Nameexact_genome_1508111028_23_9541_1
Workunit2238152
Created18 Oct 2017, 18:18:58 UTC
Sent18 Oct 2017, 18:32:55 UTC
Report deadline14 Nov 2017, 13:30:30 UTC
Received20 Oct 2017, 6:32:06 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID54172
Run time14 hours 25 min 33 sec
CPU time14 hours 7 min 36 sec
Validate stateValid
Credit6,697.50
Device peak FLOPS3.27 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size161.18 MB
Peak swap size162.44 MB
Peak disk usage2.26 MB

Stderr output

<core_client_version>7.6.31</core_client_version>
<![CDATA[
<stderr_txt>
time: 36.5050277710, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1626777649
validation[          , genome  9541] predictions:    9822/  10000 (98.22%), best:    9834/10000 (98.34%), error:       581.23511, best error:       551.25793 on epoch:    13, epoch:   14/100, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 469.2966918945s, input_fired_time: 5.6141018867, output_fired_time: 4.2559218407, propagate_forward_time: 183.4347991943, propagate_backward_time: 269.5744628906, weight_update_time: 0.3827679157, other_time: 6.4174194336
epoch time: 37.9948768616s, input_fired_time: 0.6041033864, output_fired_time: 0.0000000000, propagate_forward_time: 36.2407035828, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1500701904
validation[          , genome  9541] predictions:    9833/  10000 (98.33%), best:    9833/10000 (98.33%), error:       548.02997, best error:       548.02997 on epoch:    15, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 463.4008483887s, input_fired_time: 5.5348343849, output_fired_time: 4.2066702843, propagate_forward_time: 181.1258087158, propagate_backward_time: 266.2131042480, weight_update_time: 0.3915911317, other_time: 6.3204650879
epoch time: 38.0173110962s, input_fired_time: 0.6070795655, output_fired_time: 0.0000000000, propagate_forward_time: 36.2573623657, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1528701782
validation[          , genome  9541] predictions:    9771/  10000 (97.71%), best:    9833/10000 (98.33%), error:       752.85303, best error:       548.02997 on epoch:    15, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 463.0558471680s, input_fired_time: 5.5166249275, output_fired_time: 4.1856112480, propagate_forward_time: 181.0954895020, propagate_backward_time: 265.8933105469, weight_update_time: 0.4018801153, other_time: 6.3648071289
epoch time: 37.6805572510s, input_fired_time: 0.6044700146, output_fired_time: 0.0000000000, propagate_forward_time: 35.9241142273, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1519737244
validation[          , genome  9541] predictions:    9804/  10000 (98.04%), best:    9833/10000 (98.33%), error:       635.33203, best error:       548.02997 on epoch:    15, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 468.2463378906s, input_fired_time: 5.5863995552, output_fired_time: 4.2562394142, propagate_forward_time: 182.5914916992, propagate_backward_time: 269.4033813477, weight_update_time: 0.4156780839, other_time: 6.4088439941
epoch time: 37.8600387573s, input_fired_time: 0.6066234112, output_fired_time: 0.0000000000, propagate_forward_time: 36.1067657471, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1466484070
validation[          , genome  9541] predictions:    9834/  10000 (98.34%), best:    9834/10000 (98.34%), error:       535.52435, best error:       535.52435 on epoch:    18, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 463.2047729492s, input_fired_time: 5.5490899086, output_fired_time: 4.1968297958, propagate_forward_time: 181.1017303467, propagate_backward_time: 265.9556274414, weight_update_time: 0.4316975474, other_time: 6.4014892578
epoch time: 37.8450508118s, input_fired_time: 0.6065139771, output_fired_time: 0.0000000000, propagate_forward_time: 36.0963058472, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1422309875
validation[          , genome  9541] predictions:    9828/  10000 (98.28%), best:    9834/10000 (98.34%), error:       610.18036, best error:       535.52435 on epoch:    18, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 470.6296691895s, input_fired_time: 5.6907367706, output_fired_time: 4.2898168564, propagate_forward_time: 183.0278930664, propagate_backward_time: 271.0792236328, weight_update_time: 0.4513647556, other_time: 6.5419921875
epoch time: 38.4588813782s, input_fired_time: 0.6218380332, output_fired_time: 0.0000000000, propagate_forward_time: 36.6575279236, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1795158386
validation[          , genome  9541] predictions:    9808/  10000 (98.08%), best:    9834/10000 (98.34%), error:       572.87646, best error:       535.52435 on epoch:    18, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 464.3810729980s, input_fired_time: 5.5628609657, output_fired_time: 4.1967473030, propagate_forward_time: 181.3551635742, propagate_backward_time: 266.8042297363, weight_update_time: 0.4754821062, other_time: 6.4620666504
epoch time: 37.9795494080s, input_fired_time: 0.6125048399, output_fired_time: 0.0000000000, propagate_forward_time: 36.2074851990, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1595611572
validation[          , genome  9541] predictions:    9813/  10000 (98.13%), best:    9834/10000 (98.34%), error:       569.39899, best error:       535.52435 on epoch:    18, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 467.0986938477s, input_fired_time: 5.5959715843, output_fired_time: 4.2350687981, propagate_forward_time: 182.2525024414, propagate_backward_time: 268.4899291992, weight_update_time: 0.4881623089, other_time: 6.5252075195
epoch time: 38.4075012207s, input_fired_time: 0.6113847494, output_fired_time: 0.0000000000, propagate_forward_time: 36.6240730286, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1720428467
validation[          , genome  9541] predictions:    9772/  10000 (97.72%), best:    9834/10000 (98.34%), error:       713.49286, best error:       535.52435 on epoch:    18, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 478.8443298340s, input_fired_time: 5.7676534653, output_fired_time: 4.3492569923, propagate_forward_time: 186.4999542236, propagate_backward_time: 275.4591369629, weight_update_time: 0.5200133324, other_time: 6.7683410645
epoch time: 40.6970291138s, input_fired_time: 0.6709299684, output_fired_time: 0.0000000000, propagate_forward_time: 38.7908859253, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2352142334
validation[          , genome  9541] predictions:    9813/  10000 (98.13%), best:    9834/10000 (98.34%), error:       583.23938, best error:       535.52435 on epoch:    18, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 471.7591247559s, input_fired_time: 5.6178083420, output_fired_time: 4.2733807564, propagate_forward_time: 183.5933837891, propagate_backward_time: 271.6228332520, weight_update_time: 0.5182628632, other_time: 6.6517333984
epoch time: 38.0680274963s, input_fired_time: 0.6118475199, output_fired_time: 0.0000000000, propagate_forward_time: 36.3022651672, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1539154053
validation[          , genome  9541] predictions:    9828/  10000 (98.28%), best:    9834/10000 (98.34%), error:       554.55518, best error:       535.52435 on epoch:    18, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 473.4271240234s, input_fired_time: 5.7081542015, output_fired_time: 4.3626503944, propagate_forward_time: 183.1706542969, propagate_backward_time: 273.3987426758, weight_update_time: 0.5446050167, other_time: 6.7869262695
epoch time: 39.3098831177s, input_fired_time: 0.6383601427, output_fired_time: 0.0000000000, propagate_forward_time: 37.4572372437, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2142868042
validation[          , genome  9541] predictions:    9820/  10000 (98.20%), best:    9834/10000 (98.34%), error:       589.93646, best error:       535.52435 on epoch:    18, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 476.9503784180s, input_fired_time: 5.7371630669, output_fired_time: 4.2807660103, propagate_forward_time: 185.5110015869, propagate_backward_time: 274.7106018066, weight_update_time: 0.5629332066, other_time: 6.7108459473
epoch time: 38.9986915588s, input_fired_time: 0.6227818131, output_fired_time: 0.0000000000, propagate_forward_time: 37.1841163635, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1917915344
validation[          , genome  9541] predictions:    9845/  10000 (98.45%), best:    9845/10000 (98.45%), error:       489.49298, best error:       489.49298 on epoch:    26, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 468.4805297852s, input_fired_time: 5.6976284981, output_fired_time: 4.2366900444, propagate_forward_time: 182.5222320557, propagate_backward_time: 269.4268188477, weight_update_time: 0.5429069400, other_time: 6.5971679688
epoch time: 37.7827377319s, input_fired_time: 0.6221824884, output_fired_time: 0.0000000000, propagate_forward_time: 35.8303108215, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3302459717
validation[          , genome  9541] predictions:    9814/  10000 (98.14%), best:    9845/10000 (98.45%), error:       563.06293, best error:       489.49298 on epoch:    26, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 475.1911010742s, input_fired_time: 5.7148709297, output_fired_time: 4.2823705673, propagate_forward_time: 185.7632293701, propagate_backward_time: 272.7568969727, weight_update_time: 0.5567381382, other_time: 6.6737060547
epoch time: 38.0826187134s, input_fired_time: 0.6216619015, output_fired_time: 0.0000000000, propagate_forward_time: 36.2945175171, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1664390564
validation[          , genome  9541] predictions:    9786/  10000 (97.86%), best:    9845/10000 (98.45%), error:       627.88788, best error:       489.49298 on epoch:    26, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 475.1162719727s, input_fired_time: 5.7506566048, output_fired_time: 4.2597618103, propagate_forward_time: 185.0637512207, propagate_backward_time: 273.3889465332, weight_update_time: 0.5441415310, other_time: 6.6531372070
epoch time: 39.8417739868s, input_fired_time: 0.6438800097, output_fired_time: 0.0000000000, propagate_forward_time: 38.0202217102, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1776733398
validation[          , genome  9541] predictions:    9843/  10000 (98.43%), best:    9845/10000 (98.45%), error:       525.24390, best error:       489.49298 on epoch:    26, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 475.8061218262s, input_fired_time: 5.7590489388, output_fired_time: 4.3471775055, propagate_forward_time: 185.5800781250, propagate_backward_time: 273.4349365234, weight_update_time: 0.5411413908, other_time: 6.6848754883
epoch time: 38.6000061035s, input_fired_time: 0.6240749359, output_fired_time: 0.0000000000, propagate_forward_time: 36.7627296448, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2131996155
validation[          , genome  9541] predictions:    9814/  10000 (98.14%), best:    9845/10000 (98.45%), error:       601.10083, best error:       489.49298 on epoch:    26, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 478.0628356934s, input_fired_time: 5.7440166473, output_fired_time: 4.2955441475, propagate_forward_time: 187.2881011963, propagate_backward_time: 273.9621276855, weight_update_time: 0.5492603779, other_time: 6.7730407715
epoch time: 39.5087547302s, input_fired_time: 0.6667567492, output_fired_time: 0.0000000000, propagate_forward_time: 37.6005821228, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2414169312
validation[          , genome  9541] predictions:    9841/  10000 (98.41%), best:    9841/10000 (98.41%), error:       487.17072, best error:       487.17072 on epoch:    31, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 482.0545043945s, input_fired_time: 5.8468599319, output_fired_time: 4.3905706406, propagate_forward_time: 188.3091888428, propagate_backward_time: 276.7189636230, weight_update_time: 0.5478235483, other_time: 6.7889099121
epoch time: 39.5138244629s, input_fired_time: 0.6512039304, output_fired_time: 0.0000000000, propagate_forward_time: 37.6456985474, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2169227600
validation[          , genome  9541] predictions:    9841/  10000 (98.41%), best:    9841/10000 (98.41%), error:       503.17255, best error:       487.17072 on epoch:    31, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 474.8851318359s, input_fired_time: 5.7332830429, output_fired_time: 4.3032174110, propagate_forward_time: 184.9833374023, propagate_backward_time: 273.1633605957, weight_update_time: 0.5490929484, other_time: 6.7019348145
epoch time: 38.0934028625s, input_fired_time: 0.6314229369, output_fired_time: 0.0000000000, propagate_forward_time: 36.2970581055, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1649208069
validation[          , genome  9541] predictions:    9837/  10000 (98.37%), best:    9841/10000 (98.41%), error:       495.72849, best error:       487.17072 on epoch:    31, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 477.6558532715s, input_fired_time: 5.8726348877, output_fired_time: 4.3359727859, propagate_forward_time: 186.0734100342, propagate_backward_time: 274.6233215332, weight_update_time: 0.5535276532, other_time: 6.7505187988
epoch time: 38.0211410522s, input_fired_time: 0.6197493076, output_fired_time: 0.0000000000, propagate_forward_time: 36.2350463867, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1663436890
validation[          , genome  9541] predictions:    9822/  10000 (98.22%), best:    9841/10000 (98.41%), error:       536.06268, best error:       487.17072 on epoch:    31, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 475.2143249512s, input_fired_time: 5.7120065689, output_fired_time: 4.2972459793, propagate_forward_time: 185.2990722656, propagate_backward_time: 273.2362060547, weight_update_time: 0.5422750115, other_time: 6.6697998047
epoch time: 38.0043525696s, input_fired_time: 0.6225638986, output_fired_time: 0.0000000000, propagate_forward_time: 36.2224159241, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1593742371
validation[          , genome  9541] predictions:    9846/  10000 (98.46%), best:    9841/10000 (98.41%), error:       522.35309, best error:       487.17072 on epoch:    31, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 473.1658630371s, input_fired_time: 5.7128019333, output_fired_time: 4.2675957680, propagate_forward_time: 184.4251861572, propagate_backward_time: 272.0592651367, weight_update_time: 0.5507246256, other_time: 6.7009887695
epoch time: 37.4847373962s, input_fired_time: 0.6267570853, output_fired_time: 0.0000000000, propagate_forward_time: 35.5872917175, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2706871033
validation[          , genome  9541] predictions:    9831/  10000 (98.31%), best:    9841/10000 (98.41%), error:       561.08362, best error:       487.17072 on epoch:    31, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 476.2849121094s, input_fired_time: 5.7377467155, output_fired_time: 4.2695565224, propagate_forward_time: 185.6178283691, propagate_backward_time: 273.8806457520, weight_update_time: 0.5489802361, other_time: 6.7791442871
epoch time: 39.7630348206s, input_fired_time: 0.6934897304, output_fired_time: 0.0000000000, propagate_forward_time: 37.8098640442, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2596817017
validation[          , genome  9541] predictions:    9851/  10000 (98.51%), best:    9841/10000 (98.41%), error:       496.25458, best error:       487.17072 on epoch:    31, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 475.6256713867s, input_fired_time: 5.7126603127, output_fired_time: 4.2532052994, propagate_forward_time: 185.1085205078, propagate_backward_time: 273.8392639160, weight_update_time: 0.5451288819, other_time: 6.7120361328
epoch time: 39.0306015015s, input_fired_time: 0.6241199970, output_fired_time: 0.0000000000, propagate_forward_time: 37.1703834534, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2360992432
validation[          , genome  9541] predictions:    9840/  10000 (98.40%), best:    9841/10000 (98.41%), error:       490.50095, best error:       487.17072 on epoch:    31, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 472.5791015625s, input_fired_time: 5.7398295403, output_fired_time: 4.2388162613, propagate_forward_time: 184.8101348877, propagate_backward_time: 271.1786193848, weight_update_time: 0.5410529971, other_time: 6.6116638184
epoch time: 40.6315994263s, input_fired_time: 0.6486222744, output_fired_time: 0.0000000000, propagate_forward_time: 38.7103614807, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2726173401
validation[          , genome  9541] predictions:    9825/  10000 (98.25%), best:    9841/10000 (98.41%), error:       514.15601, best error:       487.17072 on epoch:    31, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 476.2152099609s, input_fired_time: 5.7335038185, output_fired_time: 4.2986898422, propagate_forward_time: 185.3250274658, propagate_backward_time: 274.1237182617, weight_update_time: 0.5496810079, other_time: 6.7343139648
epoch time: 38.7143554688s, input_fired_time: 0.6320099235, output_fired_time: 0.0000000000, propagate_forward_time: 36.8678550720, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2144889832
validation[          , genome  9541] predictions:    9835/  10000 (98.35%), best:    9841/10000 (98.41%), error:       500.11771, best error:       487.17072 on epoch:    31, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 474.5881652832s, input_fired_time: 5.6986203194, output_fired_time: 4.3001809120, propagate_forward_time: 184.7926483154, propagate_backward_time: 273.1270446777, weight_update_time: 0.5528091192, other_time: 6.6697082520
epoch time: 38.7130012512s, input_fired_time: 0.6380946636, output_fired_time: 0.0000000000, propagate_forward_time: 36.9132041931, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1617012024
validation[          , genome  9541] predictions:    9831/  10000 (98.31%), best:    9841/10000 (98.41%), error:       502.56046, best error:       487.17072 on epoch:    31, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 479.8630981445s, input_fired_time: 5.8242077827, output_fired_time: 4.3473644257, propagate_forward_time: 187.3865814209, propagate_backward_time: 275.5680847168, weight_update_time: 0.5405008197, other_time: 6.7368469238
epoch time: 39.2910079956s, input_fired_time: 0.6540318727, output_fired_time: 0.0000000000, propagate_forward_time: 37.4650764465, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1718978882
validation[          , genome  9541] predictions:    9839/  10000 (98.39%), best:    9839/10000 (98.39%), error:       473.20242, best error:       473.20242 on epoch:    42, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 482.2891540527s, input_fired_time: 5.8149895668, output_fired_time: 4.3094615936, propagate_forward_time: 187.7543029785, propagate_backward_time: 277.5807800293, weight_update_time: 0.5453778505, other_time: 6.8296203613
epoch time: 37.9999542236s, input_fired_time: 0.6220127344, output_fired_time: 0.0000000000, propagate_forward_time: 36.2244186401, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1535224915
validation[          , genome  9541] predictions:    9838/  10000 (98.38%), best:    9839/10000 (98.39%), error:       535.19385, best error:       473.20242 on epoch:    42, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 465.8281250000s, input_fired_time: 5.6267886162, output_fired_time: 4.1968727112, propagate_forward_time: 181.3365020752, propagate_backward_time: 268.2009582520, weight_update_time: 0.5349856019, other_time: 6.4670104980
epoch time: 38.0485115051s, input_fired_time: 0.6228666902, output_fired_time: 0.0000000000, propagate_forward_time: 36.2681808472, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1574630737
validation[          , genome  9541] predictions:    9858/  10000 (98.58%), best:    9858/10000 (98.58%), error:       430.42810, best error:       430.42810 on epoch:    44, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 465.8247985840s, input_fired_time: 5.6285257339, output_fired_time: 4.1903791428, propagate_forward_time: 181.4506225586, propagate_backward_time: 268.0730895996, weight_update_time: 0.5381517410, other_time: 6.4821777344
epoch time: 37.9005889893s, input_fired_time: 0.6234922409, output_fired_time: 0.0000000000, propagate_forward_time: 36.1229057312, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1541900635
validation[          , genome  9541] predictions:    9849/  10000 (98.49%), best:    9858/10000 (98.58%), error:       451.47845, best error:       430.42810 on epoch:    44, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 464.4556579590s, input_fired_time: 5.6010756493, output_fired_time: 4.1651806831, propagate_forward_time: 181.1534118652, propagate_backward_time: 267.0310058594, weight_update_time: 0.5319212675, other_time: 6.5049743652
epoch time: 37.9297981262s, input_fired_time: 0.6239212155, output_fired_time: 0.0000000000, propagate_forward_time: 36.1599006653, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1459770203
validation[          , genome  9541] predictions:    9853/  10000 (98.53%), best:    9858/10000 (98.58%), error:       471.13074, best error:       430.42810 on epoch:    44, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 464.1032104492s, input_fired_time: 5.6272268295, output_fired_time: 4.2082133293, propagate_forward_time: 180.1641235352, propagate_backward_time: 267.4507141113, weight_update_time: 0.5327907801, other_time: 6.6529235840
epoch time: 37.0959205627s, input_fired_time: 0.6348415613, output_fired_time: 0.0000000000, propagate_forward_time: 35.1176948547, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3433837891
validation[          , genome  9541] predictions:    9868/  10000 (98.68%), best:    9858/10000 (98.58%), error:       437.74783, best error:       430.42810 on epoch:    44, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 464.4582824707s, input_fired_time: 5.6518526077, output_fired_time: 4.2488341331, propagate_forward_time: 179.3852996826, propagate_backward_time: 268.3482971191, weight_update_time: 0.5344871879, other_time: 6.8240051270
epoch time: 37.8417282104s, input_fired_time: 0.6292212605, output_fired_time: 0.0000000000, propagate_forward_time: 36.0494384766, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1630668640
validation[          , genome  9541] predictions:    9847/  10000 (98.47%), best:    9858/10000 (98.58%), error:       495.02100, best error:       430.42810 on epoch:    44, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 462.3958740234s, input_fired_time: 5.6160707474, output_fired_time: 4.1715812683, propagate_forward_time: 180.0656890869, propagate_backward_time: 266.0268554688, weight_update_time: 0.5310627818, other_time: 6.5156860352
epoch time: 37.9279365540s, input_fired_time: 0.6311860681, output_fired_time: 0.0000000000, propagate_forward_time: 36.1453781128, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1513710022
validation[          , genome  9541] predictions:    9853/  10000 (98.53%), best:    9858/10000 (98.58%), error:       473.87274, best error:       430.42810 on epoch:    44, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 464.9529418945s, input_fired_time: 5.6611156464, output_fired_time: 4.2124600410, propagate_forward_time: 181.0986938477, propagate_backward_time: 267.4635009766, weight_update_time: 0.5341294408, other_time: 6.5171813965
epoch time: 38.0198059082s, input_fired_time: 0.6297061443, output_fired_time: 0.0000000000, propagate_forward_time: 36.2249679565, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1651306152
validation[          , genome  9541] predictions:    9846/  10000 (98.46%), best:    9858/10000 (98.58%), error:       501.17856, best error:       430.42810 on epoch:    44, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 463.0586853027s, input_fired_time: 5.6239509583, output_fired_time: 4.1762270927, propagate_forward_time: 179.9395141602, propagate_backward_time: 266.8015441895, weight_update_time: 0.5416443944, other_time: 6.5174255371
epoch time: 38.0037803650s, input_fired_time: 0.6332514286, output_fired_time: 0.0000000000, propagate_forward_time: 36.2216606140, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1488685608
validation[          , genome  9541] predictions:    9836/  10000 (98.36%), best:    9858/10000 (98.58%), error:       519.72687, best error:       430.42810 on epoch:    44, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 464.5884704590s, input_fired_time: 5.6271891594, output_fired_time: 4.1875224113, propagate_forward_time: 180.8821411133, propagate_backward_time: 267.3829650879, weight_update_time: 0.5313602090, other_time: 6.5086364746
epoch time: 37.6820220947s, input_fired_time: 0.6248013973, output_fired_time: 0.0000000000, propagate_forward_time: 35.9069366455, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1502838135
validation[          , genome  9541] predictions:    9840/  10000 (98.40%), best:    9858/10000 (98.58%), error:       489.32431, best error:       430.42810 on epoch:    44, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 476.4288330078s, input_fired_time: 5.8116507530, output_fired_time: 4.2510652542, propagate_forward_time: 186.0257568359, propagate_backward_time: 273.5981445312, weight_update_time: 0.5419575572, other_time: 6.7422180176
epoch time: 38.6394119263s, input_fired_time: 0.6406567693, output_fired_time: 0.0000000000, propagate_forward_time: 36.8156051636, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1831512451
validation[          , genome  9541] predictions:    9870/  10000 (98.70%), best:    9870/10000 (98.70%), error:       406.15439, best error:       406.15439 on epoch:    53, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 477.5645751953s, input_fired_time: 5.7633352280, output_fired_time: 4.2386474609, propagate_forward_time: 185.5868530273, propagate_backward_time: 275.2086181641, weight_update_time: 0.5495108366, other_time: 6.7671203613
epoch time: 38.5366554260s, input_fired_time: 0.6379340887, output_fired_time: 0.0000000000, propagate_forward_time: 36.7319297791, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1667900085
validation[          , genome  9541] predictions:    9854/  10000 (98.54%), best:    9870/10000 (98.70%), error:       441.32904, best error:       406.15439 on epoch:    53, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 476.0320129395s, input_fired_time: 5.7799892426, output_fired_time: 4.3124947548, propagate_forward_time: 184.8738403320, propagate_backward_time: 274.3205566406, weight_update_time: 0.5526646376, other_time: 6.7451171875
epoch time: 40.2611656189s, input_fired_time: 0.6516003609, output_fired_time: 0.0000000000, propagate_forward_time: 38.3690795898, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2404861450
validation[          , genome  9541] predictions:    9843/  10000 (98.43%), best:    9870/10000 (98.70%), error:       466.47952, best error:       406.15439 on epoch:    53, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 472.2508850098s, input_fired_time: 5.8237452507, output_fired_time: 4.2435121536, propagate_forward_time: 184.1020507812, propagate_backward_time: 271.4809570312, weight_update_time: 0.5324428082, other_time: 6.6006469727
epoch time: 38.7052993774s, input_fired_time: 0.6359465718, output_fired_time: 0.0000000000, propagate_forward_time: 36.8496398926, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2197113037
validation[          , genome  9541] predictions:    9835/  10000 (98.35%), best:    9870/10000 (98.70%), error:       503.84048, best error:       406.15439 on epoch:    53, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 477.5075988770s, input_fired_time: 5.7944874763, output_fired_time: 4.2816886902, propagate_forward_time: 186.2717895508, propagate_backward_time: 274.4635009766, weight_update_time: 0.5561296940, other_time: 6.6961364746
epoch time: 38.8699150085s, input_fired_time: 0.6553260088, output_fired_time: 0.0000000000, propagate_forward_time: 37.0336723328, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1809158325
validation[          , genome  9541] predictions:    9874/  10000 (98.74%), best:    9870/10000 (98.70%), error:       432.85281, best error:       406.15439 on epoch:    53, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 475.0952148438s, input_fired_time: 5.7717962265, output_fired_time: 4.3338718414, propagate_forward_time: 184.8808135986, propagate_backward_time: 273.4085083008, weight_update_time: 0.5513173342, other_time: 6.7002563477
epoch time: 38.5276870728s, input_fired_time: 0.6654265523, output_fired_time: 0.0000000000, propagate_forward_time: 36.7077598572, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1544990540
validation[          , genome  9541] predictions:    9868/  10000 (98.68%), best:    9870/10000 (98.70%), error:       442.89804, best error:       406.15439 on epoch:    53, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 474.0195312500s, input_fired_time: 5.8224439621, output_fired_time: 4.2939720154, propagate_forward_time: 184.1227874756, propagate_backward_time: 273.1341857910, weight_update_time: 0.5506428480, other_time: 6.6461486816
epoch time: 38.0680541992s, input_fired_time: 0.6296424270, output_fired_time: 0.0000000000, propagate_forward_time: 36.2840919495, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1543197632
validation[          , genome  9541] predictions:    9863/  10000 (98.63%), best:    9870/10000 (98.70%), error:       433.63461, best error:       406.15439 on epoch:    53, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 475.6267089844s, input_fired_time: 5.7969102859, output_fired_time: 4.2918672562, propagate_forward_time: 185.4602661133, propagate_backward_time: 273.4636230469, weight_update_time: 0.5463555455, other_time: 6.6140441895
epoch time: 38.7803802490s, input_fired_time: 0.6409715414, output_fired_time: 0.0000000000, propagate_forward_time: 36.9723281860, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1670799255
validation[          , genome  9541] predictions:    9845/  10000 (98.45%), best:    9870/10000 (98.70%), error:       489.59210, best error:       406.15439 on epoch:    53, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 481.3129272461s, input_fired_time: 5.8082237244, output_fired_time: 4.3946018219, propagate_forward_time: 186.0729217529, propagate_backward_time: 278.1657714844, weight_update_time: 0.5683884621, other_time: 6.8713989258
epoch time: 39.2652397156s, input_fired_time: 0.6513862014, output_fired_time: 0.0000000000, propagate_forward_time: 37.4264335632, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1874198914
validation[          , genome  9541] predictions:    9787/  10000 (97.87%), best:    9870/10000 (98.70%), error:       740.32019, best error:       406.15439 on epoch:    53, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 475.7291259766s, input_fired_time: 5.7723212242, output_fired_time: 4.3026661873, propagate_forward_time: 185.0254669189, propagate_backward_time: 274.0050659180, weight_update_time: 0.5415331721, other_time: 6.6235961914
epoch time: 38.5333976746s, input_fired_time: 0.6387952566, output_fired_time: 0.0000000000, propagate_forward_time: 36.7176895142, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1769142151
validation[          , genome  9541] predictions:    9845/  10000 (98.45%), best:    9870/10000 (98.70%), error:       521.78723, best error:       406.15439 on epoch:    53, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 485.8031616211s, input_fired_time: 5.9345369339, output_fired_time: 4.3618960381, propagate_forward_time: 189.1860046387, propagate_backward_time: 279.5957946777, weight_update_time: 0.5518628359, other_time: 6.7249145508
epoch time: 38.0570602417s, input_fired_time: 0.6294138432, output_fired_time: 0.0000000000, propagate_forward_time: 36.2852706909, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1423759460
validation[          , genome  9541] predictions:    9855/  10000 (98.55%), best:    9870/10000 (98.70%), error:       450.58722, best error:       406.15439 on epoch:    53, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 465.6444702148s, input_fired_time: 5.6856651306, output_fired_time: 4.2046160698, propagate_forward_time: 181.1667022705, propagate_backward_time: 268.0744934082, weight_update_time: 0.5340622067, other_time: 6.5129699707
epoch time: 37.9386520386s, input_fired_time: 0.6334967017, output_fired_time: 0.0000000000, propagate_forward_time: 36.1497573853, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1553993225
validation[          , genome  9541] predictions:    9858/  10000 (98.58%), best:    9870/10000 (98.70%), error:       448.52933, best error:       406.15439 on epoch:    53, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 479.4585876465s, input_fired_time: 5.8476653099, output_fired_time: 4.3340325356, propagate_forward_time: 186.2732086182, propagate_backward_time: 276.2795104980, weight_update_time: 0.5480962396, other_time: 6.7241516113
epoch time: 39.1096153259s, input_fired_time: 0.6447696090, output_fired_time: 0.0000000000, propagate_forward_time: 37.2674980164, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1973495483
validation[          , genome  9541] predictions:    9848/  10000 (98.48%), best:    9870/10000 (98.70%), error:       460.65585, best error:       406.15439 on epoch:    53, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 474.7966003418s, input_fired_time: 5.7864518166, output_fired_time: 4.2805309296, propagate_forward_time: 185.3735961914, propagate_backward_time: 272.7423400879, weight_update_time: 0.5501161218, other_time: 6.6137084961
epoch time: 38.8076820374s, input_fired_time: 0.6322498918, output_fired_time: 0.0000000000, propagate_forward_time: 37.0138893127, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1615409851
validation[          , genome  9541] predictions:    9873/  10000 (98.73%), best:    9870/10000 (98.70%), error:       417.52155, best error:       406.15439 on epoch:    53, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 478.2224121094s, input_fired_time: 5.8240203857, output_fired_time: 4.3386430740, propagate_forward_time: 186.1100921631, propagate_backward_time: 275.3448791504, weight_update_time: 0.5449767709, other_time: 6.6047668457
epoch time: 37.8290443420s, input_fired_time: 0.6328132749, output_fired_time: 0.0000000000, propagate_forward_time: 36.0579223633, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1383094788
validation[          , genome  9541] predictions:    9868/  10000 (98.68%), best:    9870/10000 (98.70%), error:       415.06943, best error:       406.15439 on epoch:    53, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 461.7723388672s, input_fired_time: 5.6309523582, output_fired_time: 4.1439218521, propagate_forward_time: 179.9812316895, propagate_backward_time: 265.5798950195, weight_update_time: 0.5300847292, other_time: 6.4363403320
epoch time: 37.6364364624s, input_fired_time: 0.6301376224, output_fired_time: 0.0000000000, propagate_forward_time: 35.8566818237, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1496162415
validation[          , genome  9541] predictions:    9877/  10000 (98.77%), best:    9877/10000 (98.77%), error:       402.45779, best error:       402.45779 on epoch:    68, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 476.1960449219s, input_fired_time: 5.7622337341, output_fired_time: 4.3261818886, propagate_forward_time: 185.0815582275, propagate_backward_time: 274.3609619141, weight_update_time: 0.5428822637, other_time: 6.6651000977
epoch time: 38.3814697266s, input_fired_time: 0.6407727599, output_fired_time: 0.0000000000, propagate_forward_time: 36.5781440735, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1625518799
validation[          , genome  9541] predictions:    9860/  10000 (98.60%), best:    9877/10000 (98.77%), error:       465.02121, best error:       402.45779 on epoch:    68, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 471.8503417969s, input_fired_time: 5.7912750244, output_fired_time: 4.2866001129, propagate_forward_time: 184.2783050537, propagate_backward_time: 270.9678649902, weight_update_time: 0.5330259800, other_time: 6.5263366699
epoch time: 37.9192466736s, input_fired_time: 0.6315903664, output_fired_time: 0.0000000000, propagate_forward_time: 36.1504135132, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1372413635
validation[          , genome  9541] predictions:    9858/  10000 (98.58%), best:    9877/10000 (98.77%), error:       473.11752, best error:       402.45779 on epoch:    68, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 477.4670715332s, input_fired_time: 5.8422040939, output_fired_time: 4.3787083626, propagate_forward_time: 185.8692626953, propagate_backward_time: 274.8353271484, weight_update_time: 0.5528875589, other_time: 6.5415649414
epoch time: 39.4048233032s, input_fired_time: 0.6814303994, output_fired_time: 0.0000000000, propagate_forward_time: 37.5494117737, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1739807129
validation[          , genome  9541] predictions:    9862/  10000 (98.62%), best:    9877/10000 (98.77%), error:       445.75003, best error:       402.45779 on epoch:    68, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 474.6113891602s, input_fired_time: 5.8063111305, output_fired_time: 4.2673234940, propagate_forward_time: 184.5126647949, propagate_backward_time: 273.4266357422, weight_update_time: 0.5416201949, other_time: 6.5984497070
epoch time: 38.1687545776s, input_fired_time: 0.6364282966, output_fired_time: 0.0000000000, propagate_forward_time: 36.3890647888, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1432609558
validation[          , genome  9541] predictions:    9862/  10000 (98.62%), best:    9877/10000 (98.77%), error:       444.69891, best error:       402.45779 on epoch:    68, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 473.0512695312s, input_fired_time: 5.8173570633, output_fired_time: 4.2214341164, propagate_forward_time: 184.7109527588, propagate_backward_time: 271.7446594238, weight_update_time: 0.5455309153, other_time: 6.5568542480
epoch time: 39.6389694214s, input_fired_time: 0.6594622731, output_fired_time: 0.0000000000, propagate_forward_time: 37.7976608276, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1818466187
validation[          , genome  9541] predictions:    9828/  10000 (98.28%), best:    9877/10000 (98.77%), error:       559.73761, best error:       402.45779 on epoch:    68, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 476.7301330566s, input_fired_time: 5.8453254700, output_fired_time: 4.2625517845, propagate_forward_time: 185.3493499756, propagate_backward_time: 274.6481323242, weight_update_time: 0.5557695627, other_time: 6.6247558594
epoch time: 39.8666648865s, input_fired_time: 0.6857663393, output_fired_time: 0.0000000000, propagate_forward_time: 37.9799919128, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2009048462
validation[          , genome  9541] predictions:    9871/  10000 (98.71%), best:    9877/10000 (98.77%), error:       419.49496, best error:       402.45779 on epoch:    68, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 482.2011413574s, input_fired_time: 5.8705506325, output_fired_time: 4.3191246986, propagate_forward_time: 188.7158355713, propagate_backward_time: 276.5555419922, weight_update_time: 0.5327784419, other_time: 6.7401123047
epoch time: 38.8968353271s, input_fired_time: 0.6412386894, output_fired_time: 0.0000000000, propagate_forward_time: 37.0713500977, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1842460632
validation[          , genome  9541] predictions:    9868/  10000 (98.68%), best:    9877/10000 (98.77%), error:       407.27704, best error:       402.45779 on epoch:    68, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 482.4516601562s, input_fired_time: 5.9035339355, output_fired_time: 4.3789877892, propagate_forward_time: 188.2009124756, propagate_backward_time: 277.2200927734, weight_update_time: 0.5573056340, other_time: 6.7481079102
epoch time: 38.0094795227s, input_fired_time: 0.6403762698, output_fired_time: 0.0000000000, propagate_forward_time: 36.2194595337, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1496429443
validation[          , genome  9541] predictions:    9849/  10000 (98.49%), best:    9877/10000 (98.77%), error:       494.46164, best error:       402.45779 on epoch:    68, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 482.2401428223s, input_fired_time: 5.9143671989, output_fired_time: 4.3696231842, propagate_forward_time: 188.4479675293, propagate_backward_time: 276.7708740234, weight_update_time: 0.5610025525, other_time: 6.7373046875
epoch time: 39.2532157898s, input_fired_time: 0.6536513567, output_fired_time: 0.0000000000, propagate_forward_time: 37.4245910645, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1749725342
validation[          , genome  9541] predictions:    9837/  10000 (98.37%), best:    9877/10000 (98.77%), error:       512.40747, best error:       402.45779 on epoch:    68, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 474.4309692383s, input_fired_time: 5.7520718575, output_fired_time: 4.2667589188, propagate_forward_time: 185.0834503174, propagate_backward_time: 272.7297058105, weight_update_time: 0.5368498564, other_time: 6.5989685059
epoch time: 39.0526962280s, input_fired_time: 0.6593736410, output_fired_time: 0.0000000000, propagate_forward_time: 37.1797637939, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2135581970
validation[          , genome  9541] predictions:    9861/  10000 (98.61%), best:    9877/10000 (98.77%), error:       426.07565, best error:       402.45779 on epoch:    68, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 475.3854370117s, input_fired_time: 5.8378148079, output_fired_time: 4.2647809982, propagate_forward_time: 185.8580017090, propagate_backward_time: 272.8078613281, weight_update_time: 0.5492959023, other_time: 6.6169738770
epoch time: 39.8530921936s, input_fired_time: 0.6897037029, output_fired_time: 0.0000000000, propagate_forward_time: 37.9573364258, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2060508728
validation[          , genome  9541] predictions:    9827/  10000 (98.27%), best:    9877/10000 (98.77%), error:       572.14990, best error:       402.45779 on epoch:    68, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 476.6314086914s, input_fired_time: 5.8550400734, output_fired_time: 4.3115844727, propagate_forward_time: 186.1913757324, propagate_backward_time: 273.6465454102, weight_update_time: 0.5530989170, other_time: 6.6268615723
epoch time: 40.8948287964s, input_fired_time: 0.7246823311, output_fired_time: 0.0000000000, propagate_forward_time: 38.9387855530, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2313613892
validation[          , genome  9541] predictions:    9866/  10000 (98.66%), best:    9866/10000 (98.66%), error:       401.32614, best error:       401.32614 on epoch:    80, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 479.5375366211s, input_fired_time: 5.9273843765, output_fired_time: 4.3407845497, propagate_forward_time: 186.8884735107, propagate_backward_time: 275.7106018066, weight_update_time: 0.5532131791, other_time: 6.6702575684
epoch time: 38.4937629700s, input_fired_time: 0.6401518583, output_fired_time: 0.0000000000, propagate_forward_time: 36.6761665344, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1774444580
validation[          , genome  9541] predictions:    9870/  10000 (98.70%), best:    9866/10000 (98.66%), error:       418.65527, best error:       401.32614 on epoch:    80, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 476.1694946289s, input_fired_time: 5.8450155258, output_fired_time: 4.2580852509, propagate_forward_time: 185.3921508789, propagate_backward_time: 274.0665893555, weight_update_time: 0.5440319180, other_time: 6.6076660156
epoch time: 39.1247901917s, input_fired_time: 0.6669335961, output_fired_time: 0.0000000000, propagate_forward_time: 37.2490653992, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2087898254
validation[          , genome  9541] predictions:    9859/  10000 (98.59%), best:    9866/10000 (98.66%), error:       413.43839, best error:       401.32614 on epoch:    80, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 474.0445556641s, input_fired_time: 5.8294267654, output_fired_time: 4.2705864906, propagate_forward_time: 184.5726928711, propagate_backward_time: 272.8282775879, weight_update_time: 0.5453199744, other_time: 6.5435485840
epoch time: 39.4853324890s, input_fired_time: 0.6738780141, output_fired_time: 0.0000000000, propagate_forward_time: 37.6153755188, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1960792542
validation[          , genome  9541] predictions:    9876/  10000 (98.76%), best:    9866/10000 (98.66%), error:       423.22824, best error:       401.32614 on epoch:    80, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 477.6007690430s, input_fired_time: 5.8450899124, output_fired_time: 4.3051366806, propagate_forward_time: 186.1495361328, propagate_backward_time: 274.6517639160, weight_update_time: 0.5371943116, other_time: 6.6492309570
epoch time: 38.0117340088s, input_fired_time: 0.6377521753, output_fired_time: 0.0000000000, propagate_forward_time: 36.2427024841, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1312789917
validation[          , genome  9541] predictions:    9874/  10000 (98.74%), best:    9866/10000 (98.66%), error:       403.08081, best error:       401.32614 on epoch:    80, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 464.9687500000s, input_fired_time: 5.7219252586, output_fired_time: 4.1801362038, propagate_forward_time: 181.0638275146, propagate_backward_time: 267.5322875977, weight_update_time: 0.5308339000, other_time: 6.4705810547
epoch time: 39.3357353210s, input_fired_time: 0.6436976194, output_fired_time: 0.0000000000, propagate_forward_time: 37.4669418335, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2250976562
validation[          , genome  9541] predictions:    9878/  10000 (98.78%), best:    9878/10000 (98.78%), error:       395.31833, best error:       395.31833 on epoch:    85, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 478.8956909180s, input_fired_time: 5.8572525978, output_fired_time: 4.3293228149, propagate_forward_time: 186.7120208740, propagate_backward_time: 275.3537902832, weight_update_time: 0.5363229513, other_time: 6.6433410645
epoch time: 39.7915611267s, input_fired_time: 0.6732567549, output_fired_time: 0.0000000000, propagate_forward_time: 37.9000053406, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2182998657
validation[          , genome  9541] predictions:    9880/  10000 (98.80%), best:    9878/10000 (98.78%), error:       412.66031, best error:       395.31833 on epoch:    85, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 486.1119689941s, input_fired_time: 5.8768844604, output_fired_time: 4.4456439018, propagate_forward_time: 188.9509277344, propagate_backward_time: 280.1297607422, weight_update_time: 0.5522691011, other_time: 6.7087402344
epoch time: 38.4579772949s, input_fired_time: 0.6604686379, output_fired_time: 0.0000000000, propagate_forward_time: 36.6365470886, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1609611511
validation[          , genome  9541] predictions:    9879/  10000 (98.79%), best:    9879/10000 (98.79%), error:       386.35086, best error:       386.35086 on epoch:    87, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 478.6712951660s, input_fired_time: 5.8121242523, output_fired_time: 4.3519082069, propagate_forward_time: 186.2863616943, propagate_backward_time: 275.5682678223, weight_update_time: 0.5494003296, other_time: 6.6526184082
epoch time: 39.4144783020s, input_fired_time: 0.6665430069, output_fired_time: 0.0000000000, propagate_forward_time: 37.5353775024, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2125587463
validation[          , genome  9541] predictions:    9863/  10000 (98.63%), best:    9879/10000 (98.79%), error:       430.84708, best error:       386.35086 on epoch:    87, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 472.4217224121s, input_fired_time: 5.8088912964, output_fired_time: 4.2538876534, propagate_forward_time: 184.2292480469, propagate_backward_time: 271.6130981445, weight_update_time: 0.5367692113, other_time: 6.5166015625
epoch time: 37.6406860352s, input_fired_time: 0.6396154165, output_fired_time: 0.0000000000, propagate_forward_time: 35.8662414551, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1348304749
validation[          , genome  9541] predictions:    9887/  10000 (98.87%), best:    9879/10000 (98.79%), error:       394.71805, best error:       386.35086 on epoch:    87, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 480.2383422852s, input_fired_time: 5.8822989464, output_fired_time: 4.3064951897, propagate_forward_time: 187.1389160156, propagate_backward_time: 276.2199707031, weight_update_time: 0.5450572968, other_time: 6.6906738281
epoch time: 39.2555580139s, input_fired_time: 0.6695704460, output_fired_time: 0.0000000000, propagate_forward_time: 37.4196434021, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1663436890
validation[          , genome  9541] predictions:    9865/  10000 (98.65%), best:    9879/10000 (98.79%), error:       418.31845, best error:       386.35086 on epoch:    87, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 483.8343811035s, input_fired_time: 5.8920392990, output_fired_time: 4.3858008385, propagate_forward_time: 188.1566925049, propagate_backward_time: 278.6596679688, weight_update_time: 0.5640811324, other_time: 6.7401733398
epoch time: 38.6599578857s, input_fired_time: 0.6723473072, output_fired_time: 0.0000000000, propagate_forward_time: 36.8291358948, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1584739685
validation[          , genome  9541] predictions:    9862/  10000 (98.62%), best:    9879/10000 (98.79%), error:       426.85361, best error:       386.35086 on epoch:    87, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 482.6149902344s, input_fired_time: 5.9715557098, output_fired_time: 4.3165950775, propagate_forward_time: 188.5180511475, propagate_backward_time: 277.1200866699, weight_update_time: 0.5513635278, other_time: 6.6886901855
epoch time: 39.0307807922s, input_fired_time: 0.6719501615, output_fired_time: 0.0000000000, propagate_forward_time: 37.1957321167, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1630973816
validation[          , genome  9541] predictions:    9874/  10000 (98.74%), best:    9879/10000 (98.79%), error:       416.36017, best error:       386.35086 on epoch:    87, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 471.6563720703s, input_fired_time: 5.7892775536, output_fired_time: 4.2719545364, propagate_forward_time: 183.2452850342, propagate_backward_time: 271.8700866699, weight_update_time: 0.5446875095, other_time: 6.4797668457
epoch time: 39.2603721619s, input_fired_time: 0.6752929091, output_fired_time: 0.0000000000, propagate_forward_time: 37.4085922241, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1764869690
validation[          , genome  9541] predictions:    9875/  10000 (98.75%), best:    9879/10000 (98.79%), error:       417.65961, best error:       386.35086 on epoch:    87, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 477.9430541992s, input_fired_time: 5.8429546356, output_fired_time: 4.3382158279, propagate_forward_time: 185.2410125732, propagate_backward_time: 275.8622741699, weight_update_time: 0.5449807644, other_time: 6.6585998535
epoch time: 38.2414741516s, input_fired_time: 0.6408951879, output_fired_time: 0.0000000000, propagate_forward_time: 36.4547691345, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1458091736
validation[          , genome  9541] predictions:    9878/  10000 (98.78%), best:    9879/10000 (98.79%), error:       393.61310, best error:       386.35086 on epoch:    87, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 463.6332397461s, input_fired_time: 5.7111716270, output_fired_time: 4.1693468094, propagate_forward_time: 180.5208740234, propagate_backward_time: 266.8140563965, weight_update_time: 0.5302382112, other_time: 6.4177856445
epoch time: 38.0152664185s, input_fired_time: 0.6453016400, output_fired_time: 0.0000000000, propagate_forward_time: 36.2250061035, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1449584961
validation[          , genome  9541] predictions:    9875/  10000 (98.75%), best:    9879/10000 (98.79%), error:       408.67047, best error:       386.35086 on epoch:    87, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 464.8517150879s, input_fired_time: 5.7079854012, output_fired_time: 4.1412539482, propagate_forward_time: 181.1669006348, propagate_backward_time: 267.3495483398, weight_update_time: 0.5334762931, other_time: 6.4860229492
epoch time: 38.0785484314s, input_fired_time: 0.6474362612, output_fired_time: 0.0000000000, propagate_forward_time: 36.2838821411, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1472282410
validation[          , genome  9541] predictions:    9868/  10000 (98.68%), best:    9879/10000 (98.79%), error:       419.57599, best error:       386.35086 on epoch:    87, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 466.3175964355s, input_fired_time: 5.7311015129, output_fired_time: 4.1818413734, propagate_forward_time: 181.6491546631, propagate_backward_time: 268.2903747559, weight_update_time: 0.5339939594, other_time: 6.4651184082
epoch time: 37.7019729614s, input_fired_time: 0.6400347352, output_fired_time: 0.0000000000, propagate_forward_time: 35.9287528992, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1331863403
validation[          , genome  9541] predictions:    9852/  10000 (98.52%), best:    9879/10000 (98.79%), error:       457.34607, best error:       386.35086 on epoch:    87, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 462.9725646973s, input_fired_time: 5.6911039352, output_fired_time: 4.1576948166, propagate_forward_time: 180.1023864746, propagate_backward_time: 266.6134643555, weight_update_time: 0.5312489867, other_time: 6.4079284668
epoch time: 37.9040718079s, input_fired_time: 0.6423318386, output_fired_time: 0.0000000000, propagate_forward_time: 36.1230468750, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1386947632
validation[          , genome  9541] predictions:    9887/  10000 (98.87%), best:    9887/10000 (98.87%), error:       381.09726, best error:       381.09726 on epoch:    98, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 463.7267761230s, input_fired_time: 5.6852931976, output_fired_time: 4.1304903030, propagate_forward_time: 180.6154937744, propagate_backward_time: 266.8958435059, weight_update_time: 0.5328920484, other_time: 6.3996276855
epoch time: 37.9080924988s, input_fired_time: 0.6401976943, output_fired_time: 0.0000000000, propagate_forward_time: 36.1470642090, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1208305359
validation[          , genome  9541] predictions:    9873/  10000 (98.73%), best:    9887/10000 (98.87%), error:       388.73419, best error:       381.09726 on epoch:    98, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 463.3261108398s, input_fired_time: 5.6900329590, output_fired_time: 4.1305952072, propagate_forward_time: 180.7011108398, propagate_backward_time: 266.4223327637, weight_update_time: 0.5302644372, other_time: 6.3820495605
epoch time: 37.9057846069s, input_fired_time: 0.6445199847, output_fired_time: 0.0000000000, propagate_forward_time: 36.1226844788, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1385803223
validation[          , genome  9541] predictions:    9879/  10000 (98.79%), best:    9887/10000 (98.87%), error:       384.17847, best error:       381.09726 on epoch:    98, 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: 189.6427001953s, input_fired_time: 3.2294888496, output_fired_time: 0.0000000000, propagate_forward_time: 180.7161865234, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.6970214844
best training[          , genome  9541] predictions:   49996/  50000 (99.99%), best:    9887/10000 (98.87%), error:       259.90729, best error:       381.09726 on epoch:    98, 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: 37.9068260193s, input_fired_time: 0.6372513771, output_fired_time: 0.0000000000, propagate_forward_time: 36.1303901672, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1391830444
   testing[          , genome  9541] predictions:    9883/  10000 (98.83%), best:    9887/10000 (98.87%), error:       366.67499, best error:       381.09726 on epoch:    98, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
14:31:51 (13510): called boinc_finish(0)

</stderr_txt>
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