Nameexact_genome_1512568488_45_6317_1
Workunit2602804
Created7 Dec 2017, 19:08:29 UTC
Sent7 Dec 2017, 19:10:56 UTC
Report deadline17 Dec 2017, 23:01:57 UTC
Received8 Dec 2017, 16:29:33 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID54172
Run time5 hours 13 min 10 sec
CPU time5 hours 13 min 6 sec
Validate stateValid
Credit2,540.11
Device peak FLOPS3.27 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size151.78 MB
Peak swap size153.54 MB
Peak disk usage1.32 MB

Stderr output

<core_client_version>7.6.31</core_client_version>
<![CDATA[
<stderr_txt>
36, weight_update_time: 0.1514599770, other_time: 2.9847106934
epoch time: 14.2757959366s, input_fired_time: 0.1698395163, output_fired_time: 0.0000000000, propagate_forward_time: 13.5683240891, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5376319885
validation[          , genome  6317] predictions:    9714/  10000 (97.14%), best:    9736/10000 (97.36%), error:       959.12335, best error:       917.70898 on epoch:    11, epoch:   14/100, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 171.7871551514s, input_fired_time: 1.5220333338, output_fired_time: 1.1017200947, propagate_forward_time: 67.3977355957, propagate_backward_time: 98.7824783325, weight_update_time: 0.1520737261, other_time: 2.9831924438
epoch time: 14.2147245407s, input_fired_time: 0.1683511734, output_fired_time: 0.0000000000, propagate_forward_time: 13.5115795135, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5347938538
validation[          , genome  6317] predictions:    9700/  10000 (97.00%), best:    9736/10000 (97.36%), error:       965.94812, best error:       917.70898 on epoch:    11, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 172.3012390137s, input_fired_time: 1.5272212029, output_fired_time: 1.1013559103, propagate_forward_time: 67.6348342896, propagate_backward_time: 99.0680313110, weight_update_time: 0.1519557536, other_time: 2.9698028564
epoch time: 14.2371873856s, input_fired_time: 0.1690011024, output_fired_time: 0.0000000000, propagate_forward_time: 13.5391607285, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5290250778
validation[          , genome  6317] predictions:    9669/  10000 (96.69%), best:    9736/10000 (97.36%), error:      1028.63123, best error:       917.70898 on epoch:    11, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 172.4661560059s, input_fired_time: 1.5207260847, output_fired_time: 1.0976247787, propagate_forward_time: 67.7305221558, propagate_backward_time: 99.1623001099, weight_update_time: 0.1518793851, other_time: 2.9549865723
epoch time: 14.2206115723s, input_fired_time: 0.1689927876, output_fired_time: 0.0000000000, propagate_forward_time: 13.5220899582, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5295286179
validation[          , genome  6317] predictions:    9721/  10000 (97.21%), best:    9736/10000 (97.36%), error:       936.85394, best error:       917.70898 on epoch:    11, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 170.6119689941s, input_fired_time: 1.5140805244, output_fired_time: 1.0844709873, propagate_forward_time: 67.1063766479, propagate_backward_time: 97.9953079224, weight_update_time: 0.1492392421, other_time: 2.9117279053
epoch time: 14.2180852890s, input_fired_time: 0.1680895537, output_fired_time: 0.0000000000, propagate_forward_time: 13.5241870880, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5258083344
validation[          , genome  6317] predictions:    9728/  10000 (97.28%), best:    9728/10000 (97.28%), error:       900.13300, best error:       900.13300 on epoch:    18, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 171.2368927002s, input_fired_time: 1.5091234446, output_fired_time: 1.0844612122, propagate_forward_time: 67.3132858276, propagate_backward_time: 98.4122924805, weight_update_time: 0.1494064778, other_time: 2.9177322388
epoch time: 14.2197036743s, input_fired_time: 0.1692396849, output_fired_time: 0.0000000000, propagate_forward_time: 13.5206842422, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5297794342
validation[          , genome  6317] predictions:    9702/  10000 (97.02%), best:    9728/10000 (97.28%), error:       972.64752, best error:       900.13300 on epoch:    18, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 171.6885223389s, input_fired_time: 1.5157784224, output_fired_time: 1.0897150040, propagate_forward_time: 67.4480743408, propagate_backward_time: 98.7273635864, weight_update_time: 0.1499397308, other_time: 2.9075851440
epoch time: 14.0886983871s, input_fired_time: 0.1678271294, output_fired_time: 0.0000000000, propagate_forward_time: 13.3956050873, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5252666473
validation[          , genome  6317] predictions:    9760/  10000 (97.60%), best:    9760/10000 (97.60%), error:       842.84033, best error:       842.84033 on epoch:    20, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 168.9973449707s, input_fired_time: 1.5026487112, output_fired_time: 1.0718003511, propagate_forward_time: 66.3730392456, propagate_backward_time: 97.1591186523, weight_update_time: 0.1482563019, other_time: 2.8907241821
epoch time: 12.6402692795s, input_fired_time: 0.1548347026, output_fired_time: 0.0000000000, propagate_forward_time: 11.9945802689, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4908542633
validation[          , genome  6317] predictions:    9726/  10000 (97.26%), best:    9760/10000 (97.60%), error:       933.71002, best error:       842.84033 on epoch:    20, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 171.2753906250s, input_fired_time: 1.5179346800, output_fired_time: 1.0875980854, propagate_forward_time: 67.3172912598, propagate_backward_time: 98.4412155151, weight_update_time: 0.1498103738, other_time: 2.9113540649
epoch time: 14.1669263840s, input_fired_time: 0.1684542745, output_fired_time: 0.0000000000, propagate_forward_time: 13.4710559845, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5274162292
validation[          , genome  6317] predictions:    9700/  10000 (97.00%), best:    9760/10000 (97.60%), error:      1024.38342, best error:       842.84033 on epoch:    20, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 171.3308410645s, input_fired_time: 1.5216668844, output_fired_time: 1.0921125412, propagate_forward_time: 67.2701187134, propagate_backward_time: 98.5325393677, weight_update_time: 0.1501843929, other_time: 2.9143981934
epoch time: 14.1561613083s, input_fired_time: 0.1691763252, output_fired_time: 0.0000000000, propagate_forward_time: 13.4618225098, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5251626968
validation[          , genome  6317] predictions:    9694/  10000 (96.94%), best:    9760/10000 (97.60%), error:       970.38245, best error:       842.84033 on epoch:    20, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 171.8413696289s, input_fired_time: 1.5231931210, output_fired_time: 1.0936592817, propagate_forward_time: 67.4575958252, propagate_backward_time: 98.8541564941, weight_update_time: 0.1509466767, other_time: 2.9127655029
epoch time: 14.1741800308s, input_fired_time: 0.1696807295, output_fired_time: 0.0000000000, propagate_forward_time: 13.4804010391, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5240983963
validation[          , genome  6317] predictions:    9747/  10000 (97.47%), best:    9760/10000 (97.60%), error:       872.50055, best error:       842.84033 on epoch:    20, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 167.9933929443s, input_fired_time: 1.5028252602, output_fired_time: 1.0681848526, propagate_forward_time: 66.0693893433, propagate_backward_time: 96.4737319946, weight_update_time: 0.1480447054, other_time: 2.8792572021
epoch time: 14.2238893509s, input_fired_time: 0.1691039652, output_fired_time: 0.0000000000, propagate_forward_time: 13.5257225037, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5290632248
validation[          , genome  6317] predictions:    9713/  10000 (97.13%), best:    9760/10000 (97.60%), error:       948.95435, best error:       842.84033 on epoch:    20, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 169.8041076660s, input_fired_time: 1.5127089024, output_fired_time: 1.0813457966, propagate_forward_time: 66.6516647339, propagate_backward_time: 97.6593399048, weight_update_time: 0.1486042887, other_time: 2.8990478516
epoch time: 13.6242465973s, input_fired_time: 0.1655086577, output_fired_time: 0.0000000000, propagate_forward_time: 12.9450330734, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5137052536
validation[          , genome  6317] predictions:    9744/  10000 (97.44%), best:    9760/10000 (97.60%), error:       854.90784, best error:       842.84033 on epoch:    20, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 170.5364685059s, input_fired_time: 1.5170961618, output_fired_time: 1.0850847960, propagate_forward_time: 66.9553527832, propagate_backward_time: 98.0876770020, weight_update_time: 0.1496271640, other_time: 2.8912658691
epoch time: 14.2198476791s, input_fired_time: 0.1707166582, output_fired_time: 0.0000000000, propagate_forward_time: 13.5229215622, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5262098312
validation[          , genome  6317] predictions:    9707/  10000 (97.07%), best:    9760/10000 (97.60%), error:       987.09479, best error:       842.84033 on epoch:    20, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 170.8572235107s, input_fired_time: 1.5186333656, output_fired_time: 1.0879886150, propagate_forward_time: 67.0952758789, propagate_backward_time: 98.2610168457, weight_update_time: 0.1500795484, other_time: 2.8943176270
epoch time: 13.8295955658s, input_fired_time: 0.1669673473, output_fired_time: 0.0000000000, propagate_forward_time: 13.1461534500, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5164747238
validation[          , genome  6317] predictions:    9719/  10000 (97.19%), best:    9760/10000 (97.60%), error:       911.75470, best error:       842.84033 on epoch:    20, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 169.5279388428s, input_fired_time: 1.5142711401, output_fired_time: 1.0681599379, propagate_forward_time: 66.6205062866, propagate_backward_time: 97.4217300415, weight_update_time: 0.1488501728, other_time: 2.9032745361
epoch time: 14.2003669739s, input_fired_time: 0.1696594507, output_fired_time: 0.0000000000, propagate_forward_time: 13.5021362305, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5285711288
validation[          , genome  6317] predictions:    9741/  10000 (97.41%), best:    9760/10000 (97.60%), error:       884.74683, best error:       842.84033 on epoch:    20, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 169.9407348633s, input_fired_time: 1.5187448263, output_fired_time: 1.0836844444, propagate_forward_time: 66.7740478516, propagate_backward_time: 97.6643676758, weight_update_time: 0.1487439573, other_time: 2.8999023438
epoch time: 14.2054166794s, input_fired_time: 0.1701458991, output_fired_time: 0.0000000000, propagate_forward_time: 13.5082321167, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5270385742
validation[          , genome  6317] predictions:    9702/  10000 (97.02%), best:    9760/10000 (97.60%), error:       971.54938, best error:       842.84033 on epoch:    20, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 171.3882141113s, input_fired_time: 1.5278986692, output_fired_time: 1.0932286978, propagate_forward_time: 67.2830734253, propagate_backward_time: 98.5712509155, weight_update_time: 0.1503019929, other_time: 2.9127655029
epoch time: 14.1986560822s, input_fired_time: 0.1700215787, output_fired_time: 0.0000000000, propagate_forward_time: 13.5043268204, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5243072510
validation[          , genome  6317] predictions:    9755/  10000 (97.55%), best:    9755/10000 (97.55%), error:       807.60510, best error:       807.60510 on epoch:    31, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 167.8099975586s, input_fired_time: 1.5065511465, output_fired_time: 1.0665669441, propagate_forward_time: 66.0677795410, propagate_backward_time: 96.3065414429, weight_update_time: 0.1467590928, other_time: 2.8625564575
epoch time: 14.2180271149s, input_fired_time: 0.1708518118, output_fired_time: 0.0000000000, propagate_forward_time: 13.5205726624, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5266027451
validation[          , genome  6317] predictions:    9683/  10000 (96.83%), best:    9755/10000 (97.55%), error:      1015.93854, best error:       807.60510 on epoch:    31, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 169.9978027344s, input_fired_time: 1.5161991119, output_fired_time: 1.0791292191, propagate_forward_time: 66.8407058716, propagate_backward_time: 97.6730651855, weight_update_time: 0.1487677693, other_time: 2.8886947632
epoch time: 14.1803026199s, input_fired_time: 0.1722320765, output_fired_time: 0.0000000000, propagate_forward_time: 13.4839601517, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5241107941
validation[          , genome  6317] predictions:    9754/  10000 (97.54%), best:    9755/10000 (97.55%), error:       852.69836, best error:       807.60510 on epoch:    31, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 170.0609741211s, input_fired_time: 1.5212583542, output_fired_time: 1.0778825283, propagate_forward_time: 66.8723602295, propagate_backward_time: 97.6848220825, weight_update_time: 0.1490801275, other_time: 2.9046554565
epoch time: 14.1225109100s, input_fired_time: 0.1697646379, output_fired_time: 0.0000000000, propagate_forward_time: 13.4280586243, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5246877670
validation[          , genome  6317] predictions:    9703/  10000 (97.03%), best:    9755/10000 (97.55%), error:       942.79840, best error:       807.60510 on epoch:    31, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 171.7125854492s, input_fired_time: 1.5288956165, output_fired_time: 1.0917544365, propagate_forward_time: 67.5082092285, propagate_backward_time: 98.6871490479, weight_update_time: 0.1501394957, other_time: 2.8965759277
epoch time: 14.2293949127s, input_fired_time: 0.1710237712, output_fired_time: 0.0000000000, propagate_forward_time: 13.5317974091, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5265741348
validation[          , genome  6317] predictions:    9689/  10000 (96.89%), best:    9755/10000 (97.55%), error:      1019.04816, best error:       807.60510 on epoch:    31, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 171.9745635986s, input_fired_time: 1.5380792618, output_fired_time: 1.0967227221, propagate_forward_time: 67.5949554443, propagate_backward_time: 98.8297348022, weight_update_time: 0.1502400935, other_time: 2.9150619507
epoch time: 14.1832332611s, input_fired_time: 0.1721968800, output_fired_time: 0.0000000000, propagate_forward_time: 13.4837350845, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5273008347
validation[          , genome  6317] predictions:    9749/  10000 (97.49%), best:    9755/10000 (97.55%), error:       860.28967, best error:       807.60510 on epoch:    31, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 172.0005187988s, input_fired_time: 1.5352278948, output_fired_time: 1.0967556238, propagate_forward_time: 67.5947341919, propagate_backward_time: 98.8540191650, weight_update_time: 0.1501638442, other_time: 2.9197769165
epoch time: 14.2066459656s, input_fired_time: 0.1714367867, output_fired_time: 0.0000000000, propagate_forward_time: 13.5080738068, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5271358490
validation[          , genome  6317] predictions:    9700/  10000 (97.00%), best:    9755/10000 (97.55%), error:       940.06122, best error:       807.60510 on epoch:    31, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 171.8988494873s, input_fired_time: 1.5353614092, output_fired_time: 1.0932880640, propagate_forward_time: 67.5468902588, propagate_backward_time: 98.8038558960, weight_update_time: 0.1504766792, other_time: 2.9194564819
epoch time: 14.0996532440s, input_fired_time: 0.1719368249, output_fired_time: 0.0000000000, propagate_forward_time: 13.4009981155, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5267181396
validation[          , genome  6317] predictions:    9758/  10000 (97.58%), best:    9755/10000 (97.55%), error:       824.45581, best error:       807.60510 on epoch:    31, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 170.3669738770s, input_fired_time: 1.5272417068, output_fired_time: 1.0832295418, propagate_forward_time: 67.0047683716, propagate_backward_time: 97.8456726074, weight_update_time: 0.1497948319, other_time: 2.9060592651
epoch time: 14.0964536667s, input_fired_time: 0.1704399437, output_fired_time: 0.0000000000, propagate_forward_time: 13.3996171951, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5263967514
validation[          , genome  6317] predictions:    9683/  10000 (96.83%), best:    9755/10000 (97.55%), error:      1019.69489, best error:       807.60510 on epoch:    31, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 170.4672393799s, input_fired_time: 1.5281620026, output_fired_time: 1.0855852365, propagate_forward_time: 66.9518051147, propagate_backward_time: 98.0010375977, weight_update_time: 0.1496262103, other_time: 2.9006423950
epoch time: 14.2264366150s, input_fired_time: 0.1728346795, output_fired_time: 0.0000000000, propagate_forward_time: 13.5289125443, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5246896744
validation[          , genome  6317] predictions:    9748/  10000 (97.48%), best:    9755/10000 (97.55%), error:       843.11005, best error:       807.60510 on epoch:    31, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 172.0119781494s, input_fired_time: 1.5376470089, output_fired_time: 1.0949121714, propagate_forward_time: 67.5885162354, propagate_backward_time: 98.8787918091, weight_update_time: 0.1500809938, other_time: 2.9121170044
epoch time: 14.2509412766s, input_fired_time: 0.1743421555, output_fired_time: 0.0000000000, propagate_forward_time: 13.5460348129, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5305643082
validation[          , genome  6317] predictions:    9762/  10000 (97.62%), best:    9762/10000 (97.62%), error:       787.02283, best error:       787.02283 on epoch:    41, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 171.2474517822s, input_fired_time: 1.5351977348, output_fired_time: 1.0884724855, propagate_forward_time: 67.2014312744, propagate_backward_time: 98.5019607544, weight_update_time: 0.1500303149, other_time: 2.9203872681
epoch time: 14.1242427826s, input_fired_time: 0.1719686687, output_fired_time: 0.0000000000, propagate_forward_time: 13.4254608154, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5268135071
validation[          , genome  6317] predictions:    9761/  10000 (97.61%), best:    9762/10000 (97.62%), error:       789.64227, best error:       787.02283 on epoch:    41, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 170.6704864502s, input_fired_time: 1.5280606747, output_fired_time: 1.0835709572, propagate_forward_time: 66.9942779541, propagate_backward_time: 98.1695556641, weight_update_time: 0.1491084546, other_time: 2.8950195312
epoch time: 14.1825284958s, input_fired_time: 0.1715757996, output_fired_time: 0.0000000000, propagate_forward_time: 13.4861755371, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5247774124
validation[          , genome  6317] predictions:    9741/  10000 (97.41%), best:    9762/10000 (97.62%), error:       864.89191, best error:       787.02283 on epoch:    41, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 169.7728271484s, input_fired_time: 1.5238574743, output_fired_time: 1.0773680210, propagate_forward_time: 66.6847229004, propagate_backward_time: 97.5937500000, weight_update_time: 0.1484101415, other_time: 2.8931274414
epoch time: 14.0171489716s, input_fired_time: 0.1702867150, output_fired_time: 0.0000000000, propagate_forward_time: 13.3273992538, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5194625854
validation[          , genome  6317] predictions:    9747/  10000 (97.47%), best:    9762/10000 (97.62%), error:       889.88135, best error:       787.02283 on epoch:    41, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 166.0314178467s, input_fired_time: 1.5041900873, output_fired_time: 1.0584992170, propagate_forward_time: 65.2906723022, propagate_backward_time: 95.3335113525, weight_update_time: 0.1457172334, other_time: 2.8445358276
epoch time: 13.6082639694s, input_fired_time: 0.1679396331, output_fired_time: 0.0000000000, propagate_forward_time: 12.9296207428, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5107040405
validation[          , genome  6317] predictions:    9720/  10000 (97.20%), best:    9762/10000 (97.62%), error:       909.04242, best error:       787.02283 on epoch:    41, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 167.1504516602s, input_fired_time: 1.5124253035, output_fired_time: 1.0615726709, propagate_forward_time: 65.7168045044, propagate_backward_time: 95.9819869995, weight_update_time: 0.1463509053, other_time: 2.8776702881
epoch time: 14.0303182602s, input_fired_time: 0.1705901921, output_fired_time: 0.0000000000, propagate_forward_time: 13.3374719620, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5222558975
validation[          , genome  6317] predictions:    9715/  10000 (97.15%), best:    9762/10000 (97.62%), error:       894.94611, best error:       787.02283 on epoch:    41, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 167.6961212158s, input_fired_time: 1.5192927122, output_fired_time: 1.0835545063, propagate_forward_time: 66.2227096558, propagate_backward_time: 95.9891433716, weight_update_time: 0.1475455165, other_time: 2.8814239502
epoch time: 14.1843929291s, input_fired_time: 0.1725614518, output_fired_time: 0.0000000000, propagate_forward_time: 13.4853210449, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5265102386
validation[          , genome  6317] predictions:    9764/  10000 (97.64%), best:    9762/10000 (97.62%), error:       812.42401, best error:       787.02283 on epoch:    41, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 171.4930877686s, input_fired_time: 1.5349105597, output_fired_time: 1.0811638832, propagate_forward_time: 67.2456207275, propagate_backward_time: 98.7164916992, weight_update_time: 0.1497919112, other_time: 2.9149017334
epoch time: 14.0865774155s, input_fired_time: 0.1711535901, output_fired_time: 0.0000000000, propagate_forward_time: 13.3883695602, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5270538330
validation[          , genome  6317] predictions:    9717/  10000 (97.17%), best:    9762/10000 (97.62%), error:       930.02936, best error:       787.02283 on epoch:    41, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 171.3022613525s, input_fired_time: 1.5346320868, output_fired_time: 1.0912523270, propagate_forward_time: 67.3373947144, propagate_backward_time: 98.4267654419, weight_update_time: 0.1499162316, other_time: 2.9122161865
epoch time: 14.2691326141s, input_fired_time: 0.1740785539, output_fired_time: 0.0000000000, propagate_forward_time: 13.5656995773, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5293540955
validation[          , genome  6317] predictions:    9774/  10000 (97.74%), best:    9774/10000 (97.74%), error:       768.28229, best error:       768.28229 on epoch:    49, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 170.8863677979s, input_fired_time: 1.5379617214, output_fired_time: 1.0843729973, propagate_forward_time: 67.1828460693, propagate_backward_time: 98.1727142334, weight_update_time: 0.1496097744, other_time: 2.9084777832
epoch time: 14.0748882294s, input_fired_time: 0.1729047149, output_fired_time: 0.0000000000, propagate_forward_time: 13.3787631989, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5232200623
validation[          , genome  6317] predictions:    9755/  10000 (97.55%), best:    9774/10000 (97.74%), error:       796.93481, best error:       768.28229 on epoch:    49, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 170.8507080078s, input_fired_time: 1.5488493443, output_fired_time: 1.0960004330, propagate_forward_time: 67.0495529175, propagate_backward_time: 98.2447433472, weight_update_time: 0.1499062926, other_time: 2.9115753174
epoch time: 14.2778682709s, input_fired_time: 0.1740556359, output_fired_time: 0.0000000000, propagate_forward_time: 13.5775127411, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5262994766
validation[          , genome  6317] predictions:    9765/  10000 (97.65%), best:    9774/10000 (97.74%), error:       797.69019, best error:       768.28229 on epoch:    49, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 172.4134521484s, input_fired_time: 1.5513269901, output_fired_time: 1.0984109640, propagate_forward_time: 67.7974472046, propagate_backward_time: 99.0266647339, weight_update_time: 0.1503188312, other_time: 2.9396057129
epoch time: 14.2614459991s, input_fired_time: 0.1749996394, output_fired_time: 0.0000000000, propagate_forward_time: 13.5548601151, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5315866470
validation[          , genome  6317] predictions:    9752/  10000 (97.52%), best:    9774/10000 (97.74%), error:       810.15887, best error:       768.28229 on epoch:    49, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 171.9598693848s, input_fired_time: 1.5415284634, output_fired_time: 1.0852477551, propagate_forward_time: 67.6606750488, propagate_backward_time: 98.7530288696, weight_update_time: 0.1505756527, other_time: 2.9193801880
epoch time: 14.2511739731s, input_fired_time: 0.1739566922, output_fired_time: 0.0000000000, propagate_forward_time: 13.5472764969, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5299406052
validation[          , genome  6317] predictions:    9764/  10000 (97.64%), best:    9774/10000 (97.74%), error:       807.40662, best error:       768.28229 on epoch:    49, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 171.9208068848s, input_fired_time: 1.5452188253, output_fired_time: 1.0917540789, propagate_forward_time: 67.6046295166, propagate_backward_time: 98.7615280151, weight_update_time: 0.1505638808, other_time: 2.9176864624
epoch time: 14.2194671631s, input_fired_time: 0.1738109291, output_fired_time: 0.0000000000, propagate_forward_time: 13.5219964981, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5236597061
validation[          , genome  6317] predictions:    9739/  10000 (97.39%), best:    9774/10000 (97.74%), error:       912.09271, best error:       768.28229 on epoch:    49, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 171.9207305908s, input_fired_time: 1.5472394228, output_fired_time: 1.0891492367, propagate_forward_time: 67.6129302979, propagate_backward_time: 98.7622070312, weight_update_time: 0.1498011947, other_time: 2.9092102051
epoch time: 14.2371129990s, input_fired_time: 0.1743438542, output_fired_time: 0.0000000000, propagate_forward_time: 13.5382575989, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5245113373
validation[          , genome  6317] predictions:    9760/  10000 (97.60%), best:    9774/10000 (97.74%), error:       810.30457, best error:       768.28229 on epoch:    49, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 172.1493225098s, input_fired_time: 1.5462924242, output_fired_time: 1.0904923677, propagate_forward_time: 67.6730804443, propagate_backward_time: 98.9423980713, weight_update_time: 0.1499760747, other_time: 2.8970489502
epoch time: 14.2375431061s, input_fired_time: 0.1742225736, output_fired_time: 0.0000000000, propagate_forward_time: 13.5390005112, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5243196487
validation[          , genome  6317] predictions:    9776/  10000 (97.76%), best:    9776/10000 (97.76%), error:       764.41229, best error:       764.41229 on epoch:    56, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 171.6731567383s, input_fired_time: 1.5438587666, output_fired_time: 1.0864121914, propagate_forward_time: 67.4934310913, propagate_backward_time: 98.6509475708, weight_update_time: 0.1497392803, other_time: 2.8985137939
epoch time: 14.1964464188s, input_fired_time: 0.1749271899, output_fired_time: 0.0000000000, propagate_forward_time: 13.4979572296, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5235624313
validation[          , genome  6317] predictions:    9744/  10000 (97.44%), best:    9776/10000 (97.76%), error:       853.41962, best error:       764.41229 on epoch:    56, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 171.7246398926s, input_fired_time: 1.5441677570, output_fired_time: 1.0873836279, propagate_forward_time: 67.4858627319, propagate_backward_time: 98.7082061768, weight_update_time: 0.1500903964, other_time: 2.8990097046
epoch time: 14.1507673264s, input_fired_time: 0.1736576706, output_fired_time: 0.0000000000, propagate_forward_time: 13.4530439377, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5240659714
validation[          , genome  6317] predictions:    9740/  10000 (97.40%), best:    9776/10000 (97.76%), error:       867.44257, best error:       764.41229 on epoch:    56, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 172.0097198486s, input_fired_time: 1.5452494621, output_fired_time: 1.0838183165, propagate_forward_time: 67.7016220093, propagate_backward_time: 98.7852172852, weight_update_time: 0.1498910934, other_time: 2.8938217163
epoch time: 14.2025070190s, input_fired_time: 0.1743054837, output_fired_time: 0.0000000000, propagate_forward_time: 13.5056076050, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5225934982
validation[          , genome  6317] predictions:    9716/  10000 (97.16%), best:    9776/10000 (97.76%), error:       926.96265, best error:       764.41229 on epoch:    56, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 171.7021026611s, input_fired_time: 1.5475231409, output_fired_time: 1.0956708193, propagate_forward_time: 67.4938888550, propagate_backward_time: 98.6650009155, weight_update_time: 0.1498286277, other_time: 2.9000244141
epoch time: 14.1969623566s, input_fired_time: 0.1743451804, output_fired_time: 0.0000000000, propagate_forward_time: 13.4968671799, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5257501602
validation[          , genome  6317] predictions:    9764/  10000 (97.64%), best:    9776/10000 (97.76%), error:       827.32996, best error:       764.41229 on epoch:    56, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 169.6626739502s, input_fired_time: 1.5353735685, output_fired_time: 1.0858447552, propagate_forward_time: 66.6884536743, propagate_backward_time: 97.4679031372, weight_update_time: 0.1482484639, other_time: 2.8851013184
epoch time: 14.2211656570s, input_fired_time: 0.1750187725, output_fired_time: 0.0000000000, propagate_forward_time: 13.5165691376, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5295782089
validation[          , genome  6317] predictions:    9699/  10000 (96.99%), best:    9776/10000 (97.76%), error:      1008.58185, best error:       764.41229 on epoch:    56, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 169.2180480957s, input_fired_time: 1.5330959558, output_fired_time: 1.0771350861, propagate_forward_time: 66.5811920166, propagate_backward_time: 97.1323928833, weight_update_time: 0.1485449672, other_time: 2.8942337036
epoch time: 12.7262964249s, input_fired_time: 0.1617735326, output_fired_time: 0.0000000000, propagate_forward_time: 12.0672769547, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4972457886
validation[          , genome  6317] predictions:    9746/  10000 (97.46%), best:    9776/10000 (97.76%), error:       893.86383, best error:       764.41229 on epoch:    56, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 165.5809783936s, input_fired_time: 1.5136134624, output_fired_time: 1.0545802116, propagate_forward_time: 65.0294570923, propagate_backward_time: 95.1318588257, weight_update_time: 0.1457559615, other_time: 2.8514709473
epoch time: 14.2515287399s, input_fired_time: 0.1761491597, output_fired_time: 0.0000000000, propagate_forward_time: 13.5458507538, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5295286179
validation[          , genome  6317] predictions:    9731/  10000 (97.31%), best:    9776/10000 (97.76%), error:       910.08704, best error:       764.41229 on epoch:    56, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 169.5177459717s, input_fired_time: 1.5443159342, output_fired_time: 1.0793967247, propagate_forward_time: 66.5694046021, propagate_backward_time: 97.4278640747, weight_update_time: 0.1490034163, other_time: 2.8967742920
epoch time: 13.4850101471s, input_fired_time: 0.1690067947, output_fired_time: 0.0000000000, propagate_forward_time: 12.8066873550, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5093164444
validation[          , genome  6317] predictions:    9755/  10000 (97.55%), best:    9776/10000 (97.76%), error:       826.63251, best error:       764.41229 on epoch:    56, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 172.1773681641s, input_fired_time: 1.5576932430, output_fired_time: 1.0858505964, propagate_forward_time: 67.6520385742, propagate_backward_time: 98.9800338745, weight_update_time: 0.1506157517, other_time: 2.9017562866
epoch time: 14.2666225433s, input_fired_time: 0.1768549681, output_fired_time: 0.0000000000, propagate_forward_time: 13.5590724945, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5306949615
validation[          , genome  6317] predictions:    9688/  10000 (96.88%), best:    9776/10000 (97.76%), error:       999.55682, best error:       764.41229 on epoch:    56, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 172.1984863281s, input_fired_time: 1.5585196018, output_fired_time: 1.0902972221, propagate_forward_time: 67.7081375122, propagate_backward_time: 98.9198379517, weight_update_time: 0.1502248496, other_time: 2.9216918945
epoch time: 14.2726316452s, input_fired_time: 0.1775750220, output_fired_time: 0.0000000000, propagate_forward_time: 13.5653982162, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5296583176
validation[          , genome  6317] predictions:    9752/  10000 (97.52%), best:    9776/10000 (97.76%), error:       810.92432, best error:       764.41229 on epoch:    56, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 172.0762634277s, input_fired_time: 1.5576094389, output_fired_time: 1.0975384712, propagate_forward_time: 67.6254043579, propagate_backward_time: 98.8798751831, weight_update_time: 0.1500617415, other_time: 2.9158477783
epoch time: 14.2509346008s, input_fired_time: 0.1759678721, output_fired_time: 0.0000000000, propagate_forward_time: 13.5435428619, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5314235687
validation[          , genome  6317] predictions:    9758/  10000 (97.58%), best:    9776/10000 (97.76%), error:       807.74359, best error:       764.41229 on epoch:    56, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 172.4816284180s, input_fired_time: 1.5590177774, output_fired_time: 1.0989394188, propagate_forward_time: 67.5585403442, propagate_backward_time: 99.3386383057, weight_update_time: 0.1516001076, other_time: 2.9264907837
epoch time: 14.2179145813s, input_fired_time: 0.1766099483, output_fired_time: 0.0000000000, propagate_forward_time: 13.5115156174, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5297889709
validation[          , genome  6317] predictions:    9751/  10000 (97.51%), best:    9776/10000 (97.76%), error:       850.01794, best error:       764.41229 on epoch:    56, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 171.9114990234s, input_fired_time: 1.5585188866, output_fired_time: 1.1014078856, propagate_forward_time: 67.4382171631, propagate_backward_time: 98.8907089233, weight_update_time: 0.1503158212, other_time: 2.9226455688
epoch time: 14.0350723267s, input_fired_time: 0.1747694016, output_fired_time: 0.0000000000, propagate_forward_time: 13.3359003067, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5244026184
validation[          , genome  6317] predictions:    9742/  10000 (97.42%), best:    9776/10000 (97.76%), error:       914.27051, best error:       764.41229 on epoch:    56, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 172.4420776367s, input_fired_time: 1.5613492727, output_fired_time: 1.0925936699, propagate_forward_time: 67.7450561523, propagate_backward_time: 99.1085281372, weight_update_time: 0.1508857906, other_time: 2.9345474243
epoch time: 14.2393045425s, input_fired_time: 0.1774084270, output_fired_time: 0.0000000000, propagate_forward_time: 13.5344066620, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5274896622
validation[          , genome  6317] predictions:    9794/  10000 (97.94%), best:    9794/10000 (97.94%), error:       759.93817, best error:       759.93817 on epoch:    70, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 172.3889007568s, input_fired_time: 1.5615941286, output_fired_time: 1.0989453793, propagate_forward_time: 67.7066574097, propagate_backward_time: 99.1138687134, weight_update_time: 0.1511422396, other_time: 2.9078369141
epoch time: 14.2824249268s, input_fired_time: 0.1779082716, output_fired_time: 0.0000000000, propagate_forward_time: 13.5785150528, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5260019302
validation[          , genome  6317] predictions:    9765/  10000 (97.65%), best:    9794/10000 (97.94%), error:       792.31006, best error:       759.93817 on epoch:    70, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 172.3804321289s, input_fired_time: 1.5618821383, output_fired_time: 1.0958613157, propagate_forward_time: 67.7830505371, propagate_backward_time: 99.0161209106, weight_update_time: 0.1508886516, other_time: 2.9235153198
epoch time: 14.2627534866s, input_fired_time: 0.1759824604, output_fired_time: 0.0000000000, propagate_forward_time: 13.5554275513, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5313434601
validation[          , genome  6317] predictions:    9671/  10000 (96.71%), best:    9794/10000 (97.94%), error:      1134.90991, best error:       759.93817 on epoch:    70, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 172.1073150635s, input_fired_time: 1.5578074455, output_fired_time: 1.0928462744, propagate_forward_time: 67.6912155151, propagate_backward_time: 98.8493423462, weight_update_time: 0.1499541253, other_time: 2.9161071777
epoch time: 14.2079296112s, input_fired_time: 0.1767306924, output_fired_time: 0.0000000000, propagate_forward_time: 13.5075769424, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5236215591
validation[          , genome  6317] predictions:    9752/  10000 (97.52%), best:    9794/10000 (97.94%), error:       808.83490, best error:       759.93817 on epoch:    70, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 171.7492370605s, input_fired_time: 1.5529818535, output_fired_time: 1.0844284296, propagate_forward_time: 67.5865631104, propagate_backward_time: 98.6317138672, weight_update_time: 0.1500040293, other_time: 2.8935546875
epoch time: 14.1386480331s, input_fired_time: 0.1758943796, output_fired_time: 0.0000000000, propagate_forward_time: 13.4369459152, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5258073807
validation[          , genome  6317] predictions:    9738/  10000 (97.38%), best:    9794/10000 (97.94%), error:       890.87720, best error:       759.93817 on epoch:    70, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 171.3495178223s, input_fired_time: 1.5557664633, output_fired_time: 1.0875135660, propagate_forward_time: 67.3720855713, propagate_backward_time: 98.4228897095, weight_update_time: 0.1494811028, other_time: 2.9112625122
epoch time: 14.2538890839s, input_fired_time: 0.1789280027, output_fired_time: 0.0000000000, propagate_forward_time: 13.5439214706, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5310392380
validation[          , genome  6317] predictions:    9753/  10000 (97.53%), best:    9794/10000 (97.94%), error:       865.28027, best error:       759.93817 on epoch:    70, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 172.0159606934s, input_fired_time: 1.5651835203, output_fired_time: 1.0988399982, propagate_forward_time: 67.5224914551, propagate_backward_time: 98.9106216431, weight_update_time: 0.1503583789, other_time: 2.9188156128
epoch time: 14.1109580994s, input_fired_time: 0.1766733378, output_fired_time: 0.0000000000, propagate_forward_time: 13.4114332199, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5228519440
validation[          , genome  6317] predictions:    9736/  10000 (97.36%), best:    9794/10000 (97.94%), error:       881.96655, best error:       759.93817 on epoch:    70, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 172.1992797852s, input_fired_time: 1.5629189014, output_fired_time: 1.0953875780, propagate_forward_time: 67.6288986206, propagate_backward_time: 98.9904174805, weight_update_time: 0.1509322077, other_time: 2.9216690063
epoch time: 14.2555332184s, input_fired_time: 0.1780058295, output_fired_time: 0.0000000000, propagate_forward_time: 13.5541601181, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5233669281
validation[          , genome  6317] predictions:    9778/  10000 (97.78%), best:    9794/10000 (97.94%), error:       782.82507, best error:       759.93817 on epoch:    70, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 172.5266876221s, input_fired_time: 1.5658018589, output_fired_time: 1.0987052917, propagate_forward_time: 67.7497177124, propagate_backward_time: 99.1863098145, weight_update_time: 0.1511198878, other_time: 2.9261550903
epoch time: 14.1896839142s, input_fired_time: 0.1765088737, output_fired_time: 0.0000000000, propagate_forward_time: 13.4895563126, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5236186981
validation[          , genome  6317] predictions:    9694/  10000 (96.94%), best:    9794/10000 (97.94%), error:       953.64331, best error:       759.93817 on epoch:    70, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 171.4727783203s, input_fired_time: 1.5614986420, output_fired_time: 1.0902928114, propagate_forward_time: 67.3918380737, propagate_backward_time: 98.5167770386, weight_update_time: 0.1504623890, other_time: 2.9123840332
epoch time: 14.2457323074s, input_fired_time: 0.1784400940, output_fired_time: 0.0000000000, propagate_forward_time: 13.5383586884, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5289335251
validation[          , genome  6317] predictions:    9726/  10000 (97.26%), best:    9794/10000 (97.94%), error:       962.71729, best error:       759.93817 on epoch:    70, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 172.2128143311s, input_fired_time: 1.5769534111, output_fired_time: 1.0963867903, propagate_forward_time: 67.6375045776, propagate_backward_time: 98.9958648682, weight_update_time: 0.1501563340, other_time: 2.9061050415
epoch time: 14.1643877029s, input_fired_time: 0.1765311956, output_fired_time: 0.0000000000, propagate_forward_time: 13.4691753387, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5186815262
validation[          , genome  6317] predictions:    9754/  10000 (97.54%), best:    9794/10000 (97.94%), error:       821.76978, best error:       759.93817 on epoch:    70, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 170.8970947266s, input_fired_time: 1.5596884489, output_fired_time: 1.0943263769, propagate_forward_time: 66.9380645752, propagate_backward_time: 98.4067153931, weight_update_time: 0.1509111077, other_time: 2.8982925415
epoch time: 14.2168703079s, input_fired_time: 0.1779400408, output_fired_time: 0.0000000000, propagate_forward_time: 13.5134210587, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5255088806
validation[          , genome  6317] predictions:    9764/  10000 (97.64%), best:    9794/10000 (97.94%), error:       806.47211, best error:       759.93817 on epoch:    70, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 171.4647979736s, input_fired_time: 1.5634734631, output_fired_time: 1.0910218954, propagate_forward_time: 67.3564300537, propagate_backward_time: 98.5629272461, weight_update_time: 0.1503966451, other_time: 2.8909454346
epoch time: 14.1799468994s, input_fired_time: 0.1773386896, output_fired_time: 0.0000000000, propagate_forward_time: 13.4758510590, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5267572403
validation[          , genome  6317] predictions:    9741/  10000 (97.41%), best:    9794/10000 (97.94%), error:       819.39026, best error:       759.93817 on epoch:    70, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 169.3211364746s, input_fired_time: 1.5479452610, output_fired_time: 1.0764734745, propagate_forward_time: 66.6007308960, propagate_backward_time: 97.2208099365, weight_update_time: 0.1473896950, other_time: 2.8751754761
epoch time: 14.2189750671s, input_fired_time: 0.1769935489, output_fired_time: 0.0000000000, propagate_forward_time: 13.5157327652, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5262489319
validation[          , genome  6317] predictions:    9767/  10000 (97.67%), best:    9794/10000 (97.94%), error:       765.86212, best error:       759.93817 on epoch:    70, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 169.7176361084s, input_fired_time: 1.5502068996, output_fired_time: 1.0787364244, propagate_forward_time: 66.6752395630, propagate_backward_time: 97.5197677612, weight_update_time: 0.1484410465, other_time: 2.8936920166
epoch time: 14.2173242569s, input_fired_time: 0.1786308736, output_fired_time: 0.0000000000, propagate_forward_time: 13.5136308670, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5250625610
validation[          , genome  6317] predictions:    9768/  10000 (97.68%), best:    9794/10000 (97.94%), error:       819.24982, best error:       759.93817 on epoch:    70, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 167.6088867188s, input_fired_time: 1.5404559374, output_fired_time: 1.0645619631, propagate_forward_time: 65.8239135742, propagate_backward_time: 96.2982177734, weight_update_time: 0.1470324844, other_time: 2.8817443848
epoch time: 14.2412672043s, input_fired_time: 0.1786810756, output_fired_time: 0.0000000000, propagate_forward_time: 13.5333642960, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5292215347
validation[          , genome  6317] predictions:    9736/  10000 (97.36%), best:    9794/10000 (97.94%), error:       883.76660, best error:       759.93817 on epoch:    70, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 170.3658752441s, input_fired_time: 1.5576778650, output_fired_time: 1.0822050571, propagate_forward_time: 66.9472808838, propagate_backward_time: 97.8783340454, weight_update_time: 0.1487302929, other_time: 2.9003829956
epoch time: 13.0312023163s, input_fired_time: 0.1680397987, output_fired_time: 0.0000000000, propagate_forward_time: 12.3610935211, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5020694733
validation[          , genome  6317] predictions:    9750/  10000 (97.50%), best:    9794/10000 (97.94%), error:       818.35681, best error:       759.93817 on epoch:    70, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 171.6769714355s, input_fired_time: 1.5711901188, output_fired_time: 1.0944045782, propagate_forward_time: 67.3107910156, propagate_backward_time: 98.7878036499, weight_update_time: 0.1507219821, other_time: 2.9127731323
epoch time: 12.8074951172s, input_fired_time: 0.1660873145, output_fired_time: 0.0000000000, propagate_forward_time: 12.1447219849, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4966859818
validation[          , genome  6317] predictions:    9736/  10000 (97.36%), best:    9794/10000 (97.94%), error:       891.55414, best error:       759.93817 on epoch:    70, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 170.8868713379s, input_fired_time: 1.5620899200, output_fired_time: 1.0949026346, propagate_forward_time: 66.9840545654, propagate_backward_time: 98.3402252197, weight_update_time: 0.1497076303, other_time: 2.9055938721
epoch time: 14.1979980469s, input_fired_time: 0.1780213416, output_fired_time: 0.0000000000, propagate_forward_time: 13.4959688187, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5240077972
validation[          , genome  6317] predictions:    9756/  10000 (97.56%), best:    9794/10000 (97.94%), error:       849.42261, best error:       759.93817 on epoch:    70, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 169.4531097412s, input_fired_time: 1.5582430363, output_fired_time: 1.0785454512, propagate_forward_time: 66.7171554565, propagate_backward_time: 97.2238845825, weight_update_time: 0.1491126567, other_time: 2.8752746582
epoch time: 14.2363901138s, input_fired_time: 0.1789828092, output_fired_time: 0.0000000000, propagate_forward_time: 13.5300893784, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5273180008
validation[          , genome  6317] predictions:    9731/  10000 (97.31%), best:    9794/10000 (97.94%), error:       916.23822, best error:       759.93817 on epoch:    70, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 169.6725463867s, input_fired_time: 1.5565237999, output_fired_time: 1.0903624296, propagate_forward_time: 66.6129531860, propagate_backward_time: 97.5237731934, weight_update_time: 0.1488450915, other_time: 2.8889389038
epoch time: 14.2457351685s, input_fired_time: 0.1793491244, output_fired_time: 0.0000000000, propagate_forward_time: 13.5380973816, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5282888412
validation[          , genome  6317] predictions:    9763/  10000 (97.63%), best:    9794/10000 (97.94%), error:       816.83392, best error:       759.93817 on epoch:    70, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 171.9223022461s, input_fired_time: 1.5709813833, output_fired_time: 1.0950073004, propagate_forward_time: 67.5346832275, propagate_backward_time: 98.8137512207, weight_update_time: 0.1507567167, other_time: 2.9078826904
epoch time: 13.9941701889s, input_fired_time: 0.1769779474, output_fired_time: 0.0000000000, propagate_forward_time: 13.2947111130, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5224809647
validation[          , genome  6317] predictions:    9782/  10000 (97.82%), best:    9794/10000 (97.94%), error:       779.00702, best error:       759.93817 on epoch:    70, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 166.3408355713s, input_fired_time: 1.5392640829, output_fired_time: 1.0575871468, propagate_forward_time: 65.3557739258, propagate_backward_time: 95.5188598633, weight_update_time: 0.1462170929, other_time: 2.8693542480
epoch time: 14.2301301956s, input_fired_time: 0.1811102927, output_fired_time: 0.0000000000, propagate_forward_time: 13.5204334259, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5285863876
validation[          , genome  6317] predictions:    9766/  10000 (97.66%), best:    9794/10000 (97.94%), error:       813.10693, best error:       759.93817 on epoch:    70, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 171.4090728760s, input_fired_time: 1.5670537949, output_fired_time: 1.0851346254, propagate_forward_time: 67.2628631592, propagate_backward_time: 98.5823974609, weight_update_time: 0.1495943367, other_time: 2.9116363525
epoch time: 14.2368640900s, input_fired_time: 0.1802189350, output_fired_time: 0.0000000000, propagate_forward_time: 13.5278663635, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5287790298
validation[          , genome  6317] predictions:    9734/  10000 (97.34%), best:    9794/10000 (97.94%), error:       901.25287, best error:       759.93817 on epoch:    70, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 171.2215118408s, input_fired_time: 1.5734374523, output_fired_time: 1.0905191898, propagate_forward_time: 67.1426391602, propagate_backward_time: 98.5039825439, weight_update_time: 0.1500928253, other_time: 2.9109344482
epoch time: 14.2335376740s, input_fired_time: 0.1807603240, output_fired_time: 0.0000000000, propagate_forward_time: 13.5237398148, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5290374756
validation[          , genome  6317] predictions:    9724/  10000 (97.24%), best:    9794/10000 (97.94%), error:       922.74530, best error:       759.93817 on epoch:    70, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 169.3399658203s, input_fired_time: 1.5593293905, output_fired_time: 1.0811383724, propagate_forward_time: 66.4530334473, propagate_backward_time: 97.3678894043, weight_update_time: 0.1485094726, other_time: 2.8785858154
epoch time: 14.2599582672s, input_fired_time: 0.1808806211, output_fired_time: 0.0000000000, propagate_forward_time: 13.5546216965, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5244560242
validation[          , genome  6317] predictions:    9761/  10000 (97.61%), best:    9794/10000 (97.94%), error:       820.22375, best error:       759.93817 on epoch:    70, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 171.9114379883s, input_fired_time: 1.5781444311, output_fired_time: 1.0933210850, propagate_forward_time: 67.6068496704, propagate_backward_time: 98.7118453979, weight_update_time: 0.1495623589, other_time: 2.9212799072
epoch time: 14.2304029465s, input_fired_time: 0.1800988168, output_fired_time: 0.0000000000, propagate_forward_time: 13.5240526199, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5262517929
validation[          , genome  6317] predictions:    9713/  10000 (97.13%), best:    9794/10000 (97.94%), error:       890.96338, best error:       759.93817 on epoch:    70, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 172.2487945557s, input_fired_time: 1.5765300989, output_fired_time: 1.0882275105, propagate_forward_time: 67.7717361450, propagate_backward_time: 98.9001770020, weight_update_time: 0.1504265666, other_time: 2.9121322632
epoch time: 14.2705516815s, input_fired_time: 0.1809845716, output_fired_time: 0.0000000000, propagate_forward_time: 13.5654773712, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5240898132
validation[          , genome  6317] predictions:    9699/  10000 (96.99%), best:    9794/10000 (97.94%), error:      1009.42950, best error:       759.93817 on epoch:    70, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 171.3200531006s, input_fired_time: 1.5704884529, output_fired_time: 1.0809545517, propagate_forward_time: 67.3628463745, propagate_backward_time: 98.3871994019, weight_update_time: 0.1519899368, other_time: 2.9185638428
epoch time: 14.0397920609s, input_fired_time: 0.1786409020, output_fired_time: 0.0000000000, propagate_forward_time: 13.3338193893, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5273313522
validation[          , genome  6317] predictions:    9767/  10000 (97.67%), best:    9794/10000 (97.94%), error:       798.05444, best error:       759.93817 on epoch:    70, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 171.3826599121s, input_fired_time: 1.5751655102, output_fired_time: 1.0851520300, propagate_forward_time: 67.3839416504, propagate_backward_time: 98.4276504517, weight_update_time: 0.1502335221, other_time: 2.9107437134
epoch time: 14.2694225311s, input_fired_time: 0.1793318987, output_fired_time: 0.0000000000, propagate_forward_time: 13.5646104813, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5254802704
validation[          , genome  6317] predictions:    9760/  10000 (97.60%), best:    9794/10000 (97.94%), error:       803.99066, best error:       759.93817 on epoch:    70, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 172.3226623535s, input_fired_time: 1.5803966522, output_fired_time: 1.0956572294, propagate_forward_time: 67.6911087036, propagate_backward_time: 99.0421295166, weight_update_time: 0.1518711150, other_time: 2.9133682251
epoch time: 14.2058019638s, input_fired_time: 0.1802908182, output_fired_time: 0.0000000000, propagate_forward_time: 13.5026655197, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5228452682
validation[          , genome  6317] predictions:    9746/  10000 (97.46%), best:    9794/10000 (97.94%), error:       861.90112, best error:       759.93817 on epoch:    70, 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: 70.9853439331s, input_fired_time: 0.8932414651, output_fired_time: 0.0000000000, propagate_forward_time: 67.4358901978, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6562118530
best training[          , genome  6317] predictions:   49721/  50000 (99.44%), best:    9794/10000 (97.94%), error:      1239.49658, best error:       759.93817 on epoch:    70, 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: 14.1501836777s, input_fired_time: 0.1747473180, output_fired_time: 0.0000000000, propagate_forward_time: 13.4476556778, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5277805328
   testing[          , genome  6317] predictions:    9786/  10000 (97.86%), best:    9794/10000 (97.94%), error:       696.19427, best error:       759.93817 on epoch:    70, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
00:29:18 (72859): called boinc_finish(0)

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