Nameexact_genome_1512568488_43_4484_0
Workunit2593670
Created7 Dec 2017, 10:09:20 UTC
Sent7 Dec 2017, 10:12:37 UTC
Report deadline13 Dec 2017, 16:44:29 UTC
Received7 Dec 2017, 22:51:48 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID64142
Run time2 hours 21 min 11 sec
CPU time2 hours 0 min 27 sec
Validate stateValid
Credit1,568.03
Device peak FLOPS3.08 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size154.50 MB
Peak swap size157.47 MB
Peak disk usage1.74 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
ht_update_time: 0.0000000000, other_time: 0.3136167526
validation[          , genome  4484] predictions:    9679/  10000 (96.79%), best:    9679/10000 (96.79%), error:      1033.10999, best error:      1033.10999 on epoch:    20, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 83.1670150757s, input_fired_time: 0.7440996766, output_fired_time: 0.5676721931, propagate_forward_time: 30.6504840851, propagate_backward_time: 48.7496910095, weight_update_time: 0.0784382895, other_time: 2.4550666809
epoch time: 6.2775006294s, input_fired_time: 0.0861581042, output_fired_time: 0.0000000000, propagate_forward_time: 5.8828811646, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3084611893
validation[          , genome  4484] predictions:    9635/  10000 (96.35%), best:    9679/10000 (96.79%), error:      1157.12878, best error:      1033.10999 on epoch:    20, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 83.3577804565s, input_fired_time: 0.9947422147, output_fired_time: 0.5674796700, propagate_forward_time: 27.7575588226, propagate_backward_time: 52.0639419556, weight_update_time: 0.0794699565, other_time: 1.9740524292
epoch time: 6.6320743561s, input_fired_time: 0.0883546248, output_fired_time: 0.0000000000, propagate_forward_time: 6.2306838036, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3130359650
validation[          , genome  4484] predictions:    9642/  10000 (96.42%), best:    9679/10000 (96.79%), error:      1139.40771, best error:      1033.10999 on epoch:    20, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 80.1654891968s, input_fired_time: 0.7439589500, output_fired_time: 0.8133788705, propagate_forward_time: 27.3468132019, propagate_backward_time: 48.5313339233, weight_update_time: 0.0794382021, other_time: 2.7300071716
epoch time: 4.7494077682s, input_fired_time: 0.0854781717, output_fired_time: 0.0000000000, propagate_forward_time: 4.3565387726, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3073906898
validation[          , genome  4484] predictions:    9586/  10000 (95.86%), best:    9679/10000 (96.79%), error:      1326.12952, best error:      1033.10999 on epoch:    20, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 60.6514892578s, input_fired_time: 0.7265058756, output_fired_time: 0.5521080494, propagate_forward_time: 21.5332336426, propagate_backward_time: 36.1612625122, weight_update_time: 0.0769620761, other_time: 1.6783790588
epoch time: 4.6878237724s, input_fired_time: 0.0859026164, output_fired_time: 0.0000000000, propagate_forward_time: 4.2986454964, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3032755852
validation[          , genome  4484] predictions:    9683/  10000 (96.83%), best:    9679/10000 (96.79%), error:      1066.29224, best error:      1033.10999 on epoch:    20, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 60.7367439270s, input_fired_time: 0.7279565930, output_fired_time: 0.5523815751, propagate_forward_time: 21.5722923279, propagate_backward_time: 36.1936302185, weight_update_time: 0.0774915069, other_time: 1.6904830933
epoch time: 4.6881828308s, input_fired_time: 0.0840609074, output_fired_time: 0.0000000000, propagate_forward_time: 4.2978539467, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3062682152
validation[          , genome  4484] predictions:    9662/  10000 (96.62%), best:    9679/10000 (96.79%), error:      1124.70410, best error:      1033.10999 on epoch:    20, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 60.6442184448s, input_fired_time: 0.7272137403, output_fired_time: 0.5522073507, propagate_forward_time: 21.5278148651, propagate_backward_time: 36.1440925598, weight_update_time: 0.0773650259, other_time: 1.6928901672
epoch time: 4.6901798248s, input_fired_time: 0.0855616182, output_fired_time: 0.0000000000, propagate_forward_time: 4.3007454872, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3038725853
validation[          , genome  4484] predictions:    9668/  10000 (96.68%), best:    9679/10000 (96.79%), error:      1088.95886, best error:      1033.10999 on epoch:    20, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 60.6478767395s, input_fired_time: 0.7258965969, output_fired_time: 0.5524332523, propagate_forward_time: 21.5320816040, propagate_backward_time: 36.1454963684, weight_update_time: 0.0774592310, other_time: 1.6919708252
epoch time: 4.6896991730s, input_fired_time: 0.0851013213, output_fired_time: 0.0000000000, propagate_forward_time: 4.2998471260, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3047509193
validation[          , genome  4484] predictions:    9679/  10000 (96.79%), best:    9679/10000 (96.79%), error:      1046.39209, best error:      1033.10999 on epoch:    20, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 60.6150856018s, input_fired_time: 0.7277030945, output_fired_time: 0.5523641706, propagate_forward_time: 21.5143089294, propagate_backward_time: 36.1297492981, weight_update_time: 0.0773450658, other_time: 1.6909599304
epoch time: 4.6885590553s, input_fired_time: 0.0849456489, output_fired_time: 0.0000000000, propagate_forward_time: 4.3003878593, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3032255173
validation[          , genome  4484] predictions:    9670/  10000 (96.70%), best:    9679/10000 (96.79%), error:      1051.06775, best error:      1033.10999 on epoch:    20, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 60.6369018555s, input_fired_time: 0.7283548713, output_fired_time: 0.5523794293, propagate_forward_time: 21.5232677460, propagate_backward_time: 36.1387481689, weight_update_time: 0.0774571970, other_time: 1.6941528320
epoch time: 4.6960387230s, input_fired_time: 0.0852037072, output_fired_time: 0.0000000000, propagate_forward_time: 4.3055872917, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3052477837
validation[          , genome  4484] predictions:    9673/  10000 (96.73%), best:    9679/10000 (96.79%), error:      1040.41687, best error:      1033.10999 on epoch:    20, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 60.6095466614s, input_fired_time: 0.7283279896, output_fired_time: 0.5517162681, propagate_forward_time: 21.5090427399, propagate_backward_time: 36.1320495605, weight_update_time: 0.0772391036, other_time: 1.6884078979
epoch time: 4.6908893585s, input_fired_time: 0.0858156085, output_fired_time: 0.0000000000, propagate_forward_time: 4.3002991676, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3047747612
validation[          , genome  4484] predictions:    9679/  10000 (96.79%), best:    9679/10000 (96.79%), error:      1097.10925, best error:      1033.10999 on epoch:    20, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 60.6779479980s, input_fired_time: 0.7299205065, output_fired_time: 0.5525335073, propagate_forward_time: 21.5441398621, propagate_backward_time: 36.1634674072, weight_update_time: 0.0774254724, other_time: 1.6878890991
epoch time: 4.6884284019s, input_fired_time: 0.0852590129, output_fired_time: 0.0000000000, propagate_forward_time: 4.2974519730, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3057174683
validation[          , genome  4484] predictions:    9632/  10000 (96.32%), best:    9679/10000 (96.79%), error:      1180.04102, best error:      1033.10999 on epoch:    20, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 60.6058921814s, input_fired_time: 0.7307601571, output_fired_time: 0.5518407822, propagate_forward_time: 21.5086498260, propagate_backward_time: 36.1274528503, weight_update_time: 0.0772780105, other_time: 1.6871910095
epoch time: 4.6875123978s, input_fired_time: 0.0857080519, output_fired_time: 0.0000000000, propagate_forward_time: 4.2985548973, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3032493591
validation[          , genome  4484] predictions:    9657/  10000 (96.57%), best:    9679/10000 (96.79%), error:      1107.95081, best error:      1033.10999 on epoch:    20, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 60.6316261292s, input_fired_time: 0.7294455767, output_fired_time: 0.5518280864, propagate_forward_time: 21.5211410522, propagate_backward_time: 36.1373252869, weight_update_time: 0.0774208233, other_time: 1.6918869019
epoch time: 4.6905241013s, input_fired_time: 0.0857280195, output_fired_time: 0.0000000000, propagate_forward_time: 4.3009104729, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3038854599
validation[          , genome  4484] predictions:    9673/  10000 (96.73%), best:    9679/10000 (96.79%), error:      1090.86694, best error:      1033.10999 on epoch:    20, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 60.6257133484s, input_fired_time: 0.7304350734, output_fired_time: 0.5521869659, propagate_forward_time: 21.5198726654, propagate_backward_time: 36.1368293762, weight_update_time: 0.0772657171, other_time: 1.6863899231
epoch time: 4.6892108917s, input_fired_time: 0.0860249996, output_fired_time: 0.0000000000, propagate_forward_time: 4.2995772362, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3036084175
validation[          , genome  4484] predictions:    9669/  10000 (96.69%), best:    9679/10000 (96.79%), error:      1079.75476, best error:      1033.10999 on epoch:    20, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 60.6538772583s, input_fired_time: 0.7332239151, output_fired_time: 0.5521542430, propagate_forward_time: 21.5308570862, propagate_backward_time: 36.1448631287, weight_update_time: 0.0776123181, other_time: 1.6927795410
epoch time: 4.6972451210s, input_fired_time: 0.0863854587, output_fired_time: 0.0000000000, propagate_forward_time: 4.3048057556, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3060541153
validation[          , genome  4484] predictions:    9599/  10000 (95.99%), best:    9679/10000 (96.79%), error:      1258.84521, best error:      1033.10999 on epoch:    20, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 60.6480369568s, input_fired_time: 0.7323167920, output_fired_time: 0.5522127151, propagate_forward_time: 21.5149974823, propagate_backward_time: 36.1364860535, weight_update_time: 0.0779108331, other_time: 1.7120246887
epoch time: 4.6928386688s, input_fired_time: 0.0872107819, output_fired_time: 0.0000000000, propagate_forward_time: 4.2999715805, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3056564331
validation[          , genome  4484] predictions:    9633/  10000 (96.33%), best:    9679/10000 (96.79%), error:      1186.70178, best error:      1033.10999 on epoch:    20, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 60.6884574890s, input_fired_time: 0.7340352535, output_fired_time: 0.5518719554, propagate_forward_time: 21.5187892914, propagate_backward_time: 36.1652336121, weight_update_time: 0.0780782625, other_time: 1.7185249329
epoch time: 4.6944265366s, input_fired_time: 0.0859025940, output_fired_time: 0.0000000000, propagate_forward_time: 4.3022375107, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3062863350
validation[          , genome  4484] predictions:    9706/  10000 (97.06%), best:    9706/10000 (97.06%), error:       947.00940, best error:       947.00940 on epoch:    37, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 60.6960830688s, input_fired_time: 0.7335305214, output_fired_time: 0.5522058606, propagate_forward_time: 21.5223121643, propagate_backward_time: 36.1612091064, weight_update_time: 0.0783701092, other_time: 1.7268257141
epoch time: 4.6950488091s, input_fired_time: 0.0869860426, output_fired_time: 0.0000000000, propagate_forward_time: 4.3021507263, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3059120178
validation[          , genome  4484] predictions:    9685/  10000 (96.85%), best:    9706/10000 (97.06%), error:      1049.99426, best error:       947.00940 on epoch:    37, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 60.6662101746s, input_fired_time: 0.7340574265, output_fired_time: 0.5523308516, propagate_forward_time: 21.5191936493, propagate_backward_time: 36.1439323425, weight_update_time: 0.0780403689, other_time: 1.7166938782
epoch time: 4.7422280312s, input_fired_time: 0.0877663419, output_fired_time: 0.0000000000, propagate_forward_time: 4.3470292091, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3074326515
validation[          , genome  4484] predictions:    9621/  10000 (96.21%), best:    9706/10000 (97.06%), error:      1217.02917, best error:       947.00940 on epoch:    37, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 60.6914787292s, input_fired_time: 0.7351120114, output_fired_time: 0.5526964068, propagate_forward_time: 21.5258483887, propagate_backward_time: 36.1587257385, weight_update_time: 0.0781371221, other_time: 1.7190971375
epoch time: 4.6979136467s, input_fired_time: 0.0872850120, output_fired_time: 0.0000000000, propagate_forward_time: 4.3047990799, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3058295250
validation[          , genome  4484] predictions:    9686/  10000 (96.86%), best:    9706/10000 (97.06%), error:      1012.74225, best error:       947.00940 on epoch:    37, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 60.6781082153s, input_fired_time: 0.7360543609, output_fired_time: 0.5524496436, propagate_forward_time: 21.5291919708, propagate_backward_time: 36.1437377930, weight_update_time: 0.0779548362, other_time: 1.7166748047
epoch time: 4.6979084015s, input_fired_time: 0.0875681937, output_fired_time: 0.0000000000, propagate_forward_time: 4.3038668633, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3064732552
validation[          , genome  4484] predictions:    9707/  10000 (97.07%), best:    9706/10000 (97.06%), error:       998.61469, best error:       947.00940 on epoch:    37, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 60.6700820923s, input_fired_time: 0.7348716855, output_fired_time: 0.5522546172, propagate_forward_time: 21.5192985535, propagate_backward_time: 36.1492767334, weight_update_time: 0.0780572593, other_time: 1.7143821716
epoch time: 4.7536487579s, input_fired_time: 0.0869076848, output_fired_time: 0.0000000000, propagate_forward_time: 4.3584747314, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3082661629
validation[          , genome  4484] predictions:    9666/  10000 (96.66%), best:    9706/10000 (97.06%), error:      1081.10779, best error:       947.00940 on epoch:    37, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 60.6582946777s, input_fired_time: 0.7353847027, output_fired_time: 0.5523273349, propagate_forward_time: 21.5186767578, propagate_backward_time: 36.1437339783, weight_update_time: 0.0778360888, other_time: 1.7081718445
epoch time: 4.6944026947s, input_fired_time: 0.0866373554, output_fired_time: 0.0000000000, propagate_forward_time: 4.3021969795, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3055682182
validation[          , genome  4484] predictions:    9691/  10000 (96.91%), best:    9706/10000 (97.06%), error:       981.91437, best error:       947.00940 on epoch:    37, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 60.7240867615s, input_fired_time: 0.7358067036, output_fired_time: 0.5529580712, propagate_forward_time: 21.5551013947, propagate_backward_time: 36.1738357544, weight_update_time: 0.0775790215, other_time: 1.7063827515
epoch time: 4.7278757095s, input_fired_time: 0.0877576247, output_fired_time: 0.0000000000, propagate_forward_time: 4.3317580223, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3083600998
validation[          , genome  4484] predictions:    9688/  10000 (96.88%), best:    9706/10000 (97.06%), error:       992.45221, best error:       947.00940 on epoch:    37, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 60.7482032776s, input_fired_time: 0.7360586524, output_fired_time: 0.5527030826, propagate_forward_time: 21.5636596680, propagate_backward_time: 36.1921195984, weight_update_time: 0.0776845068, other_time: 1.7036628723
epoch time: 4.7039289474s, input_fired_time: 0.0873838663, output_fired_time: 0.0000000000, propagate_forward_time: 4.3098235130, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3067216873
validation[          , genome  4484] predictions:    9683/  10000 (96.83%), best:    9706/10000 (97.06%), error:      1010.39789, best error:       947.00940 on epoch:    37, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 60.7605247498s, input_fired_time: 0.7380812764, output_fired_time: 0.5528705716, propagate_forward_time: 21.5597057343, propagate_backward_time: 36.2012176514, weight_update_time: 0.0779139176, other_time: 1.7086486816
epoch time: 4.7339129448s, input_fired_time: 0.0874017924, output_fired_time: 0.0000000000, propagate_forward_time: 4.3376874924, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3088235855
validation[          , genome  4484] predictions:    9658/  10000 (96.58%), best:    9706/10000 (97.06%), error:      1105.01917, best error:       947.00940 on epoch:    37, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 60.6620712280s, input_fired_time: 0.7374642491, output_fired_time: 0.5523002744, propagate_forward_time: 21.5157108307, propagate_backward_time: 36.1544036865, weight_update_time: 0.0778499320, other_time: 1.7021942139
epoch time: 4.6961092949s, input_fired_time: 0.0872261748, output_fired_time: 0.0000000000, propagate_forward_time: 4.3019452095, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3069376945
validation[          , genome  4484] predictions:    9686/  10000 (96.86%), best:    9706/10000 (97.06%), error:      1004.09668, best error:       947.00940 on epoch:    37, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 64.8968505859s, input_fired_time: 0.7434970140, output_fired_time: 0.5556986332, propagate_forward_time: 22.9622249603, propagate_backward_time: 38.9225044250, weight_update_time: 0.0780480728, other_time: 1.7129249573
epoch time: 6.6685934067s, input_fired_time: 0.3405399919, output_fired_time: 0.0000000000, propagate_forward_time: 5.7552504539, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5728030205
validation[          , genome  4484] predictions:    9666/  10000 (96.66%), best:    9706/10000 (97.06%), error:      1126.42358, best error:       947.00940 on epoch:    37, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 83.0562744141s, input_fired_time: 0.7576991916, output_fired_time: 0.5667091012, propagate_forward_time: 28.6534023285, propagate_backward_time: 50.8104438782, weight_update_time: 0.0807673708, other_time: 2.2680168152
epoch time: 6.3442349434s, input_fired_time: 0.0896413028, output_fired_time: 0.0000000000, propagate_forward_time: 5.9392247200, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3153691292
validation[          , genome  4484] predictions:    9691/  10000 (96.91%), best:    9706/10000 (97.06%), error:       979.82568, best error:       947.00940 on epoch:    37, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 83.2139205933s, input_fired_time: 0.7562807202, output_fired_time: 0.5675123334, propagate_forward_time: 28.1116924286, propagate_backward_time: 51.7548751831, weight_update_time: 0.0809604004, other_time: 2.0235595703
epoch time: 6.3370118141s, input_fired_time: 0.0898650810, output_fired_time: 0.0000000000, propagate_forward_time: 5.9312691689, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3158774376
validation[          , genome  4484] predictions:    9665/  10000 (96.65%), best:    9706/10000 (97.06%), error:      1101.55151, best error:       947.00940 on epoch:    37, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 83.0881805420s, input_fired_time: 1.0098079443, output_fired_time: 0.8171905279, propagate_forward_time: 29.4273223877, propagate_backward_time: 49.3234977722, weight_update_time: 0.0801693201, other_time: 2.5103569031
epoch time: 6.5741467476s, input_fired_time: 0.0894528553, output_fired_time: 0.0000000000, propagate_forward_time: 5.9226036072, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5620903969
validation[          , genome  4484] predictions:    9696/  10000 (96.96%), best:    9706/10000 (97.06%), error:      1002.14838, best error:       947.00940 on epoch:    37, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 83.2539749146s, input_fired_time: 1.0136107206, output_fired_time: 0.8194662333, propagate_forward_time: 28.8596153259, propagate_backward_time: 50.2879104614, weight_update_time: 0.0810392201, other_time: 2.2733726501
epoch time: 6.6955618858s, input_fired_time: 0.0914538577, output_fired_time: 0.0000000000, propagate_forward_time: 6.2860779762, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3180298805
validation[          , genome  4484] predictions:    9692/  10000 (96.92%), best:    9706/10000 (97.06%), error:      1013.25488, best error:       947.00940 on epoch:    37, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 83.1100006104s, input_fired_time: 1.5101299286, output_fired_time: 0.5705060959, propagate_forward_time: 29.4627532959, propagate_backward_time: 48.5500144958, weight_update_time: 0.3306216002, other_time: 3.0165977478
epoch time: 6.3682775497s, input_fired_time: 0.3407119513, output_fired_time: 0.0000000000, propagate_forward_time: 5.4591531754, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5684123039
validation[          , genome  4484] predictions:    9674/  10000 (96.74%), best:    9706/10000 (97.06%), error:      1028.14636, best error:       947.00940 on epoch:    37, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 82.9582672119s, input_fired_time: 1.0123094320, output_fired_time: 0.8203185797, propagate_forward_time: 29.6682872772, propagate_backward_time: 48.6942939758, weight_update_time: 0.3304840922, other_time: 2.7630577087
epoch time: 6.3098101616s, input_fired_time: 0.0892951787, output_fired_time: 0.0000000000, propagate_forward_time: 5.6573052406, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5632095337
validation[          , genome  4484] predictions:    9682/  10000 (96.82%), best:    9706/10000 (97.06%), error:      1031.58423, best error:       947.00940 on epoch:    37, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 82.8578033447s, input_fired_time: 1.0094548464, output_fired_time: 0.8156043291, propagate_forward_time: 29.3152523041, propagate_backward_time: 49.1954460144, weight_update_time: 0.0801354945, other_time: 2.5220451355
epoch time: 6.4045519829s, input_fired_time: 0.0915106535, output_fired_time: 0.0000000000, propagate_forward_time: 5.9977293015, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3153119087
validation[          , genome  4484] predictions:    9698/  10000 (96.98%), best:    9706/10000 (97.06%), error:       956.59967, best error:       947.00940 on epoch:    37, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 83.0719680786s, input_fired_time: 0.7672005892, output_fired_time: 1.0699901581, propagate_forward_time: 31.2668895721, propagate_backward_time: 47.9478034973, weight_update_time: 0.0806685388, other_time: 2.0200767517
epoch time: 6.2807126045s, input_fired_time: 0.0901697278, output_fired_time: 0.0000000000, propagate_forward_time: 5.8780593872, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3124833107
validation[          , genome  4484] predictions:    9641/  10000 (96.41%), best:    9706/10000 (97.06%), error:      1136.67566, best error:       947.00940 on epoch:    37, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 82.6587524414s, input_fired_time: 1.0098181963, output_fired_time: 0.5619621873, propagate_forward_time: 29.3304672241, propagate_backward_time: 49.4823265076, weight_update_time: 0.0810812190, other_time: 2.2741737366
epoch time: 6.3288288116s, input_fired_time: 0.0902014449, output_fired_time: 0.0000000000, propagate_forward_time: 5.9220337868, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3165936470
validation[          , genome  4484] predictions:    9654/  10000 (96.54%), best:    9706/10000 (97.06%), error:      1137.39685, best error:       947.00940 on epoch:    37, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 82.9606704712s, input_fired_time: 1.0139755011, output_fired_time: 0.8177188635, propagate_forward_time: 30.7675209045, propagate_backward_time: 47.8373489380, weight_update_time: 0.0808185637, other_time: 2.5241050720
epoch time: 6.3399391174s, input_fired_time: 0.0900980160, output_fired_time: 0.0000000000, propagate_forward_time: 5.9339594841, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3158817291
validation[          , genome  4484] predictions:    9688/  10000 (96.88%), best:    9706/10000 (97.06%), error:      1004.32306, best error:       947.00940 on epoch:    37, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 82.4390792847s, input_fired_time: 0.7571381330, output_fired_time: 0.8160452247, propagate_forward_time: 30.9826469421, propagate_backward_time: 48.1202888489, weight_update_time: 0.0805226043, other_time: 1.7629547119
epoch time: 6.2551293373s, input_fired_time: 0.0885077417, output_fired_time: 0.0000000000, propagate_forward_time: 5.6046352386, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5619864464
validation[          , genome  4484] predictions:    9660/  10000 (96.60%), best:    9706/10000 (97.06%), error:      1056.29810, best error:       947.00940 on epoch:    37, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 82.9856948853s, input_fired_time: 1.2611501217, output_fired_time: 0.8186101317, propagate_forward_time: 29.9271888733, propagate_backward_time: 49.2059745789, weight_update_time: 0.0810264274, other_time: 1.7727737427
epoch time: 6.5711750984s, input_fired_time: 0.3407604694, output_fired_time: 0.0000000000, propagate_forward_time: 5.6647219658, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5656924248
validation[          , genome  4484] predictions:    9690/  10000 (96.90%), best:    9706/10000 (97.06%), error:       991.90533, best error:       947.00940 on epoch:    37, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 82.3597793579s, input_fired_time: 0.7578341961, output_fired_time: 1.0634264946, propagate_forward_time: 28.2438697815, propagate_backward_time: 49.7696380615, weight_update_time: 0.3306917846, other_time: 2.5250129700
epoch time: 6.5700020790s, input_fired_time: 0.0909335986, output_fired_time: 0.0000000000, propagate_forward_time: 5.9154157639, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5636525154
validation[          , genome  4484] predictions:    9703/  10000 (97.03%), best:    9706/10000 (97.06%), error:      1023.34723, best error:       947.00940 on epoch:    37, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 82.1601791382s, input_fired_time: 1.5081733465, output_fired_time: 0.8142772913, propagate_forward_time: 28.1662731171, propagate_backward_time: 49.6518135071, weight_update_time: 0.0805706978, other_time: 2.0196418762
epoch time: 6.2652821541s, input_fired_time: 0.0898153782, output_fired_time: 0.0000000000, propagate_forward_time: 5.8619699478, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3134965897
validation[          , genome  4484] predictions:    9714/  10000 (97.14%), best:    9706/10000 (97.06%), error:       957.34796, best error:       947.00940 on epoch:    37, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 82.2166900635s, input_fired_time: 1.2619394064, output_fired_time: 0.5631676316, propagate_forward_time: 29.7430648804, propagate_backward_time: 48.3780097961, weight_update_time: 0.0805015936, other_time: 2.2705039978
epoch time: 6.2749586105s, input_fired_time: 0.0897406414, output_fired_time: 0.0000000000, propagate_forward_time: 5.8710818291, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3141360283
validation[          , genome  4484] predictions:    9711/  10000 (97.11%), best:    9706/10000 (97.06%), error:       962.15051, best error:       947.00940 on epoch:    37, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 82.0796508789s, input_fired_time: 0.7580918670, output_fired_time: 0.5643697977, propagate_forward_time: 29.6297740936, propagate_backward_time: 48.8563156128, weight_update_time: 0.0806188285, other_time: 2.2710952759
epoch time: 6.6009140015s, input_fired_time: 0.0912766531, output_fired_time: 0.0000000000, propagate_forward_time: 6.1921529770, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3174843788
validation[          , genome  4484] predictions:    9663/  10000 (96.63%), best:    9706/10000 (97.06%), error:      1128.19434, best error:       947.00940 on epoch:    37, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 82.8221893311s, input_fired_time: 0.7609308362, output_fired_time: 0.8115590811, propagate_forward_time: 28.8520526886, propagate_backward_time: 50.1143379211, weight_update_time: 0.0811538920, other_time: 2.2833061218
epoch time: 6.4316840172s, input_fired_time: 0.0921977609, output_fired_time: 0.0000000000, propagate_forward_time: 6.0185160637, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3209700584
validation[          , genome  4484] predictions:    9718/  10000 (97.18%), best:    9718/10000 (97.18%), error:       932.49756, best error:       932.49756 on epoch:    65, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 82.5234146118s, input_fired_time: 0.7611593008, output_fired_time: 1.0636659861, propagate_forward_time: 29.9723300934, propagate_backward_time: 48.1995697021, weight_update_time: 0.0808138922, other_time: 2.5266876221
epoch time: 6.5853958130s, input_fired_time: 0.0911901221, output_fired_time: 0.0000000000, propagate_forward_time: 6.1767802238, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3174252510
validation[          , genome  4484] predictions:    9689/  10000 (96.89%), best:    9718/10000 (97.18%), error:       994.91412, best error:       932.49756 on epoch:    65, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 82.1401977539s, input_fired_time: 1.0060468912, output_fired_time: 1.0603249073, propagate_forward_time: 28.8259086609, propagate_backward_time: 48.7211608887, weight_update_time: 0.3305921257, other_time: 2.5267524719
epoch time: 6.2245459557s, input_fired_time: 0.0891354382, output_fired_time: 0.0000000000, propagate_forward_time: 5.8224663734, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3129439354
validation[          , genome  4484] predictions:    9662/  10000 (96.62%), best:    9718/10000 (97.18%), error:      1087.22144, best error:       932.49756 on epoch:    65, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 81.5488815308s, input_fired_time: 1.0047750473, output_fired_time: 0.5570955873, propagate_forward_time: 29.4995918274, propagate_backward_time: 48.2199974060, weight_update_time: 0.0799029991, other_time: 2.2674179077
epoch time: 6.2325344086s, input_fired_time: 0.0894989893, output_fired_time: 0.0000000000, propagate_forward_time: 5.8306870461, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3123483658
validation[          , genome  4484] predictions:    9698/  10000 (96.98%), best:    9718/10000 (97.18%), error:      1001.56537, best error:       932.49756 on epoch:    65, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 82.0834045410s, input_fired_time: 1.0109583139, output_fired_time: 0.5604641438, propagate_forward_time: 29.6524467468, propagate_backward_time: 48.8341331482, weight_update_time: 0.0804037675, other_time: 2.0254058838
epoch time: 6.2817478180s, input_fired_time: 0.0907216743, output_fired_time: 0.0000000000, propagate_forward_time: 5.6270675659, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5639586449
validation[          , genome  4484] predictions:    9707/  10000 (97.07%), best:    9718/10000 (97.18%), error:       949.73792, best error:       932.49756 on epoch:    65, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 81.9851074219s, input_fired_time: 1.2557280064, output_fired_time: 0.5565555692, propagate_forward_time: 28.7499465942, propagate_backward_time: 49.1552581787, weight_update_time: 0.0803668946, other_time: 2.2676162720
epoch time: 6.2040958405s, input_fired_time: 0.0898235813, output_fired_time: 0.0000000000, propagate_forward_time: 5.8043365479, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3099355698
validation[          , genome  4484] predictions:    9694/  10000 (96.94%), best:    9718/10000 (97.18%), error:       936.59302, best error:       932.49756 on epoch:    65, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 81.1888961792s, input_fired_time: 1.0020953417, output_fired_time: 0.5537911057, propagate_forward_time: 29.6236591339, propagate_backward_time: 47.2505874634, weight_update_time: 0.0797177032, other_time: 2.7587585449
epoch time: 6.2067637444s, input_fired_time: 0.3406745195, output_fired_time: 0.0000000000, propagate_forward_time: 5.0557155609, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8103737831
validation[          , genome  4484] predictions:    9687/  10000 (96.87%), best:    9718/10000 (97.18%), error:      1053.22278, best error:       932.49756 on epoch:    65, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 81.5639572144s, input_fired_time: 0.7551810741, output_fired_time: 1.0579295158, propagate_forward_time: 27.9401454926, propagate_backward_time: 49.5506210327, weight_update_time: 0.0797586814, other_time: 2.2600784302
epoch time: 6.2198257446s, input_fired_time: 0.0895271450, output_fired_time: 0.0000000000, propagate_forward_time: 5.5696306229, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5606679916
validation[          , genome  4484] predictions:    9688/  10000 (96.88%), best:    9718/10000 (97.18%), error:       968.80017, best error:       932.49756 on epoch:    65, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 81.5253906250s, input_fired_time: 1.2531341314, output_fired_time: 1.3063803911, propagate_forward_time: 28.4299163818, propagate_backward_time: 48.5289649963, weight_update_time: 0.0797054023, other_time: 2.0069923401
epoch time: 6.4860749245s, input_fired_time: 0.0913160816, output_fired_time: 0.0000000000, propagate_forward_time: 6.0828075409, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3119511604
validation[          , genome  4484] predictions:    9698/  10000 (96.98%), best:    9718/10000 (97.18%), error:       958.36804, best error:       932.49756 on epoch:    65, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 81.5662536621s, input_fired_time: 1.7571423054, output_fired_time: 0.8063454628, propagate_forward_time: 28.2468605042, propagate_backward_time: 47.9994239807, weight_update_time: 0.0796777308, other_time: 2.7564849854
epoch time: 6.2436842918s, input_fired_time: 0.0899664313, output_fired_time: 0.0000000000, propagate_forward_time: 5.5916833878, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5620346069
validation[          , genome  4484] predictions:    9626/  10000 (96.26%), best:    9718/10000 (97.18%), error:      1206.82727, best error:       932.49756 on epoch:    65, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 82.1119461060s, input_fired_time: 1.2601763010, output_fired_time: 0.5603442192, propagate_forward_time: 28.5679721832, propagate_backward_time: 49.2082252502, weight_update_time: 0.0799752623, other_time: 2.5152320862
epoch time: 6.3020143509s, input_fired_time: 0.0921204463, output_fired_time: 0.0000000000, propagate_forward_time: 5.8933391571, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3165545464
validation[          , genome  4484] predictions:    9687/  10000 (96.87%), best:    9718/10000 (97.18%), error:      1030.38989, best error:       932.49756 on epoch:    65, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 81.7381057739s, input_fired_time: 1.0083959103, output_fired_time: 0.5584166646, propagate_forward_time: 28.0765647888, propagate_backward_time: 50.0769462585, weight_update_time: 0.3304595053, other_time: 2.0177841187
epoch time: 6.4738430977s, input_fired_time: 0.0905204192, output_fired_time: 0.0000000000, propagate_forward_time: 5.8216934204, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5616292953
validation[          , genome  4484] predictions:    9659/  10000 (96.59%), best:    9718/10000 (97.18%), error:      1046.12561, best error:       932.49756 on epoch:    65, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 81.4103775024s, input_fired_time: 0.7559636831, output_fired_time: 0.5559155941, propagate_forward_time: 29.7125930786, propagate_backward_time: 47.8720970154, weight_update_time: 0.0797729641, other_time: 2.5138053894
epoch time: 6.2158694267s, input_fired_time: 0.0899556652, output_fired_time: 0.0000000000, propagate_forward_time: 5.8154730797, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3104405403
validation[          , genome  4484] predictions:    9670/  10000 (96.70%), best:    9718/10000 (97.18%), error:      1006.56073, best error:       932.49756 on epoch:    65, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 80.9248580933s, input_fired_time: 1.0039534569, output_fired_time: 0.5538407564, propagate_forward_time: 28.0815143585, propagate_backward_time: 49.5271644592, weight_update_time: 0.0795256793, other_time: 1.7583885193
epoch time: 6.4554986954s, input_fired_time: 0.3405054808, output_fired_time: 0.0000000000, propagate_forward_time: 5.8046131134, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3103799820
validation[          , genome  4484] predictions:    9721/  10000 (97.21%), best:    9721/10000 (97.21%), error:       917.70807, best error:       917.70807 on epoch:    78, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 81.5513610840s, input_fired_time: 1.0082855225, output_fired_time: 0.5572619438, propagate_forward_time: 28.7353610992, propagate_backward_time: 48.2337760925, weight_update_time: 0.0799972340, other_time: 3.0166816711
epoch time: 6.2201104164s, input_fired_time: 0.0906852931, output_fired_time: 0.0000000000, propagate_forward_time: 5.8189158440, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3105092049
validation[          , genome  4484] predictions:    9654/  10000 (96.54%), best:    9721/10000 (97.21%), error:      1075.30847, best error:       917.70807 on epoch:    78, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 81.5643768311s, input_fired_time: 1.0100944042, output_fired_time: 0.8071145415, propagate_forward_time: 28.7803268433, propagate_backward_time: 48.4499435425, weight_update_time: 0.3300252557, other_time: 2.5168991089
epoch time: 6.2268223763s, input_fired_time: 0.0913222134, output_fired_time: 0.0000000000, propagate_forward_time: 5.8253235817, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3101763725
validation[          , genome  4484] predictions:    9659/  10000 (96.59%), best:    9721/10000 (97.21%), error:      1092.26868, best error:       917.70807 on epoch:    78, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 71.2543106079s, input_fired_time: 1.2531948090, output_fired_time: 0.8028392196, propagate_forward_time: 25.0328235626, propagate_backward_time: 42.1817398071, weight_update_time: 0.0788288489, other_time: 1.9837112427
epoch time: 4.6997461319s, input_fired_time: 0.0913222209, output_fired_time: 0.0000000000, propagate_forward_time: 4.3019833565, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3064403534
validation[          , genome  4484] predictions:    9675/  10000 (96.75%), best:    9721/10000 (97.21%), error:      1032.94812, best error:       917.70807 on epoch:    78, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 60.7628059387s, input_fired_time: 0.7561585307, output_fired_time: 0.5532380939, propagate_forward_time: 21.5424518585, propagate_backward_time: 36.1823921204, weight_update_time: 0.0784812421, other_time: 1.7285652161
epoch time: 4.7028980255s, input_fired_time: 0.0914640278, output_fired_time: 0.0000000000, propagate_forward_time: 4.3040952682, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3073387146
validation[          , genome  4484] predictions:    9711/  10000 (97.11%), best:    9721/10000 (97.21%), error:       990.50000, best error:       917.70807 on epoch:    78, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 60.8438758850s, input_fired_time: 0.7558684349, output_fired_time: 0.5534696579, propagate_forward_time: 21.5766468048, propagate_backward_time: 36.2318763733, weight_update_time: 0.0784474015, other_time: 1.7260169983
epoch time: 4.6996479034s, input_fired_time: 0.0897938907, output_fired_time: 0.0000000000, propagate_forward_time: 4.3024477959, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3074064255
validation[          , genome  4484] predictions:    9672/  10000 (96.72%), best:    9721/10000 (97.21%), error:      1066.84167, best error:       917.70807 on epoch:    78, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 60.7807273865s, input_fired_time: 0.7534008622, output_fired_time: 0.5527654886, propagate_forward_time: 21.5392093658, propagate_backward_time: 36.2060317993, weight_update_time: 0.0785851404, other_time: 1.7293167114
epoch time: 4.7193794250s, input_fired_time: 0.0910621285, output_fired_time: 0.0000000000, propagate_forward_time: 4.3212118149, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3071055412
validation[          , genome  4484] predictions:    9716/  10000 (97.16%), best:    9721/10000 (97.21%), error:       978.36591, best error:       917.70807 on epoch:    78, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 60.7771644592s, input_fired_time: 0.7569594383, output_fired_time: 0.5526206493, propagate_forward_time: 21.5522499084, propagate_backward_time: 36.1838912964, weight_update_time: 0.0786435157, other_time: 1.7314453125
epoch time: 4.7071461678s, input_fired_time: 0.0911420062, output_fired_time: 0.0000000000, propagate_forward_time: 4.3086800575, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3073239326
validation[          , genome  4484] predictions:    9678/  10000 (96.78%), best:    9721/10000 (97.21%), error:      1111.61768, best error:       917.70807 on epoch:    78, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 60.6891326904s, input_fired_time: 0.7552188635, output_fired_time: 0.5522847772, propagate_forward_time: 21.5202083588, propagate_backward_time: 36.1457061768, weight_update_time: 0.0780982077, other_time: 1.7157135010
epoch time: 4.7018594742s, input_fired_time: 0.0905137658, output_fired_time: 0.0000000000, propagate_forward_time: 4.3045816422, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3067641258
validation[          , genome  4484] predictions:    9717/  10000 (97.17%), best:    9721/10000 (97.21%), error:       921.61279, best error:       917.70807 on epoch:    78, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 60.7081947327s, input_fired_time: 0.7559712529, output_fired_time: 0.5522863269, propagate_forward_time: 21.5239944458, propagate_backward_time: 36.1557540894, weight_update_time: 0.0782272220, other_time: 1.7201881409
epoch time: 4.7090315819s, input_fired_time: 0.0924742520, output_fired_time: 0.0000000000, propagate_forward_time: 4.3082242012, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3083329201
validation[          , genome  4484] predictions:    9651/  10000 (96.51%), best:    9721/10000 (97.21%), error:      1149.33167, best error:       917.70807 on epoch:    78, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 60.9729919434s, input_fired_time: 0.7600619793, output_fired_time: 0.5551989675, propagate_forward_time: 21.6300506592, propagate_backward_time: 36.2951850891, weight_update_time: 0.0788186044, other_time: 1.7324943542
epoch time: 4.7186446190s, input_fired_time: 0.0913120285, output_fired_time: 0.0000000000, propagate_forward_time: 4.3205552101, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3067774773
validation[          , genome  4484] predictions:    9723/  10000 (97.23%), best:    9723/10000 (97.23%), error:       911.83832, best error:       911.83832 on epoch:    88, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 60.7780799866s, input_fired_time: 0.7587648034, output_fired_time: 0.5526072383, propagate_forward_time: 21.5498390198, propagate_backward_time: 36.1942176819, weight_update_time: 0.0784591958, other_time: 1.7226486206
epoch time: 4.7338051796s, input_fired_time: 0.0920754224, output_fired_time: 0.0000000000, propagate_forward_time: 4.3326835632, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3090462685
validation[          , genome  4484] predictions:    9710/  10000 (97.10%), best:    9723/10000 (97.23%), error:       960.60706, best error:       911.83832 on epoch:    88, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

arguments:
	'projects/csgrid.org_csg/exact_client_0.34_windows_x86_64.exe'
	'--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_1512568488_43_4484.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_43_4484_0_r2145761262_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: 0.985155
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.000123604
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 4.94418e-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: 90
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 88
read number_validation_images: 10000
read best_validation_predictions: 9723
read best_validation_error: 911.838
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: 4484
read normal distribution: '1 0 0'
generator_str: '1931119188'
read generator: 1931119188
read generated_by_map:
1 disable_edge 1
reading 20 nodes.
reading 40 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: 110.117935180664s, input_fired_time: 1.09876835346222, output_fired_time: 1.08730483055115, propagate_forward_time: 41.100471496582, propagate_backward_time: 64.0337753295898, weight_update_time: 0.119042731821537, other_time: 2.79761505126953
epoch time: 8.47964000701904s, input_fired_time: 0.127461180090904, output_fired_time: 0, propagate_forward_time: 7.85425281524658, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.497925758361816
validation[          , genome  4484] predictions:    9623/  10000 (96.23%), best:    9723/10000 (97.23%), error:      1184.70056, best error:       911.83832 on epoch:    88, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 111.2394485474s, input_fired_time: 1.0343176126, output_fired_time: 0.8882669806, propagate_forward_time: 41.9124145508, propagate_backward_time: 64.5116882324, weight_update_time: 0.1348989904, other_time: 2.8927612305
epoch time: 9.0961256027s, input_fired_time: 0.1383603960, output_fired_time: 0.0000000000, propagate_forward_time: 8.4377946854, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5199708939
validation[          , genome  4484] predictions:    9664/  10000 (96.64%), best:    9723/10000 (97.23%), error:      1139.87244, best error:       911.83832 on epoch:    88, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 108.7964553833s, input_fired_time: 1.0700410604, output_fired_time: 1.0023555756, propagate_forward_time: 40.6718406677, propagate_backward_time: 63.1808433533, weight_update_time: 0.1820424199, other_time: 2.8713722229
epoch time: 8.5324964523s, input_fired_time: 0.1246594340, output_fired_time: 0.0000000000, propagate_forward_time: 7.9300236702, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4778132439
validation[          , genome  4484] predictions:    9704/  10000 (97.04%), best:    9723/10000 (97.23%), error:       943.41510, best error:       911.83832 on epoch:    88, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 113.2352676392s, input_fired_time: 1.1910998821, output_fired_time: 0.9571574330, propagate_forward_time: 42.2552108765, propagate_backward_time: 65.9151535034, weight_update_time: 0.1196965501, other_time: 2.9166412354
epoch time: 8.7500057220s, input_fired_time: 0.1602299064, output_fired_time: 0.0000000000, propagate_forward_time: 8.1232986450, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4664773941
validation[          , genome  4484] predictions:    9677/  10000 (96.77%), best:    9723/10000 (97.23%), error:      1039.19226, best error:       911.83832 on epoch:    88, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 113.8005599976s, input_fired_time: 1.0992027521, output_fired_time: 0.8898582458, propagate_forward_time: 42.4284248352, propagate_backward_time: 66.6021957397, weight_update_time: 0.1190831810, other_time: 2.7808761597
epoch time: 8.6248311996s, input_fired_time: 0.1214317456, output_fired_time: 0.0000000000, propagate_forward_time: 8.0337629318, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4696369171
validation[          , genome  4484] predictions:    9634/  10000 (96.34%), best:    9723/10000 (97.23%), error:      1143.52844, best error:       911.83832 on epoch:    88, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 109.7132263184s, input_fired_time: 1.2355262041, output_fired_time: 0.9277397990, propagate_forward_time: 41.2301750183, propagate_backward_time: 63.5399589539, weight_update_time: 0.1353313476, other_time: 2.7798194885
epoch time: 8.2553606033s, input_fired_time: 0.1274693906, output_fired_time: 0.0000000000, propagate_forward_time: 7.6660561562, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4618353844
validation[          , genome  4484] predictions:    9707/  10000 (97.07%), best:    9723/10000 (97.23%), error:       947.05908, best error:       911.83832 on epoch:    88, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 103.5128936768s, input_fired_time: 1.0063986778, output_fired_time: 0.8484300375, propagate_forward_time: 38.8181991577, propagate_backward_time: 60.2175140381, weight_update_time: 0.1195347533, other_time: 2.6223526001
epoch time: 8.1222066879s, input_fired_time: 0.1268349737, output_fired_time: 0.0000000000, propagate_forward_time: 7.5317363739, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4636354446
validation[          , genome  4484] predictions:    9696/  10000 (96.96%), best:    9723/10000 (97.23%), error:      1002.99579, best error:       911.83832 on epoch:    88, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 103.3596038818s, input_fired_time: 1.0128165483, output_fired_time: 0.9308676720, propagate_forward_time: 38.4118461609, propagate_backward_time: 60.3688278198, weight_update_time: 0.1182209775, other_time: 2.6352424622
epoch time: 7.7500424385s, input_fired_time: 0.1195618883, output_fired_time: 0.0000000000, propagate_forward_time: 7.1695036888, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4609770775
validation[          , genome  4484] predictions:    9708/  10000 (97.08%), best:    9723/10000 (97.23%), error:       935.47681, best error:       911.83832 on epoch:    88, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 149.3153076172s, input_fired_time: 1.1710538864, output_fired_time: 1.2196487188, propagate_forward_time: 54.8865203857, propagate_backward_time: 87.7072906494, weight_update_time: 0.1604854167, other_time: 4.3307952881
epoch time: 13.5496969223s, input_fired_time: 0.1691824943, output_fired_time: 0.0000000000, propagate_forward_time: 12.0194225311, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3610916138
validation[          , genome  4484] predictions:    9697/  10000 (96.97%), best:    9723/10000 (97.23%), error:       985.09723, best error:       911.83832 on epoch:    88, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 169.9620208740s, input_fired_time: 2.1671166420, output_fired_time: 1.3753740788, propagate_forward_time: 66.4870605469, propagate_backward_time: 95.9074935913, weight_update_time: 0.1331894398, other_time: 4.0249710083
epoch time: 15.8454208374s, input_fired_time: 0.2324138433, output_fired_time: 0.0000000000, propagate_forward_time: 15.0746803284, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5383262634
validation[          , genome  4484] predictions:    9724/  10000 (97.24%), best:    9723/10000 (97.23%), error:       920.28375, best error:       911.83832 on epoch:    88, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 191.6313629150s, input_fired_time: 2.2343585491, output_fired_time: 2.0191414356, propagate_forward_time: 73.5799865723, propagate_backward_time: 109.5911026001, weight_update_time: 0.1964903921, other_time: 4.2067794800
epoch time: 16.1182956696s, input_fired_time: 0.1549249738, output_fired_time: 0.0000000000, propagate_forward_time: 14.9261846542, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0371856689
validation[          , genome  4484] predictions:    9712/  10000 (97.12%), best:    9723/10000 (97.23%), error:       937.96161, best error:       911.83832 on epoch:    88, 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: 78.7262725830s, input_fired_time: 1.3743430376, output_fired_time: 0.0000000000, propagate_forward_time: 72.7866973877, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5652313232
best training[          , genome  4484] predictions:   49370/  50000 (98.74%), best:    9723/10000 (97.23%), error:      2372.28906, best error:       911.83832 on epoch:    88, 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: 15.3572435379s, input_fired_time: 0.4343610406, output_fired_time: 0.0000000000, propagate_forward_time: 13.2987480164, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6241340637
   testing[          , genome  4484] predictions:    9731/  10000 (97.31%), best:    9723/10000 (97.23%), error:       859.32813, best error:       911.83832 on epoch:    88, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
23:30:25 (10624): called boinc_finish(0)

</stderr_txt>
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