Nameexact_genome_1512185335_37_8806_1
Workunit2562537
Created5 Dec 2017, 12:11:57 UTC
Sent5 Dec 2017, 12:21:19 UTC
Report deadline2 Jan 2018, 8:56:59 UTC
Received7 Dec 2017, 15:00:20 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID52322
Run time15 hours 9 min 45 sec
CPU time15 hours 2 min 22 sec
Validate stateInitial
Credit0.00
Device peak FLOPS2.94 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size164.48 MB
Peak swap size163.10 MB
Peak disk usage3.79 MB

Stderr output

<core_client_version>7.6.33</core_client_version>
<![CDATA[
<stderr_txt>
lass    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: 489.112976074219s, input_fired_time: 5.20040702819824, output_fired_time: 5.22207403182983, propagate_forward_time: 181.206954956055, propagate_backward_time: 291.287384033203, weight_update_time: 0.476075142621994, other_time: 6.19613647460938
epoch time: 37.6155738830566s, input_fired_time: 0.64431095123291, output_fired_time: 0, propagate_forward_time: 35.8607368469238, propagate_backward_time: 0, weight_update_time: 0, other_time: 1.11052703857422
validation[          , genome  8806] predictions:    9813/  10000 (98.13%), best:    9831/10000 (98.31%), error:       607.83636, best error:       553.11591 on epoch:    12, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 491.9196166992s, input_fired_time: 5.2239551544, output_fired_time: 5.2834749222, propagate_forward_time: 181.6769866943, propagate_backward_time: 293.5591125488, weight_update_time: 0.4876108170, other_time: 6.1760559082
epoch time: 38.4717178345s, input_fired_time: 0.6589379311, output_fired_time: 0.0000000000, propagate_forward_time: 36.7107543945, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1020240784
validation[          , genome  8806] predictions:    9814/  10000 (98.14%), best:    9831/10000 (98.31%), error:       610.33081, best error:       553.11591 on epoch:    12, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 493.1809997559s, input_fired_time: 5.2088990211, output_fired_time: 5.2607827187, propagate_forward_time: 181.3210754395, propagate_backward_time: 295.2034912109, weight_update_time: 0.5006999373, other_time: 6.1867675781
epoch time: 38.7790069580s, input_fired_time: 0.6629103422, output_fired_time: 0.0000000000, propagate_forward_time: 37.0169258118, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0991706848
validation[          , genome  8806] predictions:    9805/  10000 (98.05%), best:    9831/10000 (98.31%), error:       639.20697, best error:       553.11591 on epoch:    12, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 491.6801757813s, input_fired_time: 5.2177462578, output_fired_time: 5.2729935646, propagate_forward_time: 181.2579345703, propagate_backward_time: 293.7338867188, weight_update_time: 0.5145925879, other_time: 6.1976318359
epoch time: 38.5182189941s, input_fired_time: 0.6590421796, output_fired_time: 0.0000000000, propagate_forward_time: 36.7537994385, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1053771973
validation[          , genome  8806] predictions:    9765/  10000 (97.65%), best:    9831/10000 (98.31%), error:       752.81152, best error:       553.11591 on epoch:    12, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 494.5465393066s, input_fired_time: 5.2503924370, output_fired_time: 5.2894535065, propagate_forward_time: 182.4923553467, propagate_backward_time: 295.2936096191, weight_update_time: 0.5398822427, other_time: 6.2207336426
epoch time: 38.1297302246s, input_fired_time: 0.6482980251, output_fired_time: 0.0000000000, propagate_forward_time: 36.3907775879, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0906562805
validation[          , genome  8806] predictions:    9808/  10000 (98.08%), best:    9831/10000 (98.31%), error:       631.64813, best error:       553.11591 on epoch:    12, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 491.0699157715s, input_fired_time: 5.2245230675, output_fired_time: 5.2701306343, propagate_forward_time: 181.1282653809, propagate_backward_time: 293.1962280273, weight_update_time: 0.5584892035, other_time: 6.2507629395
epoch time: 38.4071083069s, input_fired_time: 0.6550629139, output_fired_time: 0.0000000000, propagate_forward_time: 36.6541099548, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0979347229
validation[          , genome  8806] predictions:    9830/  10000 (98.30%), best:    9831/10000 (98.31%), error:       581.31006, best error:       553.11591 on epoch:    12, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 493.2697753906s, input_fired_time: 5.2414984703, output_fired_time: 5.2834844589, propagate_forward_time: 181.9918975830, propagate_backward_time: 294.4862670898, weight_update_time: 0.5785284638, other_time: 6.2666625977
epoch time: 37.9579772949s, input_fired_time: 0.6423310041, output_fired_time: 0.0000000000, propagate_forward_time: 36.2428817749, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0727653503
validation[          , genome  8806] predictions:    9775/  10000 (97.75%), best:    9831/10000 (98.31%), error:       735.07288, best error:       553.11591 on epoch:    12, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 491.2802429199s, input_fired_time: 5.2203955650, output_fired_time: 5.2609877586, propagate_forward_time: 180.9945983887, propagate_backward_time: 293.4898986816, weight_update_time: 0.6008288264, other_time: 6.3143615723
epoch time: 38.0809936523s, input_fired_time: 0.6489781737, output_fired_time: 0.0000000000, propagate_forward_time: 36.3391227722, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0928916931
validation[          , genome  8806] predictions:    9813/  10000 (98.13%), best:    9831/10000 (98.31%), error:       570.68329, best error:       553.11591 on epoch:    12, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 498.1015014648s, input_fired_time: 5.2708430290, output_fired_time: 5.3583159447, propagate_forward_time: 183.6161193848, propagate_backward_time: 297.5384216309, weight_update_time: 0.6143600941, other_time: 6.3178100586
epoch time: 37.9972648621s, input_fired_time: 0.6529197693, output_fired_time: 0.0000000000, propagate_forward_time: 36.2513275146, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0930175781
validation[          , genome  8806] predictions:    9795/  10000 (97.95%), best:    9831/10000 (98.31%), error:       627.38599, best error:       553.11591 on epoch:    12, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 494.4724426270s, input_fired_time: 5.2365493774, output_fired_time: 5.2674164772, propagate_forward_time: 181.9661407471, propagate_backward_time: 295.6877746582, weight_update_time: 0.6269422770, other_time: 6.3145446777
epoch time: 37.9728050232s, input_fired_time: 0.6521238685, output_fired_time: 0.0000000000, propagate_forward_time: 36.2159080505, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1047744751
validation[          , genome  8806] predictions:    9809/  10000 (98.09%), best:    9831/10000 (98.31%), error:       616.38672, best error:       553.11591 on epoch:    12, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 499.7065429688s, input_fired_time: 5.2845897675, output_fired_time: 5.3432230949, propagate_forward_time: 184.6504669189, propagate_backward_time: 298.0802917480, weight_update_time: 0.6301748157, other_time: 6.3479919434
epoch time: 37.1902694702s, input_fired_time: 0.6418071985, output_fired_time: 0.0000000000, propagate_forward_time: 35.4590072632, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0894546509
validation[          , genome  8806] predictions:    9823/  10000 (98.23%), best:    9831/10000 (98.31%), error:       562.23492, best error:       553.11591 on epoch:    12, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 497.2767333984s, input_fired_time: 5.2632226944, output_fired_time: 5.3188486099, propagate_forward_time: 183.5186767578, propagate_backward_time: 296.8338317871, weight_update_time: 0.6330496073, other_time: 6.3421630859
epoch time: 38.1509819031s, input_fired_time: 0.6502524018, output_fired_time: 0.0000000000, propagate_forward_time: 36.4097671509, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0909614563
validation[          , genome  8806] predictions:    9821/  10000 (98.21%), best:    9831/10000 (98.31%), error:       602.07672, best error:       553.11591 on epoch:    12, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 496.9869995117s, input_fired_time: 5.2844066620, output_fired_time: 5.2972393036, propagate_forward_time: 183.0294342041, propagate_backward_time: 297.0207824707, weight_update_time: 0.6374446154, other_time: 6.3551330566
epoch time: 38.2949371338s, input_fired_time: 0.6591071486, output_fired_time: 0.0000000000, propagate_forward_time: 36.5332183838, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1026115417
validation[          , genome  8806] predictions:    9833/  10000 (98.33%), best:    9831/10000 (98.31%), error:       556.32458, best error:       553.11591 on epoch:    12, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 492.8459167480s, input_fired_time: 5.2442502975, output_fired_time: 5.2546954155, propagate_forward_time: 181.1669464111, propagate_backward_time: 294.8649597168, weight_update_time: 0.6317824721, other_time: 6.3150329590
epoch time: 38.1110649109s, input_fired_time: 0.6597463489, output_fired_time: 0.0000000000, propagate_forward_time: 36.3427467346, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1085700989
validation[          , genome  8806] predictions:    9836/  10000 (98.36%), best:    9836/10000 (98.36%), error:       536.40118, best error:       536.40118 on epoch:    29, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 491.1241455078s, input_fired_time: 5.2120890617, output_fired_time: 5.2520132065, propagate_forward_time: 180.8508758545, propagate_backward_time: 293.4929504395, weight_update_time: 0.6330160499, other_time: 6.3161926270
epoch time: 38.8304100037s, input_fired_time: 0.6667304635, output_fired_time: 0.0000000000, propagate_forward_time: 37.0565948486, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1070861816
validation[          , genome  8806] predictions:    9832/  10000 (98.32%), best:    9836/10000 (98.36%), error:       553.48230, best error:       536.40118 on epoch:    29, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 492.8916625977s, input_fired_time: 5.2554450035, output_fired_time: 5.2815442085, propagate_forward_time: 181.7919311523, propagate_backward_time: 294.2077941895, weight_update_time: 0.6331769228, other_time: 6.3549499512
epoch time: 39.0899009705s, input_fired_time: 0.6601301432, output_fired_time: 0.0000000000, propagate_forward_time: 37.3250236511, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1047477722
validation[          , genome  8806] predictions:    9857/  10000 (98.57%), best:    9857/10000 (98.57%), error:       519.75690, best error:       519.75690 on epoch:    31, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 499.7833251953s, input_fired_time: 5.2988767624, output_fired_time: 5.3657922745, propagate_forward_time: 184.6509552002, propagate_backward_time: 298.1143798828, weight_update_time: 0.6338669658, other_time: 6.3533325195
epoch time: 38.4126319885s, input_fired_time: 0.6508635283, output_fired_time: 0.0000000000, propagate_forward_time: 36.6770515442, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0847167969
validation[          , genome  8806] predictions:    9850/  10000 (98.50%), best:    9857/10000 (98.57%), error:       522.27606, best error:       519.75690 on epoch:    31, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 494.1534118652s, input_fired_time: 5.2617230415, output_fired_time: 5.2861766815, propagate_forward_time: 182.4902191162, propagate_backward_time: 294.7602233887, weight_update_time: 0.6348156929, other_time: 6.3550720215
epoch time: 38.1340217590s, input_fired_time: 0.6518978477, output_fired_time: 0.0000000000, propagate_forward_time: 36.3794937134, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1026306152
validation[          , genome  8806] predictions:    9827/  10000 (98.27%), best:    9857/10000 (98.57%), error:       558.42896, best error:       519.75690 on epoch:    31, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 493.6159667969s, input_fired_time: 5.2476086617, output_fired_time: 5.2725100517, propagate_forward_time: 181.6952362061, propagate_backward_time: 295.0497131348, weight_update_time: 0.6363030076, other_time: 6.3508605957
epoch time: 37.9904060364s, input_fired_time: 0.6568077207, output_fired_time: 0.0000000000, propagate_forward_time: 36.2221717834, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1114273071
validation[          , genome  8806] predictions:    9825/  10000 (98.25%), best:    9857/10000 (98.57%), error:       538.53180, best error:       519.75690 on epoch:    31, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 495.3114013672s, input_fired_time: 5.2407727242, output_fired_time: 5.2807331085, propagate_forward_time: 182.4695587158, propagate_backward_time: 295.9764099121, weight_update_time: 0.6391575933, other_time: 6.3439025879
epoch time: 38.8825454712s, input_fired_time: 0.6601607800, output_fired_time: 0.0000000000, propagate_forward_time: 37.1135864258, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1087989807
validation[          , genome  8806] predictions:    9821/  10000 (98.21%), best:    9857/10000 (98.57%), error:       564.36682, best error:       519.75690 on epoch:    31, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 495.2412414551s, input_fired_time: 5.2436785698, output_fired_time: 5.3025994301, propagate_forward_time: 182.0536651611, propagate_backward_time: 296.3035583496, weight_update_time: 0.6383467317, other_time: 6.3377380371
epoch time: 37.1344718933s, input_fired_time: 0.6382378936, output_fired_time: 0.0000000000, propagate_forward_time: 35.4168891907, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0793457031
validation[          , genome  8806] predictions:    9818/  10000 (98.18%), best:    9857/10000 (98.57%), error:       595.28754, best error:       519.75690 on epoch:    31, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 494.1123657227s, input_fired_time: 5.2399663925, output_fired_time: 5.2777781487, propagate_forward_time: 181.6114654541, propagate_backward_time: 295.6416015625, weight_update_time: 0.6360695362, other_time: 6.3415527344
epoch time: 38.2382621765s, input_fired_time: 0.6557028294, output_fired_time: 0.0000000000, propagate_forward_time: 36.4807968140, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1017608643
validation[          , genome  8806] predictions:    9836/  10000 (98.36%), best:    9857/10000 (98.57%), error:       542.61230, best error:       519.75690 on epoch:    31, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 492.0272216797s, input_fired_time: 5.2268767357, output_fired_time: 5.2696380615, propagate_forward_time: 180.8206634521, propagate_backward_time: 294.4133605957, weight_update_time: 0.6291525960, other_time: 6.2966613770
epoch time: 38.6844215393s, input_fired_time: 0.6571033597, output_fired_time: 0.0000000000, propagate_forward_time: 36.9342117310, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0931053162
validation[          , genome  8806] predictions:    9824/  10000 (98.24%), best:    9857/10000 (98.57%), error:       553.86993, best error:       519.75690 on epoch:    31, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 493.8315124512s, input_fired_time: 5.2402944565, output_fired_time: 5.2960605621, propagate_forward_time: 181.2559814453, propagate_backward_time: 295.7149353027, weight_update_time: 0.6357283592, other_time: 6.3242492676
epoch time: 38.8923072815s, input_fired_time: 0.6594044566, output_fired_time: 0.0000000000, propagate_forward_time: 37.1296730042, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1032295227
validation[          , genome  8806] predictions:    9834/  10000 (98.34%), best:    9834/10000 (98.34%), error:       505.25677, best error:       505.25677 on epoch:    39, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 491.3785705566s, input_fired_time: 5.2318773270, output_fired_time: 5.2750539780, propagate_forward_time: 181.0194549561, propagate_backward_time: 293.5584106445, weight_update_time: 0.6342114806, other_time: 6.2937622070
epoch time: 37.8794174194s, input_fired_time: 0.6592624187, output_fired_time: 0.0000000000, propagate_forward_time: 36.1029090881, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1172447205
validation[          , genome  8806] predictions:    9852/  10000 (98.52%), best:    9834/10000 (98.34%), error:       532.40192, best error:       505.25677 on epoch:    39, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 490.3359985352s, input_fired_time: 5.2471036911, output_fired_time: 5.2826790810, propagate_forward_time: 180.5315856934, propagate_backward_time: 292.9679260254, weight_update_time: 0.6335328221, other_time: 6.3067016602
epoch time: 36.9946708679s, input_fired_time: 0.6372211576, output_fired_time: 0.0000000000, propagate_forward_time: 35.2869148254, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0705337524
validation[          , genome  8806] predictions:    9839/  10000 (98.39%), best:    9839/10000 (98.39%), error:       489.51923, best error:       489.51923 on epoch:    41, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 493.3706665039s, input_fired_time: 5.2395634651, output_fired_time: 5.2713255882, propagate_forward_time: 181.4575195313, propagate_backward_time: 295.0433959961, weight_update_time: 0.6334849000, other_time: 6.3588562012
epoch time: 37.9743118286s, input_fired_time: 0.6508051157, output_fired_time: 0.0000000000, propagate_forward_time: 36.2304992676, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0930061340
validation[          , genome  8806] predictions:    9850/  10000 (98.50%), best:    9850/10000 (98.50%), error:       476.54068, best error:       476.54068 on epoch:    42, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 495.3467407227s, input_fired_time: 5.2561383247, output_fired_time: 5.2853879929, propagate_forward_time: 182.2552337646, propagate_backward_time: 296.2170715332, weight_update_time: 0.6335727572, other_time: 6.3329162598
epoch time: 39.1741867065s, input_fired_time: 0.6637396216, output_fired_time: 0.0000000000, propagate_forward_time: 37.4206657410, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0897827148
validation[          , genome  8806] predictions:    9829/  10000 (98.29%), best:    9850/10000 (98.50%), error:       521.94946, best error:       476.54068 on epoch:    42, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 501.7787475586s, input_fired_time: 5.2918019295, output_fired_time: 5.3348445892, propagate_forward_time: 185.1336364746, propagate_backward_time: 299.6473388672, weight_update_time: 0.6394808888, other_time: 6.3711242676
epoch time: 38.9309806824s, input_fired_time: 0.6619416475, output_fired_time: 0.0000000000, propagate_forward_time: 37.1839065552, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0851325989
validation[          , genome  8806] predictions:    9832/  10000 (98.32%), best:    9850/10000 (98.50%), error:       499.88187, best error:       476.54068 on epoch:    42, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 496.7681274414s, input_fired_time: 5.2670149803, output_fired_time: 5.3125271797, propagate_forward_time: 182.2227172852, propagate_backward_time: 297.6118469238, weight_update_time: 0.6353935599, other_time: 6.3540039063
epoch time: 38.5770454407s, input_fired_time: 0.6575351954, output_fired_time: 0.0000000000, propagate_forward_time: 36.8297958374, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0897140503
validation[          , genome  8806] predictions:    9846/  10000 (98.46%), best:    9850/10000 (98.50%), error:       497.65424, best error:       476.54068 on epoch:    42, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 500.4574890137s, input_fired_time: 5.2980580330, output_fired_time: 5.3130555153, propagate_forward_time: 184.9847106934, propagate_backward_time: 298.5002136230, weight_update_time: 0.6454939842, other_time: 6.3614501953
epoch time: 38.3275604248s, input_fired_time: 0.6569920182, output_fired_time: 0.0000000000, propagate_forward_time: 36.5713272095, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0992393494
validation[          , genome  8806] predictions:    9818/  10000 (98.18%), best:    9850/10000 (98.50%), error:       580.28418, best error:       476.54068 on epoch:    42, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 495.7736206055s, input_fired_time: 5.2477087975, output_fired_time: 5.2632422447, propagate_forward_time: 182.1261444092, propagate_backward_time: 296.7857055664, weight_update_time: 0.6352742314, other_time: 6.3508300781
epoch time: 38.3030014038s, input_fired_time: 0.6564703584, output_fired_time: 0.0000000000, propagate_forward_time: 36.5569038391, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0896263123
validation[          , genome  8806] predictions:    9824/  10000 (98.24%), best:    9850/10000 (98.50%), error:       534.36981, best error:       476.54068 on epoch:    42, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 499.0581970215s, input_fired_time: 5.2823047638, output_fired_time: 5.3275976181, propagate_forward_time: 184.0759429932, propagate_backward_time: 298.0211486816, weight_update_time: 0.6386707425, other_time: 6.3511657715
epoch time: 38.7539405823s, input_fired_time: 0.6602467299, output_fired_time: 0.0000000000, propagate_forward_time: 36.9957923889, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0979003906
validation[          , genome  8806] predictions:    9822/  10000 (98.22%), best:    9850/10000 (98.50%), error:       555.29095, best error:       476.54068 on epoch:    42, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 495.5108642578s, input_fired_time: 5.2593517303, output_fired_time: 5.3002595901, propagate_forward_time: 182.3952636719, propagate_backward_time: 296.2389221191, weight_update_time: 0.6277489662, other_time: 6.3170776367
epoch time: 38.2588424683s, input_fired_time: 0.6600348949, output_fired_time: 0.0000000000, propagate_forward_time: 36.5019416809, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0968666077
validation[          , genome  8806] predictions:    9857/  10000 (98.57%), best:    9857/10000 (98.57%), error:       455.99683, best error:       455.99683 on epoch:    49, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 496.1854858398s, input_fired_time: 5.2486314774, output_fired_time: 5.2848291397, propagate_forward_time: 182.3959350586, propagate_backward_time: 296.9344482422, weight_update_time: 0.6390935183, other_time: 6.3216552734
epoch time: 37.9501037598s, input_fired_time: 0.6551488638, output_fired_time: 0.0000000000, propagate_forward_time: 36.1995429993, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0954132080
validation[          , genome  8806] predictions:    9844/  10000 (98.44%), best:    9857/10000 (98.57%), error:       476.14618, best error:       455.99683 on epoch:    49, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 498.4555358887s, input_fired_time: 5.2765312195, output_fired_time: 5.2901120186, propagate_forward_time: 183.1453399658, propagate_backward_time: 298.3938598633, weight_update_time: 0.6375666857, other_time: 6.3497314453
epoch time: 37.9768486023s, input_fired_time: 0.6563211083, output_fired_time: 0.0000000000, propagate_forward_time: 36.2251853943, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0953407288
validation[          , genome  8806] predictions:    9844/  10000 (98.44%), best:    9857/10000 (98.57%), error:       517.71124, best error:       455.99683 on epoch:    49, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 498.1831359863s, input_fired_time: 5.2645998001, output_fired_time: 5.2921199799, propagate_forward_time: 182.9382781982, propagate_backward_time: 298.3571472168, weight_update_time: 0.6353545189, other_time: 6.3310241699
epoch time: 37.0986518860s, input_fired_time: 0.6417949200, output_fired_time: 0.0000000000, propagate_forward_time: 35.3687362671, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0881195068
validation[          , genome  8806] predictions:    9846/  10000 (98.46%), best:    9857/10000 (98.57%), error:       517.96991, best error:       455.99683 on epoch:    49, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 498.5008544922s, input_fired_time: 5.2906975746, output_fired_time: 5.3122916222, propagate_forward_time: 183.3855133057, propagate_backward_time: 298.1860351563, weight_update_time: 0.6398658156, other_time: 6.3262939453
epoch time: 38.4759597778s, input_fired_time: 0.6577337384, output_fired_time: 0.0000000000, propagate_forward_time: 36.7248268127, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0933990479
validation[          , genome  8806] predictions:    9841/  10000 (98.41%), best:    9857/10000 (98.57%), error:       505.33673, best error:       455.99683 on epoch:    49, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 497.7830200195s, input_fired_time: 5.2750425339, output_fired_time: 5.3327865601, propagate_forward_time: 182.9370422363, propagate_backward_time: 297.9189453125, weight_update_time: 0.6391684413, other_time: 6.3191833496
epoch time: 39.0343627930s, input_fired_time: 0.6642110944, output_fired_time: 0.0000000000, propagate_forward_time: 37.2717704773, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0983810425
validation[          , genome  8806] predictions:    9843/  10000 (98.43%), best:    9857/10000 (98.57%), error:       515.32996, best error:       455.99683 on epoch:    49, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 499.9172058105s, input_fired_time: 5.3020420074, output_fired_time: 5.3316807747, propagate_forward_time: 184.3491516113, propagate_backward_time: 298.5570678711, weight_update_time: 0.6394780874, other_time: 6.3772583008
epoch time: 37.9547042847s, input_fired_time: 0.6594970822, output_fired_time: 0.0000000000, propagate_forward_time: 36.1825790405, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1126289368
validation[          , genome  8806] predictions:    9842/  10000 (98.42%), best:    9857/10000 (98.57%), error:       497.66907, best error:       455.99683 on epoch:    49, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 499.1822509766s, input_fired_time: 5.2976713181, output_fired_time: 5.3377857208, propagate_forward_time: 183.7175445557, propagate_backward_time: 298.4561767578, weight_update_time: 0.6425542831, other_time: 6.3730468750
epoch time: 38.6076889038s, input_fired_time: 0.6623101830, output_fired_time: 0.0000000000, propagate_forward_time: 36.8524627686, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0929145813
validation[          , genome  8806] predictions:    9844/  10000 (98.44%), best:    9857/10000 (98.57%), error:       501.89340, best error:       455.99683 on epoch:    49, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 499.5386352539s, input_fired_time: 5.3132433891, output_fired_time: 5.3286147118, propagate_forward_time: 183.9577636719, propagate_backward_time: 298.5993957520, weight_update_time: 0.6342918873, other_time: 6.3396301270
epoch time: 39.0338706970s, input_fired_time: 0.6629584432, output_fired_time: 0.0000000000, propagate_forward_time: 37.2762908936, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0946197510
validation[          , genome  8806] predictions:    9857/  10000 (98.57%), best:    9857/10000 (98.57%), error:       467.66461, best error:       455.99683 on epoch:    49, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 501.7640075684s, input_fired_time: 5.3145217896, output_fired_time: 5.3552827835, propagate_forward_time: 184.3013458252, propagate_backward_time: 300.4569702148, weight_update_time: 0.6353109479, other_time: 6.3358764648
epoch time: 38.8453330994s, input_fired_time: 0.6609928012, output_fired_time: 0.0000000000, propagate_forward_time: 37.0802650452, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1040763855
validation[          , genome  8806] predictions:    9844/  10000 (98.44%), best:    9857/10000 (98.57%), error:       474.55402, best error:       455.99683 on epoch:    49, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 503.7140197754s, input_fired_time: 5.3164339066, output_fired_time: 5.3615317345, propagate_forward_time: 185.1412963867, propagate_backward_time: 301.5446166992, weight_update_time: 0.6450290084, other_time: 6.3501281738
epoch time: 38.9108810425s, input_fired_time: 0.6633281708, output_fired_time: 0.0000000000, propagate_forward_time: 37.1476249695, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0999259949
validation[          , genome  8806] predictions:    9851/  10000 (98.51%), best:    9857/10000 (98.57%), error:       487.99185, best error:       455.99683 on epoch:    49, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 503.4125976563s, input_fired_time: 5.3290767670, output_fired_time: 5.3556656837, propagate_forward_time: 185.3133544922, propagate_backward_time: 301.0643920898, weight_update_time: 0.6397700310, other_time: 6.3501281738
epoch time: 38.8284606934s, input_fired_time: 0.6676007509, output_fired_time: 0.0000000000, propagate_forward_time: 37.0706787109, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0901794434
validation[          , genome  8806] predictions:    9851/  10000 (98.51%), best:    9857/10000 (98.57%), error:       473.00632, best error:       455.99683 on epoch:    49, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 502.2556152344s, input_fired_time: 5.3190836906, output_fired_time: 5.3392910957, propagate_forward_time: 184.8032226563, propagate_backward_time: 300.4228820801, weight_update_time: 0.6404424310, other_time: 6.3711242676
epoch time: 38.5459594727s, input_fired_time: 0.6605610847, output_fired_time: 0.0000000000, propagate_forward_time: 36.7808609009, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1045379639
validation[          , genome  8806] predictions:    9854/  10000 (98.54%), best:    9857/10000 (98.57%), error:       484.66260, best error:       455.99683 on epoch:    49, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 500.8048706055s, input_fired_time: 5.3030829430, output_fired_time: 5.3385853767, propagate_forward_time: 183.7098236084, propagate_backward_time: 300.0798645020, weight_update_time: 0.6365881562, other_time: 6.3735046387
epoch time: 38.9491996765s, input_fired_time: 0.6648001671, output_fired_time: 0.0000000000, propagate_forward_time: 37.1903533936, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0940475464
validation[          , genome  8806] predictions:    9863/  10000 (98.63%), best:    9863/10000 (98.63%), error:       448.34821, best error:       448.34821 on epoch:    62, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 502.8694458008s, input_fired_time: 5.3463540077, output_fired_time: 5.3613934517, propagate_forward_time: 185.5517120361, propagate_backward_time: 300.2323303223, weight_update_time: 0.6468873024, other_time: 6.3776550293
epoch time: 39.0721130371s, input_fired_time: 0.6728192568, output_fired_time: 0.0000000000, propagate_forward_time: 37.3038406372, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0954513550
validation[          , genome  8806] predictions:    9825/  10000 (98.25%), best:    9863/10000 (98.63%), error:       527.52155, best error:       448.34821 on epoch:    62, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 499.1253662109s, input_fired_time: 5.3106279373, output_fired_time: 5.3350467682, propagate_forward_time: 183.8168182373, propagate_backward_time: 298.2933654785, weight_update_time: 0.6376584768, other_time: 6.3694763184
epoch time: 38.8242568970s, input_fired_time: 0.6661070585, output_fired_time: 0.0000000000, propagate_forward_time: 37.0612945557, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0968551636
validation[          , genome  8806] predictions:    9848/  10000 (98.48%), best:    9863/10000 (98.63%), error:       456.98297, best error:       448.34821 on epoch:    62, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 502.3537597656s, input_fired_time: 5.3413786888, output_fired_time: 5.3430843353, propagate_forward_time: 185.5203247070, propagate_backward_time: 299.7863159180, weight_update_time: 0.6473175883, other_time: 6.3626708984
epoch time: 38.5198249817s, input_fired_time: 0.6607880592, output_fired_time: 0.0000000000, propagate_forward_time: 36.7637252808, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0953102112
validation[          , genome  8806] predictions:    9849/  10000 (98.49%), best:    9863/10000 (98.63%), error:       481.50247, best error:       448.34821 on epoch:    62, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 501.8143310547s, input_fired_time: 5.3076968193, output_fired_time: 5.3386664391, propagate_forward_time: 184.7257843018, propagate_backward_time: 300.0883178711, weight_update_time: 0.6420173049, other_time: 6.3538818359
epoch time: 38.6428680420s, input_fired_time: 0.6685770154, output_fired_time: 0.0000000000, propagate_forward_time: 36.8605499268, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1137428284
validation[          , genome  8806] predictions:    9857/  10000 (98.57%), best:    9863/10000 (98.63%), error:       457.77911, best error:       448.34821 on epoch:    62, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 500.5417480469s, input_fired_time: 5.3136219978, output_fired_time: 5.3203678131, propagate_forward_time: 184.4264984131, propagate_backward_time: 299.0977783203, weight_update_time: 0.6362395883, other_time: 6.3834838867
epoch time: 38.9050674438s, input_fired_time: 0.6690288782, output_fired_time: 0.0000000000, propagate_forward_time: 37.1459541321, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0900840759
validation[          , genome  8806] predictions:    9856/  10000 (98.56%), best:    9863/10000 (98.63%), error:       476.00262, best error:       448.34821 on epoch:    62, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 501.7507629395s, input_fired_time: 5.3306508064, output_fired_time: 5.3479375839, propagate_forward_time: 184.7623291016, propagate_backward_time: 299.9496154785, weight_update_time: 0.6404976249, other_time: 6.3602294922
epoch time: 37.9860916138s, input_fired_time: 0.6589282751, output_fired_time: 0.0000000000, propagate_forward_time: 36.2196388245, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1075248718
validation[          , genome  8806] predictions:    9842/  10000 (98.42%), best:    9863/10000 (98.63%), error:       505.07269, best error:       448.34821 on epoch:    62, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 503.2012634277s, input_fired_time: 5.3393163681, output_fired_time: 5.3686738014, propagate_forward_time: 185.5882873535, propagate_backward_time: 300.5355529785, weight_update_time: 0.6449400187, other_time: 6.3694152832
epoch time: 38.9578208923s, input_fired_time: 0.6701890826, output_fired_time: 0.0000000000, propagate_forward_time: 37.1762313843, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1114006042
validation[          , genome  8806] predictions:    9840/  10000 (98.40%), best:    9863/10000 (98.63%), error:       487.09875, best error:       448.34821 on epoch:    62, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 501.6861572266s, input_fired_time: 5.3282704353, output_fired_time: 5.3198542595, propagate_forward_time: 184.9352722168, propagate_backward_time: 299.7431335449, weight_update_time: 0.6390808821, other_time: 6.3596191406
epoch time: 39.2948913574s, input_fired_time: 0.6709125042, output_fired_time: 0.0000000000, propagate_forward_time: 37.5113029480, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1126747131
validation[          , genome  8806] predictions:    9862/  10000 (98.62%), best:    9863/10000 (98.63%), error:       462.22812, best error:       448.34821 on epoch:    62, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 499.4363098145s, input_fired_time: 5.3169298172, output_fired_time: 5.3359985352, propagate_forward_time: 183.4771728516, propagate_backward_time: 298.9520874023, weight_update_time: 0.6379892230, other_time: 6.3541259766
epoch time: 38.8760871887s, input_fired_time: 0.6688854694, output_fired_time: 0.0000000000, propagate_forward_time: 37.1023254395, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1048774719
validation[          , genome  8806] predictions:    9855/  10000 (98.55%), best:    9863/10000 (98.63%), error:       451.69360, best error:       448.34821 on epoch:    62, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 502.7025146484s, input_fired_time: 5.3477787971, output_fired_time: 5.3853821754, propagate_forward_time: 184.9390563965, propagate_backward_time: 300.6383972168, weight_update_time: 0.6433827877, other_time: 6.3919067383
epoch time: 38.8151893616s, input_fired_time: 0.6640090942, output_fired_time: 0.0000000000, propagate_forward_time: 37.0472984314, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1038818359
validation[          , genome  8806] predictions:    9855/  10000 (98.55%), best:    9863/10000 (98.63%), error:       452.58591, best error:       448.34821 on epoch:    62, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 503.1390991211s, input_fired_time: 5.3379926682, output_fired_time: 5.3775544167, propagate_forward_time: 185.4453887939, propagate_backward_time: 300.6265563965, weight_update_time: 0.6382189393, other_time: 6.3515930176
epoch time: 38.4748611450s, input_fired_time: 0.6639087796, output_fired_time: 0.0000000000, propagate_forward_time: 36.6983184814, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1126327515
validation[          , genome  8806] predictions:    9857/  10000 (98.57%), best:    9863/10000 (98.63%), error:       449.00098, best error:       448.34821 on epoch:    62, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 502.6907043457s, input_fired_time: 5.3470902443, output_fired_time: 5.3513488770, propagate_forward_time: 185.5190734863, propagate_backward_time: 300.0882263184, weight_update_time: 0.6428121924, other_time: 6.3849792480
epoch time: 37.5472450256s, input_fired_time: 0.6499043703, output_fired_time: 0.0000000000, propagate_forward_time: 35.7938232422, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1035156250
validation[          , genome  8806] predictions:    9856/  10000 (98.56%), best:    9863/10000 (98.63%), error:       467.21210, best error:       448.34821 on epoch:    62, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 502.8907775879s, input_fired_time: 5.3690018654, output_fired_time: 5.3391056061, propagate_forward_time: 185.5369873047, propagate_backward_time: 300.2714843750, weight_update_time: 0.6406044364, other_time: 6.3742065430
epoch time: 39.1627540588s, input_fired_time: 0.6706485152, output_fired_time: 0.0000000000, propagate_forward_time: 37.3834915161, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1086158752
validation[          , genome  8806] predictions:    9866/  10000 (98.66%), best:    9866/10000 (98.66%), error:       441.11255, best error:       441.11255 on epoch:    75, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 501.9674682617s, input_fired_time: 5.3377428055, output_fired_time: 5.3592596054, propagate_forward_time: 184.7951202393, propagate_backward_time: 300.1110534668, weight_update_time: 0.6408444047, other_time: 6.3642883301
epoch time: 38.9595756531s, input_fired_time: 0.6673592329, output_fired_time: 0.0000000000, propagate_forward_time: 37.1820335388, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1101837158
validation[          , genome  8806] predictions:    9852/  10000 (98.52%), best:    9866/10000 (98.66%), error:       458.47430, best error:       441.11255 on epoch:    75, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 503.8894653320s, input_fired_time: 5.3523001671, output_fired_time: 5.3672523499, propagate_forward_time: 185.7923736572, propagate_backward_time: 301.0036315918, weight_update_time: 0.6495538950, other_time: 6.3739318848
epoch time: 38.7579841614s, input_fired_time: 0.6647565365, output_fired_time: 0.0000000000, propagate_forward_time: 36.9979972839, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0952301025
validation[          , genome  8806] predictions:    9846/  10000 (98.46%), best:    9866/10000 (98.66%), error:       504.21436, best error:       441.11255 on epoch:    75, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 502.9407043457s, input_fired_time: 5.3472433090, output_fired_time: 5.3639740944, propagate_forward_time: 184.9983215332, propagate_backward_time: 300.8657226563, weight_update_time: 0.6364523768, other_time: 6.3654479980
epoch time: 38.5678291321s, input_fired_time: 0.6628280282, output_fired_time: 0.0000000000, propagate_forward_time: 36.8106803894, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0943222046
validation[          , genome  8806] predictions:    9866/  10000 (98.66%), best:    9866/10000 (98.66%), error:       433.39526, best error:       433.39526 on epoch:    78, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 501.5266723633s, input_fired_time: 5.3464531898, output_fired_time: 5.3677959442, propagate_forward_time: 184.6427001953, propagate_backward_time: 299.7919311523, weight_update_time: 0.6450120807, other_time: 6.3777770996
epoch time: 39.0398635864s, input_fired_time: 0.6750584245, output_fired_time: 0.0000000000, propagate_forward_time: 37.2556228638, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1091804504
validation[          , genome  8806] predictions:    9853/  10000 (98.53%), best:    9866/10000 (98.66%), error:       441.30823, best error:       433.39526 on epoch:    78, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 503.8593139648s, input_fired_time: 5.3507628441, output_fired_time: 5.3433580399, propagate_forward_time: 186.0416717529, propagate_backward_time: 300.7222900391, weight_update_time: 0.6415154338, other_time: 6.4012451172
epoch time: 38.7183151245s, input_fired_time: 0.6654443145, output_fired_time: 0.0000000000, propagate_forward_time: 36.9584541321, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0944175720
validation[          , genome  8806] predictions:    9845/  10000 (98.45%), best:    9866/10000 (98.66%), error:       503.37784, best error:       433.39526 on epoch:    78, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 501.7149963379s, input_fired_time: 5.3513455391, output_fired_time: 5.3643584251, propagate_forward_time: 184.4264984131, propagate_backward_time: 300.1969299316, weight_update_time: 0.6436434984, other_time: 6.3758850098
epoch time: 38.7475090027s, input_fired_time: 0.6680147648, output_fired_time: 0.0000000000, propagate_forward_time: 36.9810905457, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0984039307
validation[          , genome  8806] predictions:    9863/  10000 (98.63%), best:    9866/10000 (98.66%), error:       472.02563, best error:       433.39526 on epoch:    78, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 502.0393981934s, input_fired_time: 5.3413677216, output_fired_time: 5.3287849426, propagate_forward_time: 185.0971374512, propagate_backward_time: 299.9380798340, weight_update_time: 0.6384205818, other_time: 6.3340148926
epoch time: 38.7865905762s, input_fired_time: 0.6643105745, output_fired_time: 0.0000000000, propagate_forward_time: 37.0176620483, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1046180725
validation[          , genome  8806] predictions:    9865/  10000 (98.65%), best:    9865/10000 (98.65%), error:       428.21396, best error:       428.21396 on epoch:    82, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 502.5202331543s, input_fired_time: 5.3647923470, output_fired_time: 5.3709125519, propagate_forward_time: 185.2746124268, propagate_backward_time: 300.1518249512, weight_update_time: 0.6405535936, other_time: 6.3580627441
epoch time: 38.7722244263s, input_fired_time: 0.6703866124, output_fired_time: 0.0000000000, propagate_forward_time: 36.9975128174, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1043243408
validation[          , genome  8806] predictions:    9864/  10000 (98.64%), best:    9865/10000 (98.65%), error:       430.77359, best error:       428.21396 on epoch:    82, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 501.6817932129s, input_fired_time: 5.3417530060, output_fired_time: 5.3627338409, propagate_forward_time: 184.6731872559, propagate_backward_time: 299.9266662598, weight_update_time: 0.6404796839, other_time: 6.3774414063
epoch time: 38.7641372681s, input_fired_time: 0.6702714562, output_fired_time: 0.0000000000, propagate_forward_time: 36.9852027893, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1086616516
validation[          , genome  8806] predictions:    9864/  10000 (98.64%), best:    9865/10000 (98.65%), error:       462.19354, best error:       428.21396 on epoch:    82, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 500.3209228516s, input_fired_time: 5.3415660858, output_fired_time: 5.3144068718, propagate_forward_time: 184.4416351318, propagate_backward_time: 298.8568420410, weight_update_time: 0.6424908638, other_time: 6.3664855957
epoch time: 39.2150459290s, input_fired_time: 0.6678727269, output_fired_time: 0.0000000000, propagate_forward_time: 37.4537696838, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0934028625
validation[          , genome  8806] predictions:    9850/  10000 (98.50%), best:    9865/10000 (98.65%), error:       463.36887, best error:       428.21396 on epoch:    82, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 503.5321044922s, input_fired_time: 5.3546376228, output_fired_time: 5.3654522896, propagate_forward_time: 185.6540985107, propagate_backward_time: 300.7808837891, weight_update_time: 0.6413546801, other_time: 6.3770141602
epoch time: 39.1021080017s, input_fired_time: 0.6735542417, output_fired_time: 0.0000000000, propagate_forward_time: 37.3268165588, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1017379761
validation[          , genome  8806] predictions:    9852/  10000 (98.52%), best:    9865/10000 (98.65%), error:       498.97906, best error:       428.21396 on epoch:    82, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 504.5993652344s, input_fired_time: 5.3616189957, output_fired_time: 5.3605184555, propagate_forward_time: 186.1369781494, propagate_backward_time: 301.3681640625, weight_update_time: 0.6415005922, other_time: 6.3720703125
epoch time: 38.9118995667s, input_fired_time: 0.6731295586, output_fired_time: 0.0000000000, propagate_forward_time: 37.1326065063, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1061630249
validation[          , genome  8806] predictions:    9861/  10000 (98.61%), best:    9865/10000 (98.65%), error:       471.08563, best error:       428.21396 on epoch:    82, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 500.7299804688s, input_fired_time: 5.3429193497, output_fired_time: 5.3512001038, propagate_forward_time: 184.2680969238, propagate_backward_time: 299.3955688477, weight_update_time: 0.6412974000, other_time: 6.3721923828
epoch time: 38.5196418762s, input_fired_time: 0.6727874875, output_fired_time: 0.0000000000, propagate_forward_time: 36.7419700623, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1048851013
validation[          , genome  8806] predictions:    9857/  10000 (98.57%), best:    9865/10000 (98.65%), error:       459.37927, best error:       428.21396 on epoch:    82, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 502.4205932617s, input_fired_time: 5.3610439301, output_fired_time: 5.3699140549, propagate_forward_time: 185.0510711670, propagate_backward_time: 300.2699584961, weight_update_time: 0.6446086764, other_time: 6.3685913086
epoch time: 39.1055679321s, input_fired_time: 0.6739193201, output_fired_time: 0.0000000000, propagate_forward_time: 37.3241004944, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1075477600
validation[          , genome  8806] predictions:    9858/  10000 (98.58%), best:    9865/10000 (98.65%), error:       450.55664, best error:       428.21396 on epoch:    82, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 502.7427062988s, input_fired_time: 5.3895511627, output_fired_time: 5.3750925064, propagate_forward_time: 185.3852081299, propagate_backward_time: 300.2017517090, weight_update_time: 0.6427503228, other_time: 6.3910827637
epoch time: 38.9735260010s, input_fired_time: 0.6746273637, output_fired_time: 0.0000000000, propagate_forward_time: 37.1762008667, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1226959229
validation[          , genome  8806] predictions:    9852/  10000 (98.52%), best:    9865/10000 (98.65%), error:       477.36502, best error:       428.21396 on epoch:    82, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 504.9829406738s, input_fired_time: 5.3775849342, output_fired_time: 5.3644781113, propagate_forward_time: 185.8263244629, propagate_backward_time: 302.0355529785, weight_update_time: 0.6467088461, other_time: 6.3789978027
epoch time: 38.5803565979s, input_fired_time: 0.6709116101, output_fired_time: 0.0000000000, propagate_forward_time: 36.8037452698, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1057014465
validation[          , genome  8806] predictions:    9859/  10000 (98.59%), best:    9865/10000 (98.65%), error:       480.09964, best error:       428.21396 on epoch:    82, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 505.4377441406s, input_fired_time: 5.3890051842, output_fired_time: 5.3911385536, propagate_forward_time: 186.1881866455, propagate_backward_time: 302.0770874023, weight_update_time: 0.6459549665, other_time: 6.3923339844
epoch time: 38.7332687378s, input_fired_time: 0.6731649637, output_fired_time: 0.0000000000, propagate_forward_time: 36.9478874207, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1122169495
validation[          , genome  8806] predictions:    9862/  10000 (98.62%), best:    9865/10000 (98.65%), error:       443.57516, best error:       428.21396 on epoch:    82, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 501.1459350586s, input_fired_time: 5.3697042465, output_fired_time: 5.3480553627, propagate_forward_time: 184.2079772949, propagate_backward_time: 299.8292541504, weight_update_time: 0.6387917995, other_time: 6.3909606934
epoch time: 39.0526580811s, input_fired_time: 0.6717284918, output_fired_time: 0.0000000000, propagate_forward_time: 37.2698593140, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1110687256
validation[          , genome  8806] predictions:    9861/  10000 (98.61%), best:    9865/10000 (98.65%), error:       454.85110, best error:       428.21396 on epoch:    82, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 503.1181640625s, input_fired_time: 5.3683452606, output_fired_time: 5.3601422310, propagate_forward_time: 184.9945831299, propagate_backward_time: 301.0245361328, weight_update_time: 0.6395116448, other_time: 6.3705444336
epoch time: 38.9222755432s, input_fired_time: 0.6700104475, output_fired_time: 0.0000000000, propagate_forward_time: 37.1533966064, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0988693237
validation[          , genome  8806] predictions:    9864/  10000 (98.64%), best:    9865/10000 (98.65%), error:       447.92816, best error:       428.21396 on epoch:    82, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 507.0499572754s, input_fired_time: 5.4139609337, output_fired_time: 5.3831849098, propagate_forward_time: 186.8024597168, propagate_backward_time: 303.0323791504, weight_update_time: 0.6458231211, other_time: 6.4179687500
epoch time: 38.3410835266s, input_fired_time: 0.6712640524, output_fired_time: 0.0000000000, propagate_forward_time: 36.5591468811, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1106719971
validation[          , genome  8806] predictions:    9854/  10000 (98.54%), best:    9865/10000 (98.65%), error:       480.50269, best error:       428.21396 on epoch:    82, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 506.1845092773s, input_fired_time: 5.4004502296, output_fired_time: 5.3938279152, propagate_forward_time: 186.1106414795, propagate_backward_time: 302.8596191406, weight_update_time: 0.6431742907, other_time: 6.4199829102
epoch time: 38.8768424988s, input_fired_time: 0.6765711308, output_fired_time: 0.0000000000, propagate_forward_time: 37.0982933044, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1019783020
validation[          , genome  8806] predictions:    9856/  10000 (98.56%), best:    9865/10000 (98.65%), error:       455.60382, best error:       428.21396 on epoch:    82, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 506.6964111328s, input_fired_time: 5.4014387131, output_fired_time: 5.3984251022, propagate_forward_time: 186.3842926025, propagate_backward_time: 303.0992431641, weight_update_time: 0.6420832276, other_time: 6.4130249023
epoch time: 39.3380126953s, input_fired_time: 0.6811819077, output_fired_time: 0.0000000000, propagate_forward_time: 37.5494804382, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1073493958
validation[          , genome  8806] predictions:    9851/  10000 (98.51%), best:    9865/10000 (98.65%), error:       479.72467, best error:       428.21396 on epoch:    82, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 506.1346740723s, input_fired_time: 5.4110984802, output_fired_time: 5.3887162209, propagate_forward_time: 186.4219055176, propagate_backward_time: 302.4831848145, weight_update_time: 0.6484348178, other_time: 6.4297790527
epoch time: 39.1399917603s, input_fired_time: 0.6783419847, output_fired_time: 0.0000000000, propagate_forward_time: 37.3516883850, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1099624634
validation[          , genome  8806] predictions:    9846/  10000 (98.46%), best:    9865/10000 (98.65%), error:       465.02667, best error:       428.21396 on epoch:    82, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 507.0942077637s, input_fired_time: 5.4117879868, output_fired_time: 5.4119520187, propagate_forward_time: 186.4782867432, propagate_backward_time: 303.3970642090, weight_update_time: 0.6416991949, other_time: 6.3951110840
epoch time: 39.1091995239s, input_fired_time: 0.6740109324, output_fired_time: 0.0000000000, propagate_forward_time: 37.3351173401, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1000709534
validation[          , genome  8806] predictions:    9861/  10000 (98.61%), best:    9865/10000 (98.65%), error:       467.93335, best error:       428.21396 on epoch:    82, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 505.4027404785s, input_fired_time: 5.4017238617, output_fired_time: 5.4000272751, propagate_forward_time: 185.6646118164, propagate_backward_time: 302.5313720703, weight_update_time: 0.6466135979, other_time: 6.4049987793
epoch time: 38.3899116516s, input_fired_time: 0.6743595600, output_fired_time: 0.0000000000, propagate_forward_time: 36.6038284302, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1117248535
validation[          , genome  8806] predictions:    9861/  10000 (98.61%), best:    9865/10000 (98.65%), error:       453.92554, best error:       428.21396 on epoch:    82, 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: 195.7717742920s, input_fired_time: 3.3954403400, output_fired_time: 0.0000000000, propagate_forward_time: 186.7766723633, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.5996551514
best training[          , genome  8806] predictions:   49981/  50000 (99.96%), best:    9865/10000 (98.65%), error:       287.05838, best error:       428.21396 on epoch:    82, 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: 39.2437744141s, input_fired_time: 0.6709355712, output_fired_time: 0.0000000000, propagate_forward_time: 37.4661941528, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1066436768
   testing[          , genome  8806] predictions:    9884/  10000 (98.84%), best:    9865/10000 (98.65%), error:       389.63541, best error:       428.21396 on epoch:    82, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
22:59:45 (7092): called boinc_finish(0)

</stderr_txt>
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