Nameexact_genome_1509103842_25_16823_2
Workunit2274485
Created6 Dec 2017, 12:48:03 UTC
Sent6 Dec 2017, 13:04:23 UTC
Report deadline15 Jan 2018, 2:43:48 UTC
Received7 Dec 2017, 20:43:03 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID67174
Run time11 hours 1 min 47 sec
CPU time11 hours 1 min 47 sec
Validate stateValid
Credit9,892.26
Device peak FLOPS3.98 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size167.06 MB
Peak swap size168.93 MB
Peak disk usage2.91 MB

Stderr output

<core_client_version>7.6.31</core_client_version>
<![CDATA[
<stderr_txt>
time: 27.2212696075, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1696643829
validation[          , genome 16823] predictions:    9778/  10000 (97.78%), best:    9841/10000 (98.41%), error:       695.53741, best error:       500.31613 on epoch:    11, epoch:   14/100, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 362.2144470215s, input_fired_time: 5.7435417175, output_fired_time: 3.6364214420, propagate_forward_time: 136.3937530518, propagate_backward_time: 209.8399505615, weight_update_time: 0.4390123487, other_time: 6.6007995605
epoch time: 28.9467525482s, input_fired_time: 0.6107251644, output_fired_time: 0.0000000000, propagate_forward_time: 27.1859703064, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1500568390
validation[          , genome 16823] predictions:    9855/  10000 (98.55%), best:    9855/10000 (98.55%), error:       468.25262, best error:       468.25262 on epoch:    15, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 361.7697448730s, input_fired_time: 5.7527337074, output_fired_time: 3.6481566429, propagate_forward_time: 136.0810394287, propagate_backward_time: 209.6364288330, weight_update_time: 0.4398012459, other_time: 6.6513671875
epoch time: 28.9975204468s, input_fired_time: 0.6115696430, output_fired_time: 0.0000000000, propagate_forward_time: 27.2216606140, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1642894745
validation[          , genome 16823] predictions:    9794/  10000 (97.94%), best:    9855/10000 (98.55%), error:       650.15112, best error:       468.25262 on epoch:    15, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 361.5137939453s, input_fired_time: 5.6880469322, output_fired_time: 3.6230978966, propagate_forward_time: 136.2034606934, propagate_backward_time: 209.4752044678, weight_update_time: 0.4368780851, other_time: 6.5239715576
epoch time: 28.9154834747s, input_fired_time: 0.6042525768, output_fired_time: 0.0000000000, propagate_forward_time: 27.1760864258, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1351451874
validation[          , genome 16823] predictions:    9865/  10000 (98.65%), best:    9855/10000 (98.55%), error:       468.88043, best error:       468.25262 on epoch:    15, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 362.3358154297s, input_fired_time: 5.7732639313, output_fired_time: 3.6323759556, propagate_forward_time: 136.3613128662, propagate_backward_time: 209.9967498779, weight_update_time: 0.4374805689, other_time: 6.5721130371
epoch time: 28.9499301910s, input_fired_time: 0.6143659353, output_fired_time: 0.0000000000, propagate_forward_time: 27.1862068176, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1493568420
validation[          , genome 16823] predictions:    9800/  10000 (98.00%), best:    9855/10000 (98.55%), error:       651.75909, best error:       468.25262 on epoch:    15, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 361.5885620117s, input_fired_time: 5.8056936264, output_fired_time: 3.6282756329, propagate_forward_time: 136.1214752197, propagate_backward_time: 209.4287567139, weight_update_time: 0.4369436204, other_time: 6.6043701172
epoch time: 28.9811973572s, input_fired_time: 0.6163260341, output_fired_time: 0.0000000000, propagate_forward_time: 27.1994724274, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1653995514
validation[          , genome 16823] predictions:    9832/  10000 (98.32%), best:    9855/10000 (98.55%), error:       548.42932, best error:       468.25262 on epoch:    15, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 363.2231140137s, input_fired_time: 5.8148202896, output_fired_time: 3.6380355358, propagate_forward_time: 136.8302917480, propagate_backward_time: 210.4089050293, weight_update_time: 0.4357030690, other_time: 6.5310668945
epoch time: 29.2061996460s, input_fired_time: 0.6227167845, output_fired_time: 0.0000000000, propagate_forward_time: 27.4332885742, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1501941681
validation[          , genome 16823] predictions:    9863/  10000 (98.63%), best:    9863/10000 (98.63%), error:       424.06750, best error:       424.06750 on epoch:    20, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 361.4099121094s, input_fired_time: 5.7891125679, output_fired_time: 3.6233916283, propagate_forward_time: 136.1151428223, propagate_backward_time: 209.3350524902, weight_update_time: 0.4354855716, other_time: 6.5472106934
epoch time: 28.9417819977s, input_fired_time: 0.6139436960, output_fired_time: 0.0000000000, propagate_forward_time: 27.1795749664, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1482639313
validation[          , genome 16823] predictions:    9812/  10000 (98.12%), best:    9863/10000 (98.63%), error:       594.10913, best error:       424.06750 on epoch:    20, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 362.4186706543s, input_fired_time: 5.8089594841, output_fired_time: 3.6314764023, propagate_forward_time: 136.5816040039, propagate_backward_time: 209.8779296875, weight_update_time: 0.4363857210, other_time: 6.5187072754
epoch time: 28.9348030090s, input_fired_time: 0.6146340966, output_fired_time: 0.0000000000, propagate_forward_time: 27.1750507355, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1451187134
validation[          , genome 16823] predictions:    9851/  10000 (98.51%), best:    9863/10000 (98.63%), error:       467.97122, best error:       424.06750 on epoch:    20, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 361.9934997559s, input_fired_time: 5.8176798820, output_fired_time: 3.6299598217, propagate_forward_time: 136.4106445312, propagate_backward_time: 209.6071014404, weight_update_time: 0.4343994856, other_time: 6.5280914307
epoch time: 28.9947261810s, input_fired_time: 0.6162664890, output_fired_time: 0.0000000000, propagate_forward_time: 27.2367839813, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1416759491
validation[          , genome 16823] predictions:    9803/  10000 (98.03%), best:    9863/10000 (98.63%), error:       608.08203, best error:       424.06750 on epoch:    20, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 362.3031311035s, input_fired_time: 5.8048591614, output_fired_time: 3.6319165230, propagate_forward_time: 136.5937652588, propagate_backward_time: 209.7346649170, weight_update_time: 0.4354671538, other_time: 6.5379028320
epoch time: 29.0413703918s, input_fired_time: 0.6154032350, output_fired_time: 0.0000000000, propagate_forward_time: 27.2728652954, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1531009674
validation[          , genome 16823] predictions:    9870/  10000 (98.70%), best:    9863/10000 (98.63%), error:       433.10138, best error:       424.06750 on epoch:    20, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 361.6741638184s, input_fired_time: 5.7939929962, output_fired_time: 3.6270778179, propagate_forward_time: 136.2749786377, propagate_backward_time: 209.5267944336, weight_update_time: 0.4347648621, other_time: 6.4513092041
epoch time: 28.9579162598s, input_fired_time: 0.6241265535, output_fired_time: 0.0000000000, propagate_forward_time: 27.1896877289, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1441020966
validation[          , genome 16823] predictions:    9838/  10000 (98.38%), best:    9863/10000 (98.63%), error:       497.92242, best error:       424.06750 on epoch:    20, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 361.9581604004s, input_fired_time: 5.7955141068, output_fired_time: 3.6279239655, propagate_forward_time: 136.3361206055, propagate_backward_time: 209.6617889404, weight_update_time: 0.4359402061, other_time: 6.5368194580
epoch time: 28.9335041046s, input_fired_time: 0.6159970164, output_fired_time: 0.0000000000, propagate_forward_time: 27.1782112122, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1392955780
validation[          , genome 16823] predictions:    9839/  10000 (98.39%), best:    9863/10000 (98.63%), error:       515.82501, best error:       424.06750 on epoch:    20, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 362.4183959961s, input_fired_time: 5.7361345291, output_fired_time: 3.6224162579, propagate_forward_time: 136.5964355469, propagate_backward_time: 209.9992065430, weight_update_time: 0.4355451167, other_time: 6.4642028809
epoch time: 28.9531517029s, input_fired_time: 0.6153886914, output_fired_time: 0.0000000000, propagate_forward_time: 27.1907558441, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1470069885
validation[          , genome 16823] predictions:    9825/  10000 (98.25%), best:    9863/10000 (98.63%), error:       559.98785, best error:       424.06750 on epoch:    20, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 363.5149536133s, input_fired_time: 5.8160276413, output_fired_time: 3.6349308491, propagate_forward_time: 136.9132080078, propagate_backward_time: 210.6131744385, weight_update_time: 0.4393578470, other_time: 6.5376129150
epoch time: 28.9253864288s, input_fired_time: 0.6130041480, output_fired_time: 0.0000000000, propagate_forward_time: 27.1829280853, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1294536591
validation[          , genome 16823] predictions:    9839/  10000 (98.39%), best:    9863/10000 (98.63%), error:       527.42657, best error:       424.06750 on epoch:    20, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 362.7032470703s, input_fired_time: 5.8059582710, output_fired_time: 3.6271431446, propagate_forward_time: 136.6764831543, propagate_backward_time: 210.1239624023, weight_update_time: 0.4362690151, other_time: 6.4696960449
epoch time: 28.9528312683s, input_fired_time: 0.6162108779, output_fired_time: 0.0000000000, propagate_forward_time: 27.1923618317, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1442584991
validation[          , genome 16823] predictions:    9851/  10000 (98.51%), best:    9863/10000 (98.63%), error:       496.35373, best error:       424.06750 on epoch:    20, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 361.4546203613s, input_fired_time: 5.7812223434, output_fired_time: 3.6211738586, propagate_forward_time: 136.0095672607, propagate_backward_time: 209.5946807861, weight_update_time: 0.4360069036, other_time: 6.4479675293
epoch time: 28.9088363647s, input_fired_time: 0.6086007953, output_fired_time: 0.0000000000, propagate_forward_time: 27.1782188416, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1220169067
validation[          , genome 16823] predictions:    9839/  10000 (98.39%), best:    9863/10000 (98.63%), error:       530.20856, best error:       424.06750 on epoch:    20, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 362.3341064453s, input_fired_time: 5.7872714996, output_fired_time: 3.6213116646, propagate_forward_time: 136.4962158203, propagate_backward_time: 209.9526824951, weight_update_time: 0.4346130788, other_time: 6.4766387939
epoch time: 28.9981441498s, input_fired_time: 0.6147343516, output_fired_time: 0.0000000000, propagate_forward_time: 27.2455387115, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1378707886
validation[          , genome 16823] predictions:    9852/  10000 (98.52%), best:    9863/10000 (98.63%), error:       464.66647, best error:       424.06750 on epoch:    20, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 361.9024658203s, input_fired_time: 5.7933263779, output_fired_time: 3.6180803776, propagate_forward_time: 136.4591827393, propagate_backward_time: 209.5754241943, weight_update_time: 0.4359251857, other_time: 6.4564514160
epoch time: 28.9283523560s, input_fired_time: 0.6151669025, output_fired_time: 0.0000000000, propagate_forward_time: 27.1780891418, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1350955963
validation[          , genome 16823] predictions:    9851/  10000 (98.51%), best:    9863/10000 (98.63%), error:       507.31830, best error:       424.06750 on epoch:    20, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 362.5266418457s, input_fired_time: 5.8064842224, output_fired_time: 3.6205720901, propagate_forward_time: 136.6406555176, propagate_backward_time: 209.9832611084, weight_update_time: 0.4352972806, other_time: 6.4756622314
epoch time: 28.9677944183s, input_fired_time: 0.6210901141, output_fired_time: 0.0000000000, propagate_forward_time: 27.2156753540, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1310291290
validation[          , genome 16823] predictions:    9861/  10000 (98.61%), best:    9863/10000 (98.63%), error:       465.49396, best error:       424.06750 on epoch:    20, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 361.9417114258s, input_fired_time: 5.8041381836, output_fired_time: 3.6179506779, propagate_forward_time: 136.3616943359, propagate_backward_time: 209.6974029541, weight_update_time: 0.4377821982, other_time: 6.4605255127
epoch time: 28.9416675568s, input_fired_time: 0.6168599725, output_fired_time: 0.0000000000, propagate_forward_time: 27.1861171722, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1386909485
validation[          , genome 16823] predictions:    9872/  10000 (98.72%), best:    9863/10000 (98.63%), error:       425.83322, best error:       424.06750 on epoch:    20, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 364.1840209961s, input_fired_time: 5.8061137199, output_fired_time: 3.6404774189, propagate_forward_time: 137.2338104248, propagate_backward_time: 211.0518188477, weight_update_time: 0.4357734621, other_time: 6.4517974854
epoch time: 28.9356536865s, input_fired_time: 0.6159247160, output_fired_time: 0.0000000000, propagate_forward_time: 27.1965599060, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1231689453
validation[          , genome 16823] predictions:    9865/  10000 (98.65%), best:    9865/10000 (98.65%), error:       407.73627, best error:       407.73627 on epoch:    35, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 361.3490905762s, input_fired_time: 5.7899665833, output_fired_time: 3.6127130985, propagate_forward_time: 136.0578918457, propagate_backward_time: 209.4122467041, weight_update_time: 0.4355745316, other_time: 6.4762725830
epoch time: 28.9575843811s, input_fired_time: 0.6186408997, output_fired_time: 0.0000000000, propagate_forward_time: 27.1992073059, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1397361755
validation[          , genome 16823] predictions:    9870/  10000 (98.70%), best:    9870/10000 (98.70%), error:       406.92593, best error:       406.92593 on epoch:    36, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 361.8617858887s, input_fired_time: 5.8105196953, output_fired_time: 3.6184275150, propagate_forward_time: 136.4063568115, propagate_backward_time: 209.5863800049, weight_update_time: 0.4353139400, other_time: 6.4400939941
epoch time: 28.9206295013s, input_fired_time: 0.6149643064, output_fired_time: 0.0000000000, propagate_forward_time: 27.1761569977, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1295089722
validation[          , genome 16823] predictions:    9878/  10000 (98.78%), best:    9870/10000 (98.70%), error:       407.72650, best error:       406.92593 on epoch:    36, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 361.6029357910s, input_fired_time: 5.7997078896, output_fired_time: 3.6122598648, propagate_forward_time: 136.1956939697, propagate_backward_time: 209.5663604736, weight_update_time: 0.4359702766, other_time: 6.4288940430
epoch time: 28.9136199951s, input_fired_time: 0.6152608395, output_fired_time: 0.0000000000, propagate_forward_time: 27.1728153229, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1255435944
validation[          , genome 16823] predictions:    9865/  10000 (98.65%), best:    9870/10000 (98.70%), error:       411.87308, best error:       406.92593 on epoch:    36, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 363.9562988281s, input_fired_time: 5.8257594109, output_fired_time: 3.6409313679, propagate_forward_time: 137.0013732910, propagate_backward_time: 211.0006561279, weight_update_time: 0.4359736741, other_time: 6.4875946045
epoch time: 28.9408359528s, input_fired_time: 0.6148084402, output_fired_time: 0.0000000000, propagate_forward_time: 27.1832675934, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1427593231
validation[          , genome 16823] predictions:    9881/  10000 (98.81%), best:    9881/10000 (98.81%), error:       379.25024, best error:       379.25024 on epoch:    39, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 362.1137390137s, input_fired_time: 5.8048081398, output_fired_time: 3.6243708134, propagate_forward_time: 136.2981872559, propagate_backward_time: 209.9490509033, weight_update_time: 0.4337762296, other_time: 6.4373321533
epoch time: 28.9116001129s, input_fired_time: 0.6145868301, output_fired_time: 0.0000000000, propagate_forward_time: 27.1745986938, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1224136353
validation[          , genome 16823] predictions:    9863/  10000 (98.63%), best:    9881/10000 (98.81%), error:       451.34045, best error:       379.25024 on epoch:    39, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 361.3914489746s, input_fired_time: 5.8049454689, output_fired_time: 3.6164069176, propagate_forward_time: 136.0921020508, propagate_backward_time: 209.4042816162, weight_update_time: 0.4362131953, other_time: 6.4737396240
epoch time: 29.2732048035s, input_fired_time: 0.6238552928, output_fired_time: 0.0000000000, propagate_forward_time: 27.5080909729, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1412582397
validation[          , genome 16823] predictions:    9817/  10000 (98.17%), best:    9881/10000 (98.81%), error:       566.96332, best error:       379.25024 on epoch:    39, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 362.2396240234s, input_fired_time: 5.8192415237, output_fired_time: 3.6243097782, propagate_forward_time: 136.5925598145, propagate_backward_time: 209.7782897949, weight_update_time: 0.4348748028, other_time: 6.4252319336
epoch time: 28.9302520752s, input_fired_time: 0.6246556640, output_fired_time: 0.0000000000, propagate_forward_time: 27.1658058167, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1397914886
validation[          , genome 16823] predictions:    9871/  10000 (98.71%), best:    9881/10000 (98.81%), error:       385.14935, best error:       379.25024 on epoch:    39, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 361.2972106934s, input_fired_time: 5.8254275322, output_fired_time: 3.6094772816, propagate_forward_time: 136.0684814453, propagate_backward_time: 209.3262329102, weight_update_time: 0.4360087216, other_time: 6.4675903320
epoch time: 29.0261707306s, input_fired_time: 0.6279375553, output_fired_time: 0.0000000000, propagate_forward_time: 27.2713413239, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1268920898
validation[          , genome 16823] predictions:    9874/  10000 (98.74%), best:    9881/10000 (98.81%), error:       432.85223, best error:       379.25024 on epoch:    39, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 361.1694946289s, input_fired_time: 5.8126997948, output_fired_time: 3.6064267159, propagate_forward_time: 136.0599212646, propagate_backward_time: 209.2436676025, weight_update_time: 0.4352311492, other_time: 6.4467773438
epoch time: 29.2553100586s, input_fired_time: 0.6210027933, output_fired_time: 0.0000000000, propagate_forward_time: 27.4915313721, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1427764893
validation[          , genome 16823] predictions:    9863/  10000 (98.63%), best:    9881/10000 (98.81%), error:       419.85196, best error:       379.25024 on epoch:    39, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 362.4042053223s, input_fired_time: 5.8185224533, output_fired_time: 3.6151664257, propagate_forward_time: 136.5175933838, propagate_backward_time: 210.0652465820, weight_update_time: 0.4348346293, other_time: 6.3876800537
epoch time: 28.9309158325s, input_fired_time: 0.6216439605, output_fired_time: 0.0000000000, propagate_forward_time: 27.1961765289, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1130962372
validation[          , genome 16823] predictions:    9869/  10000 (98.69%), best:    9881/10000 (98.81%), error:       396.82416, best error:       379.25024 on epoch:    39, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 361.8161010742s, input_fired_time: 5.8105139732, output_fired_time: 3.6127192974, propagate_forward_time: 136.2600097656, propagate_backward_time: 209.6876525879, weight_update_time: 0.4337321520, other_time: 6.4451904297
epoch time: 28.9325122833s, input_fired_time: 0.6225590706, output_fired_time: 0.0000000000, propagate_forward_time: 27.1709022522, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1390514374
validation[          , genome 16823] predictions:    9862/  10000 (98.62%), best:    9881/10000 (98.81%), error:       433.39481, best error:       379.25024 on epoch:    39, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 362.0025024414s, input_fired_time: 5.7779116631, output_fired_time: 3.6094496250, propagate_forward_time: 136.4374237061, propagate_backward_time: 209.7570953369, weight_update_time: 0.4347158968, other_time: 6.4206237793
epoch time: 28.9074687958s, input_fired_time: 0.6124221683, output_fired_time: 0.0000000000, propagate_forward_time: 27.1644306183, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1306152344
validation[          , genome 16823] predictions:    9884/  10000 (98.84%), best:    9884/10000 (98.84%), error:       375.91666, best error:       375.91666 on epoch:    47, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 361.8799743652s, input_fired_time: 5.8143033981, output_fired_time: 3.6087434292, propagate_forward_time: 136.5422210693, propagate_backward_time: 209.5108489990, weight_update_time: 0.4347461462, other_time: 6.4038696289
epoch time: 28.9584407806s, input_fired_time: 0.6232933998, output_fired_time: 0.0000000000, propagate_forward_time: 27.2093505859, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1257972717
validation[          , genome 16823] predictions:    9875/  10000 (98.75%), best:    9884/10000 (98.84%), error:       390.08936, best error:       375.91666 on epoch:    47, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 367.4270324707s, input_fired_time: 5.9134840965, output_fired_time: 3.6670138836, propagate_forward_time: 138.7113800049, propagate_backward_time: 212.5508728027, weight_update_time: 0.4412063360, other_time: 6.5842742920
epoch time: 29.4172744751s, input_fired_time: 0.6240605116, output_fired_time: 0.0000000000, propagate_forward_time: 27.6589641571, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1342506409
validation[          , genome 16823] predictions:    9870/  10000 (98.70%), best:    9884/10000 (98.84%), error:       427.62152, best error:       375.91666 on epoch:    47, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 362.7154541016s, input_fired_time: 5.8230657578, output_fired_time: 3.6210637093, propagate_forward_time: 136.8128662109, propagate_backward_time: 210.0593719482, weight_update_time: 0.4349752069, other_time: 6.3990936279
epoch time: 28.9300556183s, input_fired_time: 0.6210796833, output_fired_time: 0.0000000000, propagate_forward_time: 27.1882877350, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1206874847
validation[          , genome 16823] predictions:    9884/  10000 (98.84%), best:    9884/10000 (98.84%), error:       395.42984, best error:       375.91666 on epoch:    47, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 361.8243103027s, input_fired_time: 5.8418626785, output_fired_time: 3.6201856136, propagate_forward_time: 136.2370300293, propagate_backward_time: 209.6678924561, weight_update_time: 0.4371171594, other_time: 6.4573516846
epoch time: 29.1280422211s, input_fired_time: 0.6241689920, output_fired_time: 0.0000000000, propagate_forward_time: 27.3608913422, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1429824829
validation[          , genome 16823] predictions:    9878/  10000 (98.78%), best:    9884/10000 (98.84%), error:       390.78409, best error:       375.91666 on epoch:    47, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 361.7802124023s, input_fired_time: 5.8220987320, output_fired_time: 3.6088550091, propagate_forward_time: 136.2902069092, propagate_backward_time: 209.6490783691, weight_update_time: 0.4347815514, other_time: 6.4099578857
epoch time: 28.9561958313s, input_fired_time: 0.6209227443, output_fired_time: 0.0000000000, propagate_forward_time: 27.2017402649, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1335334778
validation[          , genome 16823] predictions:    9896/  10000 (98.96%), best:    9896/10000 (98.96%), error:       347.83228, best error:       347.83228 on epoch:    52, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 360.7263183594s, input_fired_time: 5.7689723969, output_fired_time: 3.5995650291, propagate_forward_time: 135.8889770508, propagate_backward_time: 209.0765075684, weight_update_time: 0.4350939393, other_time: 6.3922729492
epoch time: 29.0896091461s, input_fired_time: 0.6181681752, output_fired_time: 0.0000000000, propagate_forward_time: 27.3554191589, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1160221100
validation[          , genome 16823] predictions:    9875/  10000 (98.75%), best:    9896/10000 (98.96%), error:       419.97345, best error:       347.83228 on epoch:    52, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 364.9664611816s, input_fired_time: 5.8309974670, output_fired_time: 3.6442046165, propagate_forward_time: 137.3289184570, propagate_backward_time: 211.6894226074, weight_update_time: 0.4368305504, other_time: 6.4729309082
epoch time: 28.9357604980s, input_fired_time: 0.6238998175, output_fired_time: 0.0000000000, propagate_forward_time: 27.1851882935, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1266727448
validation[          , genome 16823] predictions:    9851/  10000 (98.51%), best:    9896/10000 (98.96%), error:       483.14313, best error:       347.83228 on epoch:    52, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 361.7486267090s, input_fired_time: 5.8129773140, output_fired_time: 3.6076378822, propagate_forward_time: 136.4290161133, propagate_backward_time: 209.5469665527, weight_update_time: 0.4337233603, other_time: 6.3520202637
epoch time: 28.9004821777s, input_fired_time: 0.6225003004, output_fired_time: 0.0000000000, propagate_forward_time: 27.1692352295, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1087474823
validation[          , genome 16823] predictions:    9876/  10000 (98.76%), best:    9896/10000 (98.96%), error:       367.49265, best error:       347.83228 on epoch:    52, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 361.5123291016s, input_fired_time: 5.8026409149, output_fired_time: 3.6164915562, propagate_forward_time: 136.0016326904, propagate_backward_time: 209.6390838623, weight_update_time: 0.4352893829, other_time: 6.4524841309
epoch time: 28.9228725433s, input_fired_time: 0.6215473413, output_fired_time: 0.0000000000, propagate_forward_time: 27.1766757965, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1246490479
validation[          , genome 16823] predictions:    9887/  10000 (98.87%), best:    9896/10000 (98.96%), error:       384.67120, best error:       347.83228 on epoch:    52, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 361.3656921387s, input_fired_time: 5.7836246490, output_fired_time: 3.6026997566, propagate_forward_time: 136.2661895752, propagate_backward_time: 209.3211822510, weight_update_time: 0.4337069392, other_time: 6.3919982910
epoch time: 28.9074115753s, input_fired_time: 0.6246334314, output_fired_time: 0.0000000000, propagate_forward_time: 27.1547698975, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1280078888
validation[          , genome 16823] predictions:    9888/  10000 (98.88%), best:    9896/10000 (98.96%), error:       365.08270, best error:       347.83228 on epoch:    52, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 361.0847778320s, input_fired_time: 5.8318877220, output_fired_time: 3.6039018631, propagate_forward_time: 136.0545654297, propagate_backward_time: 209.1433410645, weight_update_time: 0.4364992380, other_time: 6.4510803223
epoch time: 28.9227848053s, input_fired_time: 0.6283679008, output_fired_time: 0.0000000000, propagate_forward_time: 27.1718235016, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1225929260
validation[          , genome 16823] predictions:    9882/  10000 (98.82%), best:    9896/10000 (98.96%), error:       406.33731, best error:       347.83228 on epoch:    52, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 360.8663024902s, input_fired_time: 5.8402824402, output_fired_time: 3.5980503559, propagate_forward_time: 135.9081268311, propagate_backward_time: 209.1174621582, weight_update_time: 0.4332720041, other_time: 6.4023895264
epoch time: 28.9147605896s, input_fired_time: 0.6236612797, output_fired_time: 0.0000000000, propagate_forward_time: 27.1692695618, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1218299866
validation[          , genome 16823] predictions:    9892/  10000 (98.92%), best:    9896/10000 (98.96%), error:       361.28558, best error:       347.83228 on epoch:    52, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 360.8413391113s, input_fired_time: 5.8190064430, output_fired_time: 3.5973117352, propagate_forward_time: 135.9838867188, propagate_backward_time: 209.0849914551, weight_update_time: 0.4324654937, other_time: 6.3561401367
epoch time: 28.9707374573s, input_fired_time: 0.6269695163, output_fired_time: 0.0000000000, propagate_forward_time: 27.2286434174, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1151237488
validation[          , genome 16823] predictions:    9873/  10000 (98.73%), best:    9896/10000 (98.96%), error:       389.15042, best error:       347.83228 on epoch:    52, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 362.1721191406s, input_fired_time: 5.8329291344, output_fired_time: 3.6114380360, propagate_forward_time: 136.4873352051, propagate_backward_time: 209.8031616211, weight_update_time: 0.4331349432, other_time: 6.4372558594
epoch time: 29.2546367645s, input_fired_time: 0.6305200458, output_fired_time: 0.0000000000, propagate_forward_time: 27.4864768982, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1376399994
validation[          , genome 16823] predictions:    9867/  10000 (98.67%), best:    9896/10000 (98.96%), error:       448.32520, best error:       347.83228 on epoch:    52, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 362.1109313965s, input_fired_time: 5.8240695000, output_fired_time: 3.6099469662, propagate_forward_time: 136.5995025635, propagate_backward_time: 209.6725006104, weight_update_time: 0.4349828362, other_time: 6.4049072266
epoch time: 28.9232559204s, input_fired_time: 0.6247099042, output_fired_time: 0.0000000000, propagate_forward_time: 27.1751556396, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1233901978
validation[          , genome 16823] predictions:    9876/  10000 (98.76%), best:    9896/10000 (98.96%), error:       381.23474, best error:       347.83228 on epoch:    52, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 362.1931762695s, input_fired_time: 5.8308339119, output_fired_time: 3.6095974445, propagate_forward_time: 136.5690765381, propagate_backward_time: 209.7547454834, weight_update_time: 0.4362713397, other_time: 6.4289245605
epoch time: 28.9088344574s, input_fired_time: 0.6233114004, output_fired_time: 0.0000000000, propagate_forward_time: 27.1760005951, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1095218658
validation[          , genome 16823] predictions:    9888/  10000 (98.88%), best:    9896/10000 (98.96%), error:       367.47137, best error:       347.83228 on epoch:    52, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 361.5239562988s, input_fired_time: 5.7763533592, output_fired_time: 3.6088800430, propagate_forward_time: 136.2406768799, propagate_backward_time: 209.4732666016, weight_update_time: 0.4341298640, other_time: 6.4247589111
epoch time: 28.9085464478s, input_fired_time: 0.6173822284, output_fired_time: 0.0000000000, propagate_forward_time: 27.1730442047, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1181201935
validation[          , genome 16823] predictions:    9879/  10000 (98.79%), best:    9896/10000 (98.96%), error:       393.64575, best error:       347.83228 on epoch:    52, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 362.2647094727s, input_fired_time: 5.7920012474, output_fired_time: 3.6089923382, propagate_forward_time: 136.7371520996, propagate_backward_time: 209.7662811279, weight_update_time: 0.4338470399, other_time: 6.3603057861
epoch time: 28.8915596008s, input_fired_time: 0.6226894855, output_fired_time: 0.0000000000, propagate_forward_time: 27.1597137451, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1091556549
validation[          , genome 16823] predictions:    9874/  10000 (98.74%), best:    9896/10000 (98.96%), error:       406.66611, best error:       347.83228 on epoch:    52, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 361.1593627930s, input_fired_time: 5.8258900642, output_fired_time: 3.6031963825, propagate_forward_time: 136.0674133301, propagate_backward_time: 209.2284240723, weight_update_time: 0.4331912100, other_time: 6.4344177246
epoch time: 28.9309883118s, input_fired_time: 0.6277742386, output_fired_time: 0.0000000000, propagate_forward_time: 27.1723537445, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1308612823
validation[          , genome 16823] predictions:    9897/  10000 (98.97%), best:    9897/10000 (98.97%), error:       334.47583, best error:       334.47583 on epoch:    66, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 361.9523010254s, input_fired_time: 5.8361206055, output_fired_time: 3.6131160259, propagate_forward_time: 136.3523864746, propagate_backward_time: 209.7326354980, weight_update_time: 0.4352861047, other_time: 6.4180297852
epoch time: 28.9204559326s, input_fired_time: 0.6241406798, output_fired_time: 0.0000000000, propagate_forward_time: 27.1674327850, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1288833618
validation[          , genome 16823] predictions:    9889/  10000 (98.89%), best:    9897/10000 (98.97%), error:       370.46542, best error:       334.47583 on epoch:    66, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 361.5350341797s, input_fired_time: 5.8422403336, output_fired_time: 3.6102635860, propagate_forward_time: 136.1165924072, propagate_backward_time: 209.5707702637, weight_update_time: 0.4349006712, other_time: 6.3951568604
epoch time: 28.9710121155s, input_fired_time: 0.6267309785, output_fired_time: 0.0000000000, propagate_forward_time: 27.2302703857, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1140098572
validation[          , genome 16823] predictions:    9889/  10000 (98.89%), best:    9897/10000 (98.97%), error:       349.87888, best error:       334.47583 on epoch:    66, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 361.9278564453s, input_fired_time: 5.8511986732, output_fired_time: 3.6258282661, propagate_forward_time: 136.1320800781, propagate_backward_time: 209.9343414307, weight_update_time: 0.4347251654, other_time: 6.3844146729
epoch time: 29.3999557495s, input_fired_time: 0.6352850795, output_fired_time: 0.0000000000, propagate_forward_time: 27.6283416748, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1363296509
validation[          , genome 16823] predictions:    9901/  10000 (99.01%), best:    9901/10000 (99.01%), error:       320.54462, best error:       320.54462 on epoch:    69, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 363.8093566895s, input_fired_time: 5.8584814072, output_fired_time: 3.6344125271, propagate_forward_time: 137.4005889893, propagate_backward_time: 210.5380859375, weight_update_time: 0.4332345724, other_time: 6.3777923584
epoch time: 28.8911190033s, input_fired_time: 0.6246623993, output_fired_time: 0.0000000000, propagate_forward_time: 27.1572170258, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1092395782
validation[          , genome 16823] predictions:    9887/  10000 (98.87%), best:    9901/10000 (99.01%), error:       356.21838, best error:       320.54462 on epoch:    69, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 361.1198120117s, input_fired_time: 5.8195443153, output_fired_time: 3.5968561172, propagate_forward_time: 136.1337738037, propagate_backward_time: 209.1937408447, weight_update_time: 0.4336817563, other_time: 6.3758850098
epoch time: 28.9035377502s, input_fired_time: 0.6217879057, output_fired_time: 0.0000000000, propagate_forward_time: 27.1612281799, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1205215454
validation[          , genome 16823] predictions:    9891/  10000 (98.91%), best:    9901/10000 (99.01%), error:       375.20944, best error:       320.54462 on epoch:    69, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 362.1130065918s, input_fired_time: 5.8079257011, output_fired_time: 3.6097135544, propagate_forward_time: 136.7351074219, propagate_backward_time: 209.6221313477, weight_update_time: 0.4355554879, other_time: 6.3381347656
epoch time: 29.3259849548s, input_fired_time: 0.6277748942, output_fired_time: 0.0000000000, propagate_forward_time: 27.5676689148, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1305408478
validation[          , genome 16823] predictions:    9894/  10000 (98.94%), best:    9901/10000 (99.01%), error:       334.91653, best error:       320.54462 on epoch:    69, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 361.6038513184s, input_fired_time: 5.8054928780, output_fired_time: 3.5971407890, propagate_forward_time: 136.3616333008, propagate_backward_time: 209.5252990723, weight_update_time: 0.4354042709, other_time: 6.3143005371
epoch time: 29.0271644592s, input_fired_time: 0.6188036203, output_fired_time: 0.0000000000, propagate_forward_time: 27.3011436462, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1072177887
validation[          , genome 16823] predictions:    9884/  10000 (98.84%), best:    9901/10000 (99.01%), error:       389.91699, best error:       320.54462 on epoch:    69, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 361.4283447266s, input_fired_time: 5.7895174026, output_fired_time: 3.5882606506, propagate_forward_time: 136.3719482422, propagate_backward_time: 209.4073181152, weight_update_time: 0.4348322749, other_time: 6.2713012695
epoch time: 28.9012737274s, input_fired_time: 0.6209332943, output_fired_time: 0.0000000000, propagate_forward_time: 27.1734523773, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1068878174
validation[          , genome 16823] predictions:    9902/  10000 (99.02%), best:    9901/10000 (99.01%), error:       338.54315, best error:       320.54462 on epoch:    69, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 362.8203125000s, input_fired_time: 5.8025894165, output_fired_time: 3.6081542969, propagate_forward_time: 137.0080108643, propagate_backward_time: 210.0958862305, weight_update_time: 0.4406777620, other_time: 6.3056793213
epoch time: 28.8891239166s, input_fired_time: 0.6212090850, output_fired_time: 0.0000000000, propagate_forward_time: 27.1693668365, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0985488892
validation[          , genome 16823] predictions:    9901/  10000 (99.01%), best:    9901/10000 (99.01%), error:       320.71829, best error:       320.54462 on epoch:    69, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 367.2023010254s, input_fired_time: 6.0361137390, output_fired_time: 3.6751844883, propagate_forward_time: 138.2085876465, propagate_backward_time: 212.5908508301, weight_update_time: 0.4116422832, other_time: 6.6915893555
epoch time: 29.7612609863s, input_fired_time: 0.6298056245, output_fired_time: 0.0000000000, propagate_forward_time: 28.0190792084, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1123752594
validation[          , genome 16823] predictions:    9887/  10000 (98.87%), best:    9901/10000 (99.01%), error:       348.72235, best error:       320.54462 on epoch:    69, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 368.5498046875s, input_fired_time: 5.9119434357, output_fired_time: 3.6624627113, propagate_forward_time: 139.2576599121, propagate_backward_time: 213.3094482422, weight_update_time: 0.4308473468, other_time: 6.4082641602
epoch time: 29.5726680756s, input_fired_time: 0.6524545550, output_fired_time: 0.0000000000, propagate_forward_time: 27.7475833893, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1726303101
validation[          , genome 16823] predictions:    9901/  10000 (99.01%), best:    9901/10000 (99.01%), error:       331.16177, best error:       320.54462 on epoch:    69, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 364.8654785156s, input_fired_time: 5.8487071991, output_fired_time: 3.6237361431, propagate_forward_time: 137.7440643311, propagate_backward_time: 211.3513488770, weight_update_time: 0.4338831902, other_time: 6.2976226807
epoch time: 28.8943214417s, input_fired_time: 0.6179352999, output_fired_time: 0.0000000000, propagate_forward_time: 27.1813354492, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0950508118
validation[          , genome 16823] predictions:    9893/  10000 (98.93%), best:    9901/10000 (99.01%), error:       345.65814, best error:       320.54462 on epoch:    69, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 364.1045532227s, input_fired_time: 5.8053979874, output_fired_time: 3.6159307957, propagate_forward_time: 137.5758209229, propagate_backward_time: 210.8581390381, weight_update_time: 0.4357073903, other_time: 6.2492675781
epoch time: 28.8750991821s, input_fired_time: 0.6136704683, output_fired_time: 0.0000000000, propagate_forward_time: 27.1654338837, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0959949493
validation[          , genome 16823] predictions:    9889/  10000 (98.89%), best:    9901/10000 (99.01%), error:       356.13666, best error:       320.54462 on epoch:    69, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 362.1619873047s, input_fired_time: 5.7457685471, output_fired_time: 3.5978763103, propagate_forward_time: 136.4891815186, propagate_backward_time: 210.1001892090, weight_update_time: 0.4342347682, other_time: 6.2289886475
epoch time: 28.8958587646s, input_fired_time: 0.6186876893, output_fired_time: 0.0000000000, propagate_forward_time: 27.1771831512, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0999870300
validation[          , genome 16823] predictions:    9898/  10000 (98.98%), best:    9901/10000 (99.01%), error:       342.17157, best error:       320.54462 on epoch:    69, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 360.9862365723s, input_fired_time: 5.7895994186, output_fired_time: 3.5955002308, propagate_forward_time: 135.9925994873, propagate_backward_time: 209.3372650146, weight_update_time: 0.4380489588, other_time: 6.2712707520
epoch time: 29.3179054260s, input_fired_time: 0.6227746606, output_fired_time: 0.0000000000, propagate_forward_time: 27.5860786438, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1090526581
validation[          , genome 16823] predictions:    9870/  10000 (98.70%), best:    9901/10000 (99.01%), error:       396.90628, best error:       320.54462 on epoch:    69, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 361.3658752441s, input_fired_time: 5.7929239273, output_fired_time: 3.5916945934, propagate_forward_time: 136.2925720215, propagate_backward_time: 209.4462432861, weight_update_time: 0.4360494316, other_time: 6.2424163818
epoch time: 28.8583679199s, input_fired_time: 0.6166440248, output_fired_time: 0.0000000000, propagate_forward_time: 27.1513156891, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0904083252
validation[          , genome 16823] predictions:    9887/  10000 (98.87%), best:    9901/10000 (99.01%), error:       359.03409, best error:       320.54462 on epoch:    69, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 361.3800964355s, input_fired_time: 5.7867178917, output_fired_time: 3.5920104980, propagate_forward_time: 136.3230438232, propagate_backward_time: 209.4700622559, weight_update_time: 0.4359648526, other_time: 6.2082672119
epoch time: 28.8886260986s, input_fired_time: 0.6144165993, output_fired_time: 0.0000000000, propagate_forward_time: 27.1772727966, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0969371796
validation[          , genome 16823] predictions:    9872/  10000 (98.72%), best:    9901/10000 (99.01%), error:       422.27325, best error:       320.54462 on epoch:    69, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 362.3917236328s, input_fired_time: 5.8001480103, output_fired_time: 3.5959134102, propagate_forward_time: 136.7638397217, propagate_backward_time: 209.9697875977, weight_update_time: 0.4350317717, other_time: 6.2620391846
epoch time: 28.9475555420s, input_fired_time: 0.6199772358, output_fired_time: 0.0000000000, propagate_forward_time: 27.2292804718, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0982971191
validation[          , genome 16823] predictions:    9898/  10000 (98.98%), best:    9901/10000 (99.01%), error:       327.80197, best error:       320.54462 on epoch:    69, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 360.7489929199s, input_fired_time: 5.8014979362, output_fired_time: 3.5888121128, propagate_forward_time: 135.9078521729, propagate_backward_time: 209.1883392334, weight_update_time: 0.4368096590, other_time: 6.2625122070
epoch time: 28.9738960266s, input_fired_time: 0.6187182665, output_fired_time: 0.0000000000, propagate_forward_time: 27.2582721710, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0969047546
validation[          , genome 16823] predictions:    9899/  10000 (98.99%), best:    9901/10000 (99.01%), error:       323.51364, best error:       320.54462 on epoch:    69, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 361.1770324707s, input_fired_time: 5.8026423454, output_fired_time: 3.5886654854, propagate_forward_time: 136.2613677979, propagate_backward_time: 209.3021545410, weight_update_time: 0.4335032403, other_time: 6.2222137451
epoch time: 28.8676013947s, input_fired_time: 0.6221119761, output_fired_time: 0.0000000000, propagate_forward_time: 27.1516590118, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0938301086
validation[          , genome 16823] predictions:    9902/  10000 (99.02%), best:    9901/10000 (99.01%), error:       329.64709, best error:       320.54462 on epoch:    69, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 360.3116455078s, input_fired_time: 5.7924947739, output_fired_time: 3.5784862041, propagate_forward_time: 135.8598327637, propagate_backward_time: 208.8869018555, weight_update_time: 0.4324245155, other_time: 6.1939392090
epoch time: 28.9999370575s, input_fired_time: 0.6218066216, output_fired_time: 0.0000000000, propagate_forward_time: 27.2719650269, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1061649323
validation[          , genome 16823] predictions:    9871/  10000 (98.71%), best:    9901/10000 (99.01%), error:       394.04935, best error:       320.54462 on epoch:    69, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 361.1999816895s, input_fired_time: 5.8181724548, output_fired_time: 3.5910322666, propagate_forward_time: 136.0755462646, propagate_backward_time: 209.4567108154, weight_update_time: 0.4344249368, other_time: 6.2585144043
epoch time: 28.9226112366s, input_fired_time: 0.6188501120, output_fired_time: 0.0000000000, propagate_forward_time: 27.2085399628, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0952205658
validation[          , genome 16823] predictions:    9894/  10000 (98.94%), best:    9901/10000 (99.01%), error:       335.06458, best error:       320.54462 on epoch:    69, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 360.9819946289s, input_fired_time: 5.8043575287, output_fired_time: 3.5973560810, propagate_forward_time: 136.0393371582, propagate_backward_time: 209.3058624268, weight_update_time: 0.4321889877, other_time: 6.2350921631
epoch time: 28.8796291351s, input_fired_time: 0.6195303798, output_fired_time: 0.0000000000, propagate_forward_time: 27.1625499725, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0975494385
validation[          , genome 16823] predictions:    9887/  10000 (98.87%), best:    9901/10000 (99.01%), error:       347.15256, best error:       320.54462 on epoch:    69, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 360.8102416992s, input_fired_time: 5.8147912025, output_fired_time: 3.5882601738, propagate_forward_time: 136.0202484131, propagate_backward_time: 209.1414184570, weight_update_time: 0.4328843057, other_time: 6.2455291748
epoch time: 28.8871936798s, input_fired_time: 0.6236723661, output_fired_time: 0.0000000000, propagate_forward_time: 27.1686573029, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0948638916
validation[          , genome 16823] predictions:    9897/  10000 (98.97%), best:    9901/10000 (99.01%), error:       348.07968, best error:       320.54462 on epoch:    69, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 361.2224121094s, input_fired_time: 5.8009085655, output_fired_time: 3.5898928642, propagate_forward_time: 136.0995483398, propagate_backward_time: 209.4992065430, weight_update_time: 0.4353908002, other_time: 6.2328491211
epoch time: 29.4655551910s, input_fired_time: 0.6280130148, output_fired_time: 0.0000000000, propagate_forward_time: 27.7270011902, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1105403900
validation[          , genome 16823] predictions:    9898/  10000 (98.98%), best:    9901/10000 (99.01%), error:       328.51755, best error:       320.54462 on epoch:    69, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 363.4573669434s, input_fired_time: 5.8164272308, output_fired_time: 3.6099731922, propagate_forward_time: 137.1897583008, propagate_backward_time: 210.5505676270, weight_update_time: 0.4372858405, other_time: 6.2906188965
epoch time: 28.8902225494s, input_fired_time: 0.6213114262, output_fired_time: 0.0000000000, propagate_forward_time: 27.1674804688, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1014308929
validation[          , genome 16823] predictions:    9905/  10000 (99.05%), best:    9905/10000 (99.05%), error:       315.23065, best error:       315.23065 on epoch:    92, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 362.1775207520s, input_fired_time: 5.7539253235, output_fired_time: 3.6014192104, propagate_forward_time: 136.5198822021, propagate_backward_time: 210.0828399658, weight_update_time: 0.4352315366, other_time: 6.2194519043
epoch time: 28.8759956360s, input_fired_time: 0.6158391237, output_fired_time: 0.0000000000, propagate_forward_time: 27.1634311676, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0967254639
validation[          , genome 16823] predictions:    9905/  10000 (99.05%), best:    9905/10000 (99.05%), error:       329.69894, best error:       315.23065 on epoch:    92, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 361.6055908203s, input_fired_time: 5.7401757240, output_fired_time: 3.6012804508, propagate_forward_time: 136.3133697510, propagate_backward_time: 209.7296905518, weight_update_time: 0.4367869198, other_time: 6.2210693359
epoch time: 28.8503341675s, input_fired_time: 0.6139054894, output_fired_time: 0.0000000000, propagate_forward_time: 27.1489372253, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0874919891
validation[          , genome 16823] predictions:    9904/  10000 (99.04%), best:    9904/10000 (99.04%), error:       311.40225, best error:       311.40225 on epoch:    94, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 360.4952087402s, input_fired_time: 5.7222590446, output_fired_time: 3.5811975002, propagate_forward_time: 135.8776550293, propagate_backward_time: 209.1487579346, weight_update_time: 0.4331380129, other_time: 6.1653289795
epoch time: 28.9800338745s, input_fired_time: 0.6168255806, output_fired_time: 0.0000000000, propagate_forward_time: 27.2657852173, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0974235535
validation[          , genome 16823] predictions:    9902/  10000 (99.02%), best:    9904/10000 (99.04%), error:       330.63342, best error:       311.40225 on epoch:    94, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 362.5144042969s, input_fired_time: 5.7973098755, output_fired_time: 3.6130456924, propagate_forward_time: 136.6613159180, propagate_backward_time: 210.1615447998, weight_update_time: 0.4349802136, other_time: 6.2812042236
epoch time: 28.9033889771s, input_fired_time: 0.6196450591, output_fired_time: 0.0000000000, propagate_forward_time: 27.1773509979, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1063938141
validation[          , genome 16823] predictions:    9906/  10000 (99.06%), best:    9904/10000 (99.04%), error:       327.56152, best error:       311.40225 on epoch:    94, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 362.4272155762s, input_fired_time: 5.8187971115, output_fired_time: 3.6040384769, propagate_forward_time: 136.7628631592, propagate_backward_time: 209.9860687256, weight_update_time: 0.4353025854, other_time: 6.2554626465
epoch time: 28.8735637665s, input_fired_time: 0.6207831502, output_fired_time: 0.0000000000, propagate_forward_time: 27.1576023102, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0951786041
validation[          , genome 16823] predictions:    9905/  10000 (99.05%), best:    9904/10000 (99.04%), error:       316.61734, best error:       311.40225 on epoch:    94, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 360.6267700195s, input_fired_time: 5.8059263229, output_fired_time: 3.5871489048, propagate_forward_time: 135.8956451416, propagate_backward_time: 209.1427307129, weight_update_time: 0.4330673814, other_time: 6.1952972412
epoch time: 28.8789081573s, input_fired_time: 0.6192405224, output_fired_time: 0.0000000000, propagate_forward_time: 27.1667804718, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0928878784
validation[          , genome 16823] predictions:    9897/  10000 (98.97%), best:    9904/10000 (99.04%), error:       351.13254, best error:       311.40225 on epoch:    94, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 361.0935974121s, input_fired_time: 5.7954111099, output_fired_time: 3.5899553299, propagate_forward_time: 135.9585876465, propagate_backward_time: 209.5501098633, weight_update_time: 0.4354285598, other_time: 6.1995239258
epoch time: 29.1552524567s, input_fired_time: 0.6237754226, output_fired_time: 0.0000000000, propagate_forward_time: 27.4219551086, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1095218658
validation[          , genome 16823] predictions:    9899/  10000 (98.99%), best:    9904/10000 (99.04%), error:       324.03903, best error:       311.40225 on epoch:    94, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 360.8520202637s, input_fired_time: 5.7911348343, output_fired_time: 3.5906469822, propagate_forward_time: 136.0634613037, propagate_backward_time: 209.1920318604, weight_update_time: 0.4359023273, other_time: 6.2147521973
epoch time: 29.2712993622s, input_fired_time: 0.6279952526, output_fired_time: 0.0000000000, propagate_forward_time: 27.5355720520, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1077327728
validation[          , genome 16823] predictions:    9902/  10000 (99.02%), best:    9902/10000 (99.02%), error:       302.66724, best error:       302.66724 on epoch:   100, 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: 147.5733642578s, input_fired_time: 3.1848387718, output_fired_time: 0.0000000000, propagate_forward_time: 138.7851257324, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.6033935547
best training[          , genome 16823] predictions:   50000/  50000 (100.00%), best:    9902/10000 (99.02%), error:       147.05682, best error:       302.66724 on epoch:   100, 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: 28.8610553741s, input_fired_time: 0.6160035133, output_fired_time: 0.0000000000, propagate_forward_time: 27.1456546783, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0993976593
   testing[          , genome 16823] predictions:    9902/  10000 (99.02%), best:    9902/10000 (99.02%), error:       298.15695, best error:       302.66724 on epoch:   100, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
20:42:52 (3467): called boinc_finish(0)

</stderr_txt>
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