:       445.90704, best error:       445.66052 on epoch:    26, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 770.7532958984s, input_fired_time: 8.5729665756, output_fired_time: 8.9719171524, propagate_forward_time: 270.0454406738, propagate_backward_time: 474.1144714355, weight_update_time: 1.2160801888, other_time: 9.0485229492
epoch time: 64.1714324951s, input_fired_time: 1.0042557716, output_fired_time: 0.0000000000, propagate_forward_time: 61.6013832092, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5657920837
validation[          , genome 18369] predictions:    9856/  10000 (98.56%), best:    9856/10000 (98.56%), error:       435.35486, best error:       435.35486 on epoch:    30, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 861.8690795898s, input_fired_time: 9.1672325134, output_fired_time: 10.1012601852, propagate_forward_time: 301.8487243652, propagate_backward_time: 531.5322265625, weight_update_time: 1.2759860754, other_time: 9.2196044922
epoch time: 48.9076080322s, input_fired_time: 0.8466799855, output_fired_time: 0.0000000000, propagate_forward_time: 46.5560264587, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5049018860
validation[          , genome 18369] predictions:    9871/  10000 (98.71%), best:    9871/10000 (98.71%), error:       412.63879, best error:       412.63879 on epoch:    31, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 817.5842895508s, input_fired_time: 8.8705644608, output_fired_time: 9.5535192490, propagate_forward_time: 286.4396362305, propagate_backward_time: 503.6942749023, weight_update_time: 1.2379058599, other_time: 9.0263061523
epoch time: 64.4817810059s, input_fired_time: 1.0113897324, output_fired_time: 0.0000000000, propagate_forward_time: 61.9070243835, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5633659363
validation[          , genome 18369] predictions:    9844/  10000 (98.44%), best:    9871/10000 (98.71%), error:       496.44080, best error:       412.63879 on epoch:    31, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 731.4920043945s, input_fired_time: 8.2534246445, output_fired_time: 8.4632558823, propagate_forward_time: 256.2053222656, propagate_backward_time: 449.8177795410, weight_update_time: 1.1750392914, other_time: 8.7522277832
epoch time: 55.4146423340s, input_fired_time: 0.9058075547, output_fired_time: 0.0000000000, propagate_forward_time: 53.0359802246, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4728546143
validation[          , genome 18369] predictions:    9873/  10000 (98.73%), best:    9873/10000 (98.73%), error:       378.97601, best error:       378.97601 on epoch:    33, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 768.6055908203s, input_fired_time: 8.5251169205, output_fired_time: 8.9478330612, propagate_forward_time: 268.6076049805, propagate_backward_time: 473.6160583496, weight_update_time: 1.2037905455, other_time: 8.9089660645
epoch time: 60.2028427124s, input_fired_time: 0.9597619772, output_fired_time: 0.0000000000, propagate_forward_time: 57.7535705566, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4895095825
validation[          , genome 18369] predictions:    9886/  10000 (98.86%), best:    9873/10000 (98.73%), error:       398.24945, best error:       378.97601 on epoch:    33, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 722.5001220703s, input_fired_time: 8.2026691437, output_fired_time: 8.3422164917, propagate_forward_time: 252.4266815186, propagate_backward_time: 444.7619934082, weight_update_time: 1.1704081297, other_time: 8.7665100098
epoch time: 50.2827491760s, input_fired_time: 0.8625261188, output_fired_time: 0.0000000000, propagate_forward_time: 47.9413185120, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4789047241
validation[          , genome 18369] predictions:    9874/  10000 (98.74%), best:    9873/10000 (98.73%), error:       415.17197, best error:       378.97601 on epoch:    33, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 733.6479492188s, input_fired_time: 8.2894458771, output_fired_time: 8.5048360825, propagate_forward_time: 256.5956420898, propagate_backward_time: 451.4846801758, weight_update_time: 1.1790733337, other_time: 8.7733764648
epoch time: 56.1052818298s, input_fired_time: 0.9166697264, output_fired_time: 0.0000000000, propagate_forward_time: 53.7180671692, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4705467224
validation[          , genome 18369] predictions:    9860/  10000 (98.60%), best:    9873/10000 (98.73%), error:       467.15100, best error:       378.97601 on epoch:    33, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 706.2555541992s, input_fired_time: 8.1150407791, output_fired_time: 8.1561737061, propagate_forward_time: 247.0576629639, propagate_backward_time: 434.2211303711, weight_update_time: 1.1577163935, other_time: 8.7055053711
epoch time: 63.8298225403s, input_fired_time: 1.0043121576, output_fired_time: 0.0000000000, propagate_forward_time: 61.2859306335, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5395812988
validation[          , genome 18369] predictions:    9853/  10000 (98.53%), best:    9873/10000 (98.73%), error:       455.29135, best error:       378.97601 on epoch:    33, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 707.3601684570s, input_fired_time: 8.0951824188, output_fired_time: 8.1638002396, propagate_forward_time: 247.8893585205, propagate_backward_time: 434.5412597656, weight_update_time: 1.1604908705, other_time: 8.6705932617
epoch time: 58.8409080505s, input_fired_time: 0.9381021261, output_fired_time: 0.0000000000, propagate_forward_time: 56.4201812744, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4826240540
validation[          , genome 18369] predictions:    9857/  10000 (98.57%), best:    9873/10000 (98.73%), error:       440.24478, best error:       378.97601 on epoch:    33, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 723.6270141602s, input_fired_time: 8.2365694046, output_fired_time: 8.3749170303, propagate_forward_time: 252.2756042480, propagate_backward_time: 445.8552246094, weight_update_time: 1.1748380661, other_time: 8.8846740723
epoch time: 62.8214035034s, input_fired_time: 0.9965957403, output_fired_time: 0.0000000000, propagate_forward_time: 60.2653923035, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5594139099
validation[          , genome 18369] predictions:    9839/  10000 (98.39%), best:    9873/10000 (98.73%), error:       501.96118, best error:       378.97601 on epoch:    33, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 779.7702026367s, input_fired_time: 8.6727867126, output_fired_time: 9.0962133408, propagate_forward_time: 272.6848449707, propagate_backward_time: 480.1629333496, weight_update_time: 1.2199946642, other_time: 9.1534423828
epoch time: 62.3387947083s, input_fired_time: 0.9917026758, output_fired_time: 0.0000000000, propagate_forward_time: 59.7915077209, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5555839539
validation[          , genome 18369] predictions:    9867/  10000 (98.67%), best:    9873/10000 (98.73%), error:       400.91809, best error:       378.97601 on epoch:    33, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 761.2724609375s, input_fired_time: 8.5351781845, output_fired_time: 8.8433189392, propagate_forward_time: 266.6617126465, propagate_backward_time: 468.2940368652, weight_update_time: 1.2004948854, other_time: 8.9382324219
epoch time: 37.2888946533s, input_fired_time: 0.7321757674, output_fired_time: 0.0000000000, propagate_forward_time: 35.1514205933, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4053001404
validation[          , genome 18369] predictions:    9862/  10000 (98.62%), best:    9873/10000 (98.73%), error:       450.24722, best error:       378.97601 on epoch:    33, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 715.8447875977s, input_fired_time: 8.1646347046, output_fired_time: 8.2621364594, propagate_forward_time: 250.5375366211, propagate_backward_time: 440.1478271484, weight_update_time: 1.1623861790, other_time: 8.7326660156
epoch time: 52.9244537354s, input_fired_time: 0.8940296173, output_fired_time: 0.0000000000, propagate_forward_time: 50.5624504089, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4679756165
validation[          , genome 18369] predictions:    9795/  10000 (97.95%), best:    9873/10000 (98.73%), error:       694.20947, best error:       378.97601 on epoch:    33, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 685.6069946289s, input_fired_time: 7.9968318939, output_fired_time: 7.9284772873, propagate_forward_time: 239.6291503906, propagate_backward_time: 421.3060302734, weight_update_time: 1.1464275122, other_time: 8.7465209961
epoch time: 54.9986953735s, input_fired_time: 0.9216963649, output_fired_time: 0.0000000000, propagate_forward_time: 52.5408020020, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5361976624
validation[          , genome 18369] predictions:    9874/  10000 (98.74%), best:    9873/10000 (98.73%), error:       408.29852, best error:       378.97601 on epoch:    33, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 747.7136840820s, input_fired_time: 8.4213933945, output_fired_time: 8.6569337845, propagate_forward_time: 261.6427917480, propagate_backward_time: 460.1194763184, weight_update_time: 1.1887595654, other_time: 8.8731079102
epoch time: 46.5450248718s, input_fired_time: 0.8271241188, output_fired_time: 0.0000000000, propagate_forward_time: 44.2276229858, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4902763367
validation[          , genome 18369] predictions:    9870/  10000 (98.70%), best:    9873/10000 (98.73%), error:       449.44598, best error:       378.97601 on epoch:    33, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 786.9379882812s, input_fired_time: 8.6998929977, output_fired_time: 9.1994209290, propagate_forward_time: 275.7002868652, propagate_backward_time: 484.3016357422, weight_update_time: 1.2252120972, other_time: 9.0367736816
epoch time: 41.3458747864s, input_fired_time: 0.7740580440, output_fired_time: 0.0000000000, propagate_forward_time: 39.1187324524, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4530830383
validation[          , genome 18369] predictions:    9843/  10000 (98.43%), best:    9873/10000 (98.73%), error:       486.31946, best error:       378.97601 on epoch:    33, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 699.1510009766s, input_fired_time: 8.1010761261, output_fired_time: 8.0872325897, propagate_forward_time: 244.3509063721, propagate_backward_time: 429.8325500488, weight_update_time: 1.1554932594, other_time: 8.7792663574
epoch time: 52.7208213806s, input_fired_time: 0.8920685053, output_fired_time: 0.0000000000, propagate_forward_time: 50.3048782349, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5238761902
validation[          , genome 18369] predictions:    9865/  10000 (98.65%), best:    9873/10000 (98.73%), error:       415.78427, best error:       378.97601 on epoch:    33, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 750.0175781250s, input_fired_time: 8.4592475891, output_fired_time: 8.6958713531, propagate_forward_time: 262.3377685547, propagate_backward_time: 461.5836791992, weight_update_time: 1.1929315329, other_time: 8.9410400391
epoch time: 64.0807113647s, input_fired_time: 1.0149002075, output_fired_time: 0.0000000000, propagate_forward_time: 61.4871902466, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5786209106
validation[          , genome 18369] predictions:    9861/  10000 (98.61%), best:    9873/10000 (98.73%), error:       477.33115, best error:       378.97601 on epoch:    33, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 656.4940185547s, input_fired_time: 7.8483171463, output_fired_time: 7.5431828499, propagate_forward_time: 229.4087066650, propagate_backward_time: 402.9364318848, weight_update_time: 1.1265332699, other_time: 8.7573547363
epoch time: 44.6446533203s, input_fired_time: 0.8149910569, output_fired_time: 0.0000000000, propagate_forward_time: 42.3503265381, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4793357849
validation[          , genome 18369] predictions:    9844/  10000 (98.44%), best:    9873/10000 (98.73%), error:       492.17819, best error:       378.97601 on epoch:    33, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 752.3834228516s, input_fired_time: 8.4767017365, output_fired_time: 8.7335062027, propagate_forward_time: 262.9521484375, propagate_backward_time: 463.2891235352, weight_update_time: 1.1957637072, other_time: 8.9319458008
epoch time: 51.6425552368s, input_fired_time: 0.8859689236, output_fired_time: 0.0000000000, propagate_forward_time: 49.2504653931, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5061225891
validation[          , genome 18369] predictions:    9882/  10000 (98.82%), best:    9882/10000 (98.82%), error:       367.47128, best error:       367.47128 on epoch:    49, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 830.2160034180s, input_fired_time: 9.0273580551, output_fired_time: 9.7544260025, propagate_forward_time: 290.6270446777, propagate_backward_time: 511.5844726562, weight_update_time: 1.2538843155, other_time: 9.2226562500
epoch time: 63.8525657654s, input_fired_time: 1.0009305477, output_fired_time: 0.0000000000, propagate_forward_time: 61.3453865051, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5062484741
validation[          , genome 18369] predictions:    9871/  10000 (98.71%), best:    9882/10000 (98.82%), error:       397.94571, best error:       367.47128 on epoch:    49, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 774.2105102539s, input_fired_time: 8.6316614151, output_fired_time: 9.0182895660, propagate_forward_time: 271.0242309570, propagate_backward_time: 476.5588989258, weight_update_time: 1.2094987631, other_time: 8.9774169922
epoch time: 57.6938323975s, input_fired_time: 0.9464147091, output_fired_time: 0.0000000000, propagate_forward_time: 55.2020683289, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5453491211
validation[          , genome 18369] predictions:    9865/  10000 (98.65%), best:    9882/10000 (98.82%), error:       411.94141, best error:       367.47128 on epoch:    49, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 780.5560913086s, input_fired_time: 8.6679258347, output_fired_time: 9.1296854019, propagate_forward_time: 273.1226196289, propagate_backward_time: 480.6339416504, weight_update_time: 1.2174117565, other_time: 9.0019226074
epoch time: 63.0090522766s, input_fired_time: 1.0054225922, output_fired_time: 0.0000000000, propagate_forward_time: 60.4433860779, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5602455139
validation[          , genome 18369] predictions:    9894/  10000 (98.94%), best:    9894/10000 (98.94%), error:       350.47214, best error:       350.47214 on epoch:    52, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 721.6929931641s, input_fired_time: 8.2674255371, output_fired_time: 8.3281784058, propagate_forward_time: 252.7071685791, propagate_backward_time: 443.5400085449, weight_update_time: 1.1713553667, other_time: 8.8501892090
epoch time: 46.7780647278s, input_fired_time: 0.8348871469, output_fired_time: 0.0000000000, propagate_forward_time: 44.5154228210, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4277534485
validation[          , genome 18369] predictions:    9893/  10000 (98.93%), best:    9893/10000 (98.93%), error:       336.27771, best error:       336.27771 on epoch:    53, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 802.6989135742s, input_fired_time: 8.8339633942, output_fired_time: 9.3653669357, propagate_forward_time: 281.2528991699, propagate_backward_time: 494.2113037109, weight_update_time: 1.2306549549, other_time: 9.0353698730
epoch time: 52.1295394897s, input_fired_time: 0.8895691633, output_fired_time: 0.0000000000, propagate_forward_time: 49.7341041565, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5058670044
validation[          , genome 18369] predictions:    9869/  10000 (98.69%), best:    9893/10000 (98.93%), error:       407.40704, best error:       336.27771 on epoch:    53, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 695.0979614258s, input_fired_time: 8.0558710098, output_fired_time: 7.9867353439, propagate_forward_time: 242.9158782959, propagate_backward_time: 427.4761352539, weight_update_time: 1.1462126970, other_time: 8.6633300781
epoch time: 64.2346115112s, input_fired_time: 1.0191934109, output_fired_time: 0.0000000000, propagate_forward_time: 61.6559028625, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5595169067
validation[          , genome 18369] predictions:    9876/  10000 (98.76%), best:    9893/10000 (98.93%), error:       378.04681, best error:       336.27771 on epoch:    53, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 743.5496215820s, input_fired_time: 8.4073963165, output_fired_time: 8.6159019470, propagate_forward_time: 259.9385375977, propagate_backward_time: 457.7495422363, weight_update_time: 1.1825541258, other_time: 8.8382263184
epoch time: 37.9150161743s, input_fired_time: 0.7404131889, output_fired_time: 0.0000000000, propagate_forward_time: 35.7913055420, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3832969666
validation[          , genome 18369] predictions:    9807/  10000 (98.07%), best:    9893/10000 (98.93%), error:       577.16058, best error:       336.27771 on epoch:    53, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 742.5836181641s, input_fired_time: 8.4571981430, output_fired_time: 8.6109752655, propagate_forward_time: 260.1336975098, propagate_backward_time: 456.3875732422, weight_update_time: 1.1905831099, other_time: 8.9941711426
epoch time: 37.6139640808s, input_fired_time: 0.7407120466, output_fired_time: 0.0000000000, propagate_forward_time: 35.4349060059, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4383468628
validation[          , genome 18369] predictions:    9860/  10000 (98.60%), best:    9893/10000 (98.93%), error:       408.14178, best error:       336.27771 on epoch:    53, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 719.7266235352s, input_fired_time: 8.2948522568, output_fired_time: 8.3477239609, propagate_forward_time: 251.4262847900, propagate_backward_time: 442.6796875000, weight_update_time: 1.1743717194, other_time: 8.9780883789
epoch time: 52.7962150574s, input_fired_time: 0.8950574398, output_fired_time: 0.0000000000, propagate_forward_time: 50.4422607422, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4588966370
validation[          , genome 18369] predictions:    9883/  10000 (98.83%), best:    9893/10000 (98.93%), error:       363.26294, best error:       336.27771 on epoch:    53, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 828.5724487305s, input_fired_time: 9.0407342911, output_fired_time: 9.7197237015, propagate_forward_time: 289.7618713379, propagate_backward_time: 510.8620300293, weight_update_time: 1.2530059814, other_time: 9.1881408691
epoch time: 60.2369003296s, input_fired_time: 0.9769023061, output_fired_time: 0.0000000000, propagate_forward_time: 57.7537918091, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5062065125
validation[          , genome 18369] predictions:    9886/  10000 (98.86%), best:    9893/10000 (98.93%), error:       363.82465, best error:       336.27771 on epoch:    53, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 759.9670410156s, input_fired_time: 8.5507373810, output_fired_time: 8.8360071182, propagate_forward_time: 266.0024414062, propagate_backward_time: 467.6689758301, weight_update_time: 1.1970702410, other_time: 8.9089050293
epoch time: 64.4747619629s, input_fired_time: 1.0234276056, output_fired_time: 0.0000000000, propagate_forward_time: 61.8773345947, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5740013123
validation[          , genome 18369] predictions:    9898/  10000 (98.98%), best:    9898/10000 (98.98%), error:       331.23065, best error:       331.23065 on epoch:    60, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 880.9013671875s, input_fired_time: 9.4363708496, output_fired_time: 10.3992271423, propagate_forward_time: 308.3085937500, propagate_backward_time: 543.3207397461, weight_update_time: 1.2928678989, other_time: 9.4364013672
epoch time: 64.6295394897s, input_fired_time: 1.0294147730, output_fired_time: 0.0000000000, propagate_forward_time: 62.0210838318, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5790405273
validation[          , genome 18369] predictions:    9869/  10000 (98.69%), best:    9898/10000 (98.98%), error:       409.19162, best error:       331.23065 on epoch:    60, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 823.6445922852s, input_fired_time: 9.0254802704, output_fired_time: 9.6185979843, propagate_forward_time: 288.3409729004, propagate_backward_time: 507.4935302734, weight_update_time: 1.2484424114, other_time: 9.1660156250
epoch time: 42.4737701416s, input_fired_time: 0.7897943854, output_fired_time: 0.0000000000, propagate_forward_time: 40.2791557312, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4048194885
validation[          , genome 18369] predictions:    9893/  10000 (98.93%), best:    9898/10000 (98.98%), error:       341.59805, best error:       331.23065 on epoch:    60, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 773.5060424805s, input_fired_time: 8.6273422241, output_fired_time: 8.9885377884, propagate_forward_time: 270.5720214844, propagate_backward_time: 476.4169006348, weight_update_time: 1.2079238892, other_time: 8.9012756348
epoch time: 64.2250289917s, input_fired_time: 1.0194164515, output_fired_time: 0.0000000000, propagate_forward_time: 61.6596755981, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5459365845
validation[          , genome 18369] predictions:    9889/  10000 (98.89%), best:    9898/10000 (98.98%), error:       365.63580, best error:       331.23065 on epoch:    60, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 825.2767944336s, input_fired_time: 9.0011615753, output_fired_time: 9.6503839493, propagate_forward_time: 288.9974975586, propagate_backward_time: 508.5141296387, weight_update_time: 1.2469780445, other_time: 9.1136169434
epoch time: 64.0045471191s, input_fired_time: 1.0151454210, output_fired_time: 0.0000000000, propagate_forward_time: 61.4507484436, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5386543274
validation[          , genome 18369] predictions:    9898/  10000 (98.98%), best:    9898/10000 (98.98%), error:       321.50168, best error:       321.50168 on epoch:    64, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 744.1228027344s, input_fired_time: 8.4640493393, output_fired_time: 8.6281757355, propagate_forward_time: 260.7632446289, propagate_backward_time: 457.3943786621, weight_update_time: 1.1865262985, other_time: 8.8729553223
epoch time: 63.9629783630s, input_fired_time: 1.0229047537, output_fired_time: 0.0000000000, propagate_forward_time: 61.3718414307, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5682334900
validation[          , genome 18369] predictions:    9885/  10000 (98.85%), best:    9898/10000 (98.98%), error:       371.64484, best error:       321.50168 on epoch:    64, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 746.6269531250s, input_fired_time: 8.4780683517, output_fired_time: 8.6484994888, propagate_forward_time: 261.3516235352, propagate_backward_time: 459.2635192871, weight_update_time: 1.1865335703, other_time: 8.8852233887
epoch time: 63.5926246643s, input_fired_time: 1.0154026747, output_fired_time: 0.0000000000, propagate_forward_time: 61.0108566284, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5663642883
validation[          , genome 18369] predictions:    9896/  10000 (98.96%), best:    9898/10000 (98.98%), error:       339.96494, best error:       321.50168 on epoch:    64, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 700.3497924805s, input_fired_time: 8.1662817001, output_fired_time: 8.1123704910, propagate_forward_time: 244.3861694336, propagate_backward_time: 430.8056945801, weight_update_time: 1.1588004827, other_time: 8.8793029785
epoch time: 52.4502334595s, input_fired_time: 0.9022502899, output_fired_time: 0.0000000000, propagate_forward_time: 50.0162467957, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5317344666
validation[          , genome 18369] predictions:    9900/  10000 (99.00%), best:    9898/10000 (98.98%), error:       333.79208, best error:       321.50168 on epoch:    64, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 761.9656982422s, input_fired_time: 8.5659732819, output_fired_time: 8.8481597900, propagate_forward_time: 266.6947326660, propagate_backward_time: 468.9482727051, weight_update_time: 1.1995511055, other_time: 8.9085693359
epoch time: 63.1082382202s, input_fired_time: 1.0086702108, output_fired_time: 0.0000000000, propagate_forward_time: 60.5737495422, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5258178711
validation[          , genome 18369] predictions:    9889/  10000 (98.89%), best:    9898/10000 (98.98%), error:       344.09622, best error:       321.50168 on epoch:    64, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 761.5440063477s, input_fired_time: 8.5890731812, output_fired_time: 8.8442907333, propagate_forward_time: 266.8607788086, propagate_backward_time: 468.2768554688, weight_update_time: 1.2025691271, other_time: 8.9730224609
epoch time: 44.9664611816s, input_fired_time: 0.8186467886, output_fired_time: 0.0000000000, propagate_forward_time: 42.7269248962, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4208908081
validation[          , genome 18369] predictions:    9886/  10000 (98.86%), best:    9898/10000 (98.98%), error:       372.94385, best error:       321.50168 on epoch:    64, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 799.4647216797s, input_fired_time: 8.8560762405, output_fired_time: 9.3618736267, propagate_forward_time: 279.6091003418, propagate_backward_time: 492.5581054688, weight_update_time: 1.2301458120, other_time: 9.0795593262
epoch time: 47.7006568909s, input_fired_time: 0.8579125404, output_fired_time: 0.0000000000, propagate_forward_time: 45.3368301392, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5059127808
validation[          , genome 18369] predictions:    9902/  10000 (99.02%), best:    9898/10000 (98.98%), error:       326.41132, best error:       321.50168 on epoch:    64, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 750.6128540039s, input_fired_time: 8.5379610062, output_fired_time: 8.7471780777, propagate_forward_time: 262.5362548828, propagate_backward_time: 461.7190246582, weight_update_time: 1.1995792389, other_time: 9.0724182129
epoch time: 64.4039764404s, input_fired_time: 1.0254906416, output_fired_time: 0.0000000000, propagate_forward_time: 61.8186264038, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5598602295
validation[          , genome 18369] predictions:    9892/  10000 (98.92%), best:    9898/10000 (98.98%), error:       355.74603, best error:       321.50168 on epoch:    64, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 826.2208251953s, input_fired_time: 9.0876188278, output_fired_time: 9.6877222061, propagate_forward_time: 289.4365844727, propagate_backward_time: 508.7454223633, weight_update_time: 1.2521191835, other_time: 9.2634277344
epoch time: 64.0599517822s, input_fired_time: 1.0221048594, output_fired_time: 0.0000000000, propagate_forward_time: 61.4399490356, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5978965759
validation[          , genome 18369] predictions:    9887/  10000 (98.87%), best:    9898/10000 (98.98%), error:       356.59845, best error:       321.50168 on epoch:    64, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 853.9113159180s, input_fired_time: 9.2795171738, output_fired_time: 10.0436277390, propagate_forward_time: 299.0241394043, propagate_backward_time: 526.1889648438, weight_update_time: 1.2741075754, other_time: 9.3750000000
epoch time: 64.5899734497s, input_fired_time: 1.0354361534, output_fired_time: 0.0000000000, propagate_forward_time: 61.9733581543, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5811805725
validation[          , genome 18369] predictions:    9856/  10000 (98.56%), best:    9898/10000 (98.98%), error:       477.82907, best error:       321.50168 on epoch:    64, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 679.0074462891s, input_fired_time: 8.0051317215, output_fired_time: 7.8445253372, propagate_forward_time: 237.1551666260, propagate_backward_time: 417.3279418945, weight_update_time: 1.1386145353, other_time: 8.6746826172
epoch time: 48.2114448547s, input_fired_time: 0.8542873263, output_fired_time: 0.0000000000, propagate_forward_time: 45.9263458252, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4308128357
validation[          , genome 18369] predictions:    9878/  10000 (98.78%), best:    9898/10000 (98.98%), error:       379.40155, best error:       321.50168 on epoch:    64, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 644.0368652344s, input_fired_time: 7.8067078590, output_fired_time: 7.3776755333, propagate_forward_time: 225.0740356445, propagate_backward_time: 395.0999145508, weight_update_time: 1.1165664196, other_time: 8.6785278320
epoch time: 44.4448280334s, input_fired_time: 0.8176493645, output_fired_time: 0.0000000000, propagate_forward_time: 42.1731414795, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4540367126
validation[          , genome 18369] predictions:    9886/  10000 (98.86%), best:    9898/10000 (98.98%), error:       366.19437, best error:       321.50168 on epoch:    64, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 798.5187377930s, input_fired_time: 8.8702745438, output_fired_time: 9.3393688202, propagate_forward_time: 279.9154357910, propagate_backward_time: 491.2630615234, weight_update_time: 1.2306672335, other_time: 9.1305847168
epoch time: 64.1874237061s, input_fired_time: 1.0286817551, output_fired_time: 0.0000000000, propagate_forward_time: 61.5744781494, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5842628479
validation[          , genome 18369] predictions:    9879/  10000 (98.79%), best:    9898/10000 (98.98%), error:       365.22052, best error:       321.50168 on epoch:    64, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 708.3988037109s, input_fired_time: 8.2337341309, output_fired_time: 8.1740808487, propagate_forward_time: 248.0185699463, propagate_backward_time: 435.1798095703, weight_update_time: 1.1621067524, other_time: 8.7926025391
epoch time: 62.6413841248s, input_fired_time: 1.0134732723, output_fired_time: 0.0000000000, propagate_forward_time: 60.0550155640, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5728950500
validation[          , genome 18369] predictions:    9891/  10000 (98.91%), best:    9898/10000 (98.98%), error:       328.40009, best error:       321.50168 on epoch:    64, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 727.7831420898s, input_fired_time: 8.3814096451, output_fired_time: 8.4586076736, propagate_forward_time: 254.5772399902, propagate_backward_time: 447.3618164062, weight_update_time: 1.1802251339, other_time: 9.0040588379
epoch time: 63.7217750549s, input_fired_time: 1.0172245502, output_fired_time: 0.0000000000, propagate_forward_time: 61.1834831238, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5210685730
validation[          , genome 18369] predictions:    9866/  10000 (98.66%), best:    9898/10000 (98.98%), error:       432.47659, best error:       321.50168 on epoch:    64, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 804.6953735352s, input_fired_time: 8.9540910721, output_fired_time: 9.4224977493, propagate_forward_time: 281.4813232422, propagate_backward_time: 495.5741271973, weight_update_time: 1.2356686592, other_time: 9.2633361816
epoch time: 52.4225807190s, input_fired_time: 0.9007152319, output_fired_time: 0.0000000000, propagate_forward_time: 50.0576210022, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4642448425
validation[          , genome 18369] predictions:    9872/  10000 (98.72%), best:    9898/10000 (98.98%), error:       425.08240, best error:       321.50168 on epoch:    64, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 745.7450561523s, input_fired_time: 8.4961776733, output_fired_time: 8.6722650528, propagate_forward_time: 260.5078125000, propagate_backward_time: 459.1451416016, weight_update_time: 1.1891895533, other_time: 8.9237060547
epoch time: 50.0902786255s, input_fired_time: 0.8860360384, output_fired_time: 0.0000000000, propagate_forward_time: 47.6779136658, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5263290405
validation[          , genome 18369] predictions:    9897/  10000 (98.97%), best:    9898/10000 (98.98%), error:       333.09528, best error:       321.50168 on epoch:    64, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 621.1564941406s, input_fired_time: 7.6949973106, output_fired_time: 7.1022458076, propagate_forward_time: 216.9778289795, propagate_backward_time: 380.6088867188, weight_update_time: 1.1070022583, other_time: 8.7725219727
epoch time: 61.8788070679s, input_fired_time: 1.0054510832, output_fired_time: 0.0000000000, propagate_forward_time: 59.3125114441, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5608444214
validation[          , genome 18369] predictions:    9888/  10000 (98.88%), best:    9898/10000 (98.98%), error:       357.16211, best error:       321.50168 on epoch:    64, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 637.8292846680s, input_fired_time: 7.8201947212, output_fired_time: 7.3212785721, propagate_forward_time: 223.3058319092, propagate_backward_time: 390.5068969727, weight_update_time: 1.1181060076, other_time: 8.8750610352
epoch time: 41.8751564026s, input_fired_time: 0.8006852269, output_fired_time: 0.0000000000, propagate_forward_time: 39.5681419373, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5063285828
validation[          , genome 18369] predictions:    9883/  10000 (98.83%), best:    9898/10000 (98.98%), error:       392.31570, best error:       321.50168 on epoch:    64, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 657.5775756836s, input_fired_time: 7.8863558769, output_fired_time: 7.5770936012, propagate_forward_time: 229.4906768799, propagate_backward_time: 403.9400024414, weight_update_time: 1.1257301569, other_time: 8.6834716797
epoch time: 41.5536537170s, input_fired_time: 0.7899419665, output_fired_time: 0.0000000000, propagate_forward_time: 39.3482284546, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4154815674
validation[          , genome 18369] predictions:    9900/  10000 (99.00%), best:    9898/10000 (98.98%), error:       335.58969, best error:       321.50168 on epoch:    64, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 678.7488403320s, input_fired_time: 8.0743570328, output_fired_time: 7.8400135040, propagate_forward_time: 237.2131652832, propagate_backward_time: 416.7010192871, weight_update_time: 1.1465612650, other_time: 8.9202880859
epoch time: 64.2627410889s, input_fired_time: 1.0342433453, output_fired_time: 0.0000000000, propagate_forward_time: 61.6449470520, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5835494995
validation[          , genome 18369] predictions:    9905/  10000 (99.05%), best:    9905/10000 (99.05%), error:       320.11688, best error:       320.11688 on epoch:    84, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 761.9490356445s, input_fired_time: 8.6656198502, output_fired_time: 8.8989334106, propagate_forward_time: 266.1884155273, propagate_backward_time: 469.0216064453, weight_update_time: 1.2076863050, other_time: 9.1744384766
epoch time: 53.5808906555s, input_fired_time: 0.9156329036, output_fired_time: 0.0000000000, propagate_forward_time: 51.1908493042, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4744071960
validation[          , genome 18369] predictions:    9900/  10000 (99.00%), best:    9905/10000 (99.05%), error:       338.01898, best error:       320.11688 on epoch:    84, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 824.9038696289s, input_fired_time: 9.0640563965, output_fired_time: 9.6601667404, propagate_forward_time: 289.2101135254, propagate_backward_time: 507.8407592773, weight_update_time: 1.2450553179, other_time: 9.1288452148
epoch time: 48.7917861938s, input_fired_time: 0.8682189584, output_fired_time: 0.0000000000, propagate_forward_time: 46.4198188782, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5037498474
validation[          , genome 18369] predictions:    9906/  10000 (99.06%), best:    9905/10000 (99.05%), error:       322.73077, best error:       320.11688 on epoch:    84, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 740.7691650391s, input_fired_time: 8.5092248917, output_fired_time: 8.6190233231, propagate_forward_time: 259.1008605957, propagate_backward_time: 455.4633789062, weight_update_time: 1.1950048208, other_time: 9.0766906738
epoch time: 53.3796615601s, input_fired_time: 0.9173628688, output_fired_time: 0.0000000000, propagate_forward_time: 50.9463043213, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5159950256
validation[          , genome 18369] predictions:    9889/  10000 (98.89%), best:    9905/10000 (99.05%), error:       366.71298, best error:       320.11688 on epoch:    84, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 687.5031738281s, input_fired_time: 8.1482257843, output_fired_time: 7.9560728073, propagate_forward_time: 240.6179046631, propagate_backward_time: 421.7783508301, weight_update_time: 1.1519408226, other_time: 9.0025939941
epoch time: 41.7559432983s, input_fired_time: 0.7984370589, output_fired_time: 0.0000000000, propagate_forward_time: 39.4625701904, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4949378967
validation[          , genome 18369] predictions:    9887/  10000 (98.87%), best:    9905/10000 (99.05%), error:       373.02515, best error:       320.11688 on epoch:    84, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 689.6900024414s, input_fired_time: 8.1650266647, output_fired_time: 7.9833445549, propagate_forward_time: 241.4772949219, propagate_backward_time: 423.1341247559, weight_update_time: 1.1561479568, other_time: 8.9302062988
epoch time: 49.4380149841s, input_fired_time: 0.8711131215, output_fired_time: 0.0000000000, propagate_forward_time: 47.0644950867, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5024070740
validation[          , genome 18369] predictions:    9904/  10000 (99.04%), best:    9905/10000 (99.05%), error:       330.67200, best error:       320.11688 on epoch:    84, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 752.4803466797s, input_fired_time: 8.5653839111, output_fired_time: 8.7471342087, propagate_forward_time: 263.2310180664, propagate_backward_time: 462.9074096680, weight_update_time: 1.1953799725, other_time: 9.0294189453
epoch time: 64.4664611816s, input_fired_time: 1.0372394323, output_fired_time: 0.0000000000, propagate_forward_time: 61.8490409851, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5801811218
validation[          , genome 18369] predictions:    9906/  10000 (99.06%), best:    9906/10000 (99.06%), error:       313.19849, best error:       313.19849 on epoch:    90, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 779.5301513672s, input_fired_time: 8.7732105255, output_fired_time: 9.0968255997, propagate_forward_time: 272.7493896484, propagate_backward_time: 479.8190612793, weight_update_time: 1.2149668932, other_time: 9.0917053223
epoch time: 64.1386184692s, input_fired_time: 1.0337262154, output_fired_time: 0.0000000000, propagate_forward_time: 61.5245475769, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5803451538
validation[          , genome 18369] predictions:    9904/  10000 (99.04%), best:    9906/10000 (99.06%), error:       321.31625, best error:       313.19849 on epoch:    90, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 753.4444580078s, input_fired_time: 8.6315565109, output_fired_time: 8.7795982361, propagate_forward_time: 264.0234680176, propagate_backward_time: 462.9098815918, weight_update_time: 1.2023872137, other_time: 9.0999755859
epoch time: 51.5056533813s, input_fired_time: 0.9014084935, output_fired_time: 0.0000000000, propagate_forward_time: 49.0866394043, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5176048279
validation[          , genome 18369] predictions:    9900/  10000 (99.00%), best:    9906/10000 (99.06%), error:       339.94489, best error:       313.19849 on epoch:    90, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 786.5312500000s, input_fired_time: 8.8163347244, output_fired_time: 9.1666078568, propagate_forward_time: 275.5153808594, propagate_backward_time: 483.9262695312, weight_update_time: 1.2227845192, other_time: 9.1066284180
epoch time: 42.7330818176s, input_fired_time: 0.8073865771, output_fired_time: 0.0000000000, propagate_forward_time: 40.5175323486, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4081611633
validation[          , genome 18369] predictions:    9905/  10000 (99.05%), best:    9906/10000 (99.06%), error:       314.97800, best error:       313.19849 on epoch:    90, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 780.6398925781s, input_fired_time: 8.7428569794, output_fired_time: 9.0666809082, propagate_forward_time: 273.3596496582, propagate_backward_time: 480.5711669922, weight_update_time: 1.2116822004, other_time: 8.8995056152
epoch time: 62.5374641418s, input_fired_time: 1.0084464550, output_fired_time: 0.0000000000, propagate_forward_time: 60.0051345825, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5238838196
validation[          , genome 18369] predictions:    9905/  10000 (99.05%), best:    9906/10000 (99.06%), error:       319.50177, best error:       313.19849 on epoch:    90, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 790.5363769531s, input_fired_time: 8.8631849289, output_fired_time: 9.2778186798, propagate_forward_time: 276.8205261230, propagate_backward_time: 486.3841552734, weight_update_time: 1.2318651676, other_time: 9.1907043457
epoch time: 44.1184005737s, input_fired_time: 0.8256969452, output_fired_time: 0.0000000000, propagate_forward_time: 41.8231468201, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4695549011
validation[          , genome 18369] predictions:    9904/  10000 (99.04%), best:    9906/10000 (99.06%), error:       327.42688, best error:       313.19849 on epoch:    90, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 836.5305175781s, input_fired_time: 9.2040472031, output_fired_time: 9.8165569305, propagate_forward_time: 292.9803161621, propagate_backward_time: 515.1833496094, weight_update_time: 1.2615035772, other_time: 9.3463134766
epoch time: 54.6626586914s, input_fired_time: 0.9383946657, output_fired_time: 0.0000000000, propagate_forward_time: 52.1785469055, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5457153320
validation[          , genome 18369] predictions:    9904/  10000 (99.04%), best:    9904/10000 (99.04%), error:       312.10394, best error:       312.10394 on epoch:    96, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 758.6199340820s, input_fired_time: 8.6867733002, output_fired_time: 8.8377981186, propagate_forward_time: 265.8593444824, propagate_backward_time: 466.0638122559, weight_update_time: 1.2094571590, other_time: 9.1722412109
epoch time: 64.4616088867s, input_fired_time: 1.0372374058, output_fired_time: 0.0000000000, propagate_forward_time: 61.8525466919, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5718231201
validation[          , genome 18369] predictions:    9900/  10000 (99.00%), best:    9904/10000 (99.04%), error:       317.16833, best error:       312.10394 on epoch:    96, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 779.7322998047s, input_fired_time: 8.8032846451, output_fired_time: 9.1119756699, propagate_forward_time: 273.1906127930, propagate_backward_time: 479.5193786621, weight_update_time: 1.2169342041, other_time: 9.1070251465
epoch time: 58.5234260559s, input_fired_time: 0.9759142399, output_fired_time: 0.0000000000, propagate_forward_time: 56.0072937012, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5402183533
validation[          , genome 18369] predictions:    9907/  10000 (99.07%), best:    9904/10000 (99.04%), error:       315.80466, best error:       312.10394 on epoch:    96, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

arguments:
	'../../projects/csgrid.org_csg/exact_client_0.33_x86_64-pc-linux-gnu'
	'--training_file'
	'training_samples.bin'
	'--validation_file'
	'validation_samples.bin'
	'--testing_file'
	'testing_samples.bin'
	'--genome_file'
	'input_genome.txt'
	'--output_file'
	'output_genome.txt'
	'--checkpoint_file'
	'checkpoint.txt'
converting arguments to vector
boincified training filename: '../../projects/csgrid.org_csg/mnist_training_50k.bin'
boincified validation filename: '../../projects/csgrid.org_csg/mnist_validation_10k.bin'
boincified testing filename: '../../projects/csgrid.org_csg/mnist_testing_new.bin'
boincified genome filename: '../../projects/csgrid.org_csg/exact_genome_1518178202_55_18369.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1518178202_55_18369_1_r186332478_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from checkpoint file: 'checkpoint.txt'
read CNN_Genome file with version string: 'v0.33'
read exact_id: -1
read genome_id: -1
read initial_mu: 0.5
read mu: 0.986946
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 7.79016e-05
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 3.11606e-06
read weight_decay_delta: 0.95
read batch_size: 50
read epsilon: 1e-07
read alpha: 0.1
read input_dropout_probability: 0
read hidden_dropout_probability: 0
read velocity_reset: 1000
read epoch: 99
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 96
read number_validation_images: 10000
read best_validation_predictions: 9904
read best_validation_error: 312.104
read number_training_images: 50000
read training_predictions: 0
read training_error: 1e+07
read number_test_images: 10000
read test_predictions: 0
read test_error: 1e+07
read generation_id: 18369
read normal distribution: '0 0.238456591963768 -0.283852934837341'
generator_str: '1053537320'
read generator: 1053537320
read generated_by_map:
1 change_size_y 1
reading 79 nodes.
reading 189 edges.
number input nodes: 1
number softmax nodes: 10
order_size: 50000
parsed input file
loaded genome
loading images
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 4923 images.
reading image set with 5742 images.
reading image set with 4958 images.
reading image set with 5131 images.
reading image set with 4842 images.
reading image set with 4421 images.
reading image set with 4918 images.
reading image set with 5265 images.
reading image set with 4851 images.
reading image set with 4949 images.
image_size: 1x28x28 = 784
read 50000 images.
    class    0: 4923
    class    1: 5742
    class    2: 4958
    class    3: 5131
    class    4: 4842
    class    5: 4421
    class    6: 4918
    class    7: 5265
    class    8: 4851
    class    9: 4949
calculating averages and standard deviations for images
average pixel value for channel 0: 0.130530551075935
pixel variance for channel 0: 0.0948646068572998
pixel standard deviation for channel 0: 0.308000981807709
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
image_size: 1x28x28 = 784
read 10000 images.
    class    0: 1000
    class    1: 1000
    class    2: 1000
    class    3: 1000
    class    4: 1000
    class    5: 1000
    class    6: 1000
    class    7: 1000
    class    8: 1000
    class    9: 1000
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 980 images.
reading image set with 1135 images.
reading image set with 1032 images.
reading image set with 1010 images.
reading image set with 982 images.
reading image set with 892 images.
reading image set with 958 images.
reading image set with 1028 images.
reading image set with 974 images.
reading image set with 1009 images.
image_size: 1x28x28 = 784
read 10000 images.
    class    0: 980
    class    1: 1135
    class    2: 1032
    class    3: 1010
    class    4: 982
    class    5: 892
    class    6: 958
    class    7: 1028
    class    8: 974
    class    9: 1009
loaded images
starting backpropagation!
epoch time: 697.005676269531s, input_fired_time: 8.37835121154785, output_fired_time: 8.04464149475098, propagate_forward_time: 243.510208129883, propagate_backward_time: 427.739227294922, weight_update_time: 1.22721660137177, other_time: 9.33328247070312
epoch time: 66.9468307495117s, input_fired_time: 1.09858131408691, output_fired_time: 0, propagate_forward_time: 64.1741561889648, propagate_backward_time: 0, weight_update_time: 0, other_time: 1.67409515380859
validation[          , genome 18369] predictions:    9901/  10000 (99.01%), best:    9901/10000 (99.01%), error:       311.71997, best error:       311.71997 on epoch:    99, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 713.8883056641s, input_fired_time: 8.4668750763, output_fired_time: 8.3210391998, propagate_forward_time: 249.6444702148, propagate_backward_time: 438.2469177246, weight_update_time: 1.2336792946, other_time: 9.2090148926
epoch time: 41.7854118347s, input_fired_time: 0.8187634945, output_fired_time: 0.0000000000, propagate_forward_time: 39.4956245422, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4710235596
validation[          , genome 18369] predictions:    9904/  10000 (99.04%), best:    9901/10000 (99.01%), error:       312.31241, best error:       311.71997 on epoch:    99, 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: 288.1219177246s, input_fired_time: 4.9614086151, output_fired_time: 0.0000000000, propagate_forward_time: 275.2492675781, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.9112548828
best training[          , genome 18369] predictions:   49999/  50000 (100.00%), best:    9901/10000 (99.01%), error:       152.71487, best error:       311.71997 on epoch:    99, 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: 57.2767028809s, input_fired_time: 0.9778708816, output_fired_time: 0.0000000000, propagate_forward_time: 54.7284469604, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5703849792
   testing[          , genome 18369] predictions:    9905/  10000 (99.05%), best:    9901/10000 (99.01%), error:       310.81033, best error:       311.71997 on epoch:    99, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
01:57:42 (507): called boinc_finish(0)

</stderr_txt>
]]>