Nameexact_genome_1542069603_182_5789_1
Workunit4085986
Created13 Nov 2018, 11:54:23 UTC
Sent13 Nov 2018, 12:25:46 UTC
Report deadline14 Jan 2019, 11:55:26 UTC
Received18 Nov 2018, 12:14:44 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID75310
Run time23 hours 28 min 18 sec
CPU time23 hours 28 min 18 sec
Validate stateValid
Credit15,494.74
Device peak FLOPS3.28 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size509.97 MB
Peak swap size512.54 MB
Peak disk usage4.50 MB

Stderr output

<core_client_version>7.9.3</core_client_version>
<![CDATA[
<stderr_txt>
r_time: 1.9076881409
validation[          , genome  5789] predictions:    5062/  10000 (50.62%), best:    5294/10000 (52.94%), error:     15439.46191, best error:     14379.52637 on epoch:    10, epoch:   14/100, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 773.9468994141s, input_fired_time: 8.0961027145, output_fired_time: 5.0843510628, propagate_forward_time: 287.6839294434, propagate_backward_time: 462.0968322754, weight_update_time: 0.9903293252, other_time: 10.9856567383
epoch time: 60.0394020081s, input_fired_time: 0.9184035659, output_fired_time: 0.0000000000, propagate_forward_time: 57.2187957764, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9022026062
validation[          , genome  5789] predictions:    4967/  10000 (49.67%), best:    5294/10000 (52.94%), error:     15694.02539, best error:     14379.52637 on epoch:    10, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 771.8397827148s, input_fired_time: 8.0992937088, output_fired_time: 5.0965394974, propagate_forward_time: 286.8860168457, propagate_backward_time: 460.7439270020, weight_update_time: 0.9881845117, other_time: 11.0139770508
epoch time: 60.1104011536s, input_fired_time: 0.9093078375, output_fired_time: 0.0000000000, propagate_forward_time: 57.3004493713, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9006423950
validation[          , genome  5789] predictions:    5176/  10000 (51.76%), best:    5294/10000 (52.94%), error:     14928.36328, best error:     14379.52637 on epoch:    10, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 771.2787475586s, input_fired_time: 8.1188278198, output_fired_time: 5.0672521591, propagate_forward_time: 286.8974304199, propagate_backward_time: 460.2188415527, weight_update_time: 0.9862148762, other_time: 10.9763793945
epoch time: 60.2335052490s, input_fired_time: 0.8982627988, output_fired_time: 0.0000000000, propagate_forward_time: 57.4366836548, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8985595703
validation[          , genome  5789] predictions:    5337/  10000 (53.37%), best:    5337/10000 (53.37%), error:     14274.03418, best error:     14274.03418 on epoch:    17, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 771.6309814453s, input_fired_time: 8.1872653961, output_fired_time: 5.1448998451, propagate_forward_time: 287.2255554199, propagate_backward_time: 460.1303100586, weight_update_time: 0.9868538976, other_time: 10.9429626465
epoch time: 60.3464164734s, input_fired_time: 0.9385972023, output_fired_time: 0.0000000000, propagate_forward_time: 57.4951171875, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9127006531
validation[          , genome  5789] predictions:    5384/  10000 (53.84%), best:    5384/10000 (53.84%), error:     14090.13184, best error:     14090.13184 on epoch:    18, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 772.1206054688s, input_fired_time: 8.1949520111, output_fired_time: 5.0857567787, propagate_forward_time: 286.8976440430, propagate_backward_time: 460.9888916016, weight_update_time: 0.9879329205, other_time: 10.9533691406
epoch time: 60.0080261230s, input_fired_time: 0.9120086432, output_fired_time: 0.0000000000, propagate_forward_time: 57.1999473572, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8960685730
validation[          , genome  5789] predictions:    5393/  10000 (53.93%), best:    5393/10000 (53.93%), error:     13919.87012, best error:     13919.87012 on epoch:    19, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 773.6126708984s, input_fired_time: 8.1650180817, output_fired_time: 5.0932121277, propagate_forward_time: 287.8413391113, propagate_backward_time: 461.5311279297, weight_update_time: 0.9867603183, other_time: 10.9819641113
epoch time: 60.2814140320s, input_fired_time: 0.9276489019, output_fired_time: 0.0000000000, propagate_forward_time: 57.4451408386, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9086227417
validation[          , genome  5789] predictions:    5160/  10000 (51.60%), best:    5393/10000 (53.93%), error:     14879.41699, best error:     13919.87012 on epoch:    19, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 771.5537109375s, input_fired_time: 8.1780500412, output_fired_time: 5.0909314156, propagate_forward_time: 286.6914367676, propagate_backward_time: 460.6004333496, weight_update_time: 0.9874012470, other_time: 10.9928588867
epoch time: 59.9482917786s, input_fired_time: 0.9405195117, output_fired_time: 0.0000000000, propagate_forward_time: 57.1041679382, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9036026001
validation[          , genome  5789] predictions:    5124/  10000 (51.24%), best:    5393/10000 (53.93%), error:     14669.98047, best error:     13919.87012 on epoch:    19, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 771.4759521484s, input_fired_time: 8.1885719299, output_fired_time: 5.0729160309, propagate_forward_time: 286.9679870605, propagate_backward_time: 460.2669067383, weight_update_time: 0.9840434194, other_time: 10.9795227051
epoch time: 60.6444129944s, input_fired_time: 0.9277484417, output_fired_time: 0.0000000000, propagate_forward_time: 57.7996025085, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9170608521
validation[          , genome  5789] predictions:    5344/  10000 (53.44%), best:    5393/10000 (53.93%), error:     14122.90625, best error:     13919.87012 on epoch:    19, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 771.8316040039s, input_fired_time: 8.2321634293, output_fired_time: 5.0786709785, propagate_forward_time: 287.3539428711, propagate_backward_time: 460.1871032715, weight_update_time: 0.9849649072, other_time: 10.9797058105
epoch time: 60.8740959167s, input_fired_time: 0.9322245121, output_fired_time: 0.0000000000, propagate_forward_time: 58.0281448364, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9137268066
validation[          , genome  5789] predictions:    5429/  10000 (54.29%), best:    5429/10000 (54.29%), error:     13761.92578, best error:     13761.92578 on epoch:    23, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 771.6871948242s, input_fired_time: 8.2301235199, output_fired_time: 5.0857214928, propagate_forward_time: 287.0885314941, propagate_backward_time: 460.3440246582, weight_update_time: 0.9839744568, other_time: 10.9388427734
epoch time: 60.7422904968s, input_fired_time: 0.9385130405, output_fired_time: 0.0000000000, propagate_forward_time: 57.8907051086, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9130706787
validation[          , genome  5789] predictions:    5526/  10000 (55.26%), best:    5526/10000 (55.26%), error:     13711.50879, best error:     13711.50879 on epoch:    24, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 772.3133544922s, input_fired_time: 8.2343788147, output_fired_time: 5.0886607170, propagate_forward_time: 287.3845520020, propagate_backward_time: 460.6597290039, weight_update_time: 0.9853903651, other_time: 10.9460144043
epoch time: 60.0428657532s, input_fired_time: 0.9389914870, output_fired_time: 0.0000000000, propagate_forward_time: 57.2057418823, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8981323242
validation[          , genome  5789] predictions:    5534/  10000 (55.34%), best:    5526/10000 (55.26%), error:     13731.49609, best error:     13711.50879 on epoch:    24, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 770.5329589844s, input_fired_time: 8.2673692703, output_fired_time: 5.1179347038, propagate_forward_time: 286.4466857910, propagate_backward_time: 459.7823181152, weight_update_time: 0.9852167964, other_time: 10.9186401367
epoch time: 60.3523750305s, input_fired_time: 0.9343172908, output_fired_time: 0.0000000000, propagate_forward_time: 57.4837760925, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9342803955
validation[          , genome  5789] predictions:    5462/  10000 (54.62%), best:    5526/10000 (55.26%), error:     13856.31738, best error:     13711.50879 on epoch:    24, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 774.0261230469s, input_fired_time: 8.3285455704, output_fired_time: 5.0947322845, propagate_forward_time: 288.0015258789, propagate_backward_time: 461.6245117188, weight_update_time: 0.9867503643, other_time: 10.9768066406
epoch time: 59.9489784241s, input_fired_time: 0.9386364222, output_fired_time: 0.0000000000, propagate_forward_time: 57.1119499207, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8983917236
validation[          , genome  5789] predictions:    5528/  10000 (55.28%), best:    5528/10000 (55.28%), error:     13435.83789, best error:     13435.83789 on epoch:    27, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 773.8416137695s, input_fired_time: 8.2977180481, output_fired_time: 5.1043429375, propagate_forward_time: 287.7175598145, propagate_backward_time: 461.6935119629, weight_update_time: 0.9881459475, other_time: 11.0284423828
epoch time: 60.2355232239s, input_fired_time: 0.9396992922, output_fired_time: 0.0000000000, propagate_forward_time: 57.3710517883, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9247703552
validation[          , genome  5789] predictions:    5563/  10000 (55.63%), best:    5528/10000 (55.28%), error:     13627.83301, best error:     13435.83789 on epoch:    27, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 772.9013671875s, input_fired_time: 8.3723888397, output_fired_time: 5.1026883125, propagate_forward_time: 287.6012573242, propagate_backward_time: 460.8464660645, weight_update_time: 0.9859238267, other_time: 10.9786071777
epoch time: 60.2405967712s, input_fired_time: 0.9467955828, output_fired_time: 0.0000000000, propagate_forward_time: 57.3764076233, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9173927307
validation[          , genome  5789] predictions:    5607/  10000 (56.07%), best:    5528/10000 (55.28%), error:     13478.82227, best error:     13435.83789 on epoch:    27, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 772.1433715820s, input_fired_time: 8.3034439087, output_fired_time: 5.0868496895, propagate_forward_time: 287.2224426270, propagate_backward_time: 460.5534973145, weight_update_time: 1.0132910013, other_time: 10.9771118164
epoch time: 60.2460708618s, input_fired_time: 0.9527692199, output_fired_time: 0.0000000000, propagate_forward_time: 57.3887481689, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9045524597
validation[          , genome  5789] predictions:    5621/  10000 (56.21%), best:    5621/10000 (56.21%), error:     13280.63965, best error:     13280.63965 on epoch:    30, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 770.4988403320s, input_fired_time: 8.2938175201, output_fired_time: 5.0780024529, propagate_forward_time: 286.4919738770, propagate_backward_time: 459.6763610840, weight_update_time: 0.9831288457, other_time: 10.9586791992
epoch time: 60.0316123962s, input_fired_time: 0.9532712102, output_fired_time: 0.0000000000, propagate_forward_time: 57.1761550903, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9021873474
validation[          , genome  5789] predictions:    5610/  10000 (56.10%), best:    5610/10000 (56.10%), error:     13153.76465, best error:     13153.76465 on epoch:    31, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 769.1615600586s, input_fired_time: 8.2979850769, output_fired_time: 5.0738887787, propagate_forward_time: 285.8380737305, propagate_backward_time: 459.0455627441, weight_update_time: 0.9840376377, other_time: 10.9060363770
epoch time: 60.0960502625s, input_fired_time: 0.9342300296, output_fired_time: 0.0000000000, propagate_forward_time: 57.2556610107, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9061584473
validation[          , genome  5789] predictions:    5610/  10000 (56.10%), best:    5610/10000 (56.10%), error:     13305.39551, best error:     13153.76465 on epoch:    31, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 770.5364990234s, input_fired_time: 8.3663454056, output_fired_time: 5.0819253922, propagate_forward_time: 286.4710083008, propagate_backward_time: 459.6468200684, weight_update_time: 0.9843097329, other_time: 10.9704284668
epoch time: 59.9110679626s, input_fired_time: 0.9451785684, output_fired_time: 0.0000000000, propagate_forward_time: 57.0702438354, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8956451416
validation[          , genome  5789] predictions:    5319/  10000 (53.19%), best:    5610/10000 (56.10%), error:     14760.41699, best error:     13153.76465 on epoch:    31, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 774.0484619141s, input_fired_time: 8.3288421631, output_fired_time: 5.1166453362, propagate_forward_time: 288.4912719727, propagate_backward_time: 461.1400146484, weight_update_time: 0.9873777628, other_time: 10.9716796875
epoch time: 61.3933258057s, input_fired_time: 0.9586989880, output_fired_time: 0.0000000000, propagate_forward_time: 58.4941558838, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9404716492
validation[          , genome  5789] predictions:    5242/  10000 (52.42%), best:    5610/10000 (56.10%), error:     15362.34766, best error:     13153.76465 on epoch:    31, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 772.1619262695s, input_fired_time: 8.3524093628, output_fired_time: 5.0865011215, propagate_forward_time: 286.5515441895, propagate_backward_time: 461.2453918457, weight_update_time: 0.9877380729, other_time: 10.9260864258
epoch time: 59.9852676392s, input_fired_time: 0.9485385418, output_fired_time: 0.0000000000, propagate_forward_time: 57.1404418945, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8962860107
validation[          , genome  5789] predictions:    5807/  10000 (58.07%), best:    5807/10000 (58.07%), error:     12901.06055, best error:     12901.06055 on epoch:    35, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 772.5775756836s, input_fired_time: 8.3636941910, output_fired_time: 5.0755686760, propagate_forward_time: 287.5072631836, propagate_backward_time: 460.6419067383, weight_update_time: 0.9869145751, other_time: 10.9891357422
epoch time: 60.7633590698s, input_fired_time: 0.9676648378, output_fired_time: 0.0000000000, propagate_forward_time: 57.8836822510, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9120101929
validation[          , genome  5789] predictions:    5726/  10000 (57.26%), best:    5726/10000 (57.26%), error:     12758.56543, best error:     12758.56543 on epoch:    36, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 770.3732910156s, input_fired_time: 8.3429164886, output_fired_time: 5.0738978386, propagate_forward_time: 286.2942504883, propagate_backward_time: 459.7498779297, weight_update_time: 0.9837542176, other_time: 10.9123535156
epoch time: 59.9867591858s, input_fired_time: 0.9514272213, output_fired_time: 0.0000000000, propagate_forward_time: 57.1354484558, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8998832703
validation[          , genome  5789] predictions:    5427/  10000 (54.27%), best:    5726/10000 (57.26%), error:     14098.79102, best error:     12758.56543 on epoch:    36, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 772.5291137695s, input_fired_time: 8.4345426559, output_fired_time: 5.1074151993, propagate_forward_time: 287.1557312012, propagate_backward_time: 460.8389892578, weight_update_time: 0.9900271893, other_time: 10.9924011230
epoch time: 60.0610656738s, input_fired_time: 0.9525251389, output_fired_time: 0.0000000000, propagate_forward_time: 57.2132339478, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8953056335
validation[          , genome  5789] predictions:    5487/  10000 (54.87%), best:    5726/10000 (57.26%), error:     13863.35840, best error:     12758.56543 on epoch:    36, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 772.1574096680s, input_fired_time: 8.4100818634, output_fired_time: 5.0745358467, propagate_forward_time: 287.5021057129, propagate_backward_time: 460.2070312500, weight_update_time: 0.9895502925, other_time: 10.9636535645
epoch time: 60.1692237854s, input_fired_time: 0.9640066028, output_fired_time: 0.0000000000, propagate_forward_time: 57.3055953979, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8996200562
validation[          , genome  5789] predictions:    5554/  10000 (55.54%), best:    5726/10000 (57.26%), error:     13814.89062, best error:     12758.56543 on epoch:    36, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 772.5803222656s, input_fired_time: 8.3963575363, output_fired_time: 5.1098661423, propagate_forward_time: 287.0494995117, propagate_backward_time: 461.0485839844, weight_update_time: 0.9855831861, other_time: 10.9760131836
epoch time: 60.1092109680s, input_fired_time: 0.9622719884, output_fired_time: 0.0000000000, propagate_forward_time: 57.2366790771, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9102592468
validation[          , genome  5789] predictions:    5779/  10000 (57.79%), best:    5779/10000 (57.79%), error:     12693.75977, best error:     12693.75977 on epoch:    40, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 769.5635986328s, input_fired_time: 8.4286699295, output_fired_time: 5.0875253677, propagate_forward_time: 285.9828796387, propagate_backward_time: 459.1201171875, weight_update_time: 0.9841442704, other_time: 10.9444274902
epoch time: 60.4297142029s, input_fired_time: 0.9728084207, output_fired_time: 0.0000000000, propagate_forward_time: 57.5489196777, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9079856873
validation[          , genome  5789] predictions:    5736/  10000 (57.36%), best:    5779/10000 (57.79%), error:     13002.56738, best error:     12693.75977 on epoch:    40, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 771.3010253906s, input_fired_time: 8.4148979187, output_fired_time: 5.0811200142, propagate_forward_time: 286.6325683594, propagate_backward_time: 460.2498168945, weight_update_time: 0.9831458926, other_time: 10.9226074219
epoch time: 60.3654365540s, input_fired_time: 0.9750086665, output_fired_time: 0.0000000000, propagate_forward_time: 57.4864616394, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9039649963
validation[          , genome  5789] predictions:    5545/  10000 (55.45%), best:    5779/10000 (57.79%), error:     13357.25195, best error:     12693.75977 on epoch:    40, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 771.2162475586s, input_fired_time: 8.4103698730, output_fired_time: 5.0774683952, propagate_forward_time: 286.8746948242, propagate_backward_time: 459.8513488770, weight_update_time: 0.9845600724, other_time: 11.0024108887
epoch time: 60.1600494385s, input_fired_time: 0.9708628654, output_fired_time: 0.0000000000, propagate_forward_time: 57.2758102417, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9133758545
validation[          , genome  5789] predictions:    5781/  10000 (57.81%), best:    5781/10000 (57.81%), error:     12631.10938, best error:     12631.10938 on epoch:    43, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 768.8724365234s, input_fired_time: 8.4590787888, output_fired_time: 5.0804996490, propagate_forward_time: 285.6275024414, propagate_backward_time: 458.7824096680, weight_update_time: 0.9841392636, other_time: 10.9229125977
epoch time: 60.0331764221s, input_fired_time: 0.9759957790, output_fired_time: 0.0000000000, propagate_forward_time: 57.1597747803, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8974075317
validation[          , genome  5789] predictions:    5762/  10000 (57.62%), best:    5781/10000 (57.81%), error:     12889.55469, best error:     12631.10938 on epoch:    43, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 771.3912963867s, input_fired_time: 8.4256153107, output_fired_time: 5.0735116005, propagate_forward_time: 286.8355712891, propagate_backward_time: 460.1245727539, weight_update_time: 0.9874764085, other_time: 10.9320678711
epoch time: 60.3851699829s, input_fired_time: 0.9765921831, output_fired_time: 0.0000000000, propagate_forward_time: 57.4947204590, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9138565063
validation[          , genome  5789] predictions:    5609/  10000 (56.09%), best:    5781/10000 (57.81%), error:     13218.98047, best error:     12631.10938 on epoch:    43, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 773.0614624023s, input_fired_time: 8.4419469833, output_fired_time: 5.1091465950, propagate_forward_time: 287.5097045898, propagate_backward_time: 461.0415344238, weight_update_time: 0.9845095277, other_time: 10.9591369629
epoch time: 60.2458572388s, input_fired_time: 0.9706777334, output_fired_time: 0.0000000000, propagate_forward_time: 57.3703308105, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9048500061
validation[          , genome  5789] predictions:    5808/  10000 (58.08%), best:    5808/10000 (58.08%), error:     12611.36523, best error:     12611.36523 on epoch:    46, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 772.8725585938s, input_fired_time: 8.4586610794, output_fired_time: 5.0898942947, propagate_forward_time: 287.6456298828, propagate_backward_time: 460.7023620605, weight_update_time: 0.9880259037, other_time: 10.9759826660
epoch time: 60.1430664062s, input_fired_time: 0.9837921262, output_fired_time: 0.0000000000, propagate_forward_time: 57.2606163025, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8986587524
validation[          , genome  5789] predictions:    5800/  10000 (58.00%), best:    5808/10000 (58.08%), error:     12615.56934, best error:     12611.36523 on epoch:    46, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 769.5798339844s, input_fired_time: 8.4376420975, output_fired_time: 5.0655364990, propagate_forward_time: 285.6895446777, propagate_backward_time: 459.4102478027, weight_update_time: 0.9832484126, other_time: 10.9768676758
epoch time: 60.0715713501s, input_fired_time: 0.9705327749, output_fired_time: 0.0000000000, propagate_forward_time: 57.1949958801, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9060440063
validation[          , genome  5789] predictions:    5606/  10000 (56.06%), best:    5808/10000 (58.08%), error:     13504.10742, best error:     12611.36523 on epoch:    46, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 6623.6821289062s, input_fired_time: 8.4981698990, output_fired_time: 5.0570831299, propagate_forward_time: 285.8778991699, propagate_backward_time: 6313.3789062500, weight_update_time: 0.9887987375, other_time: 10.8701171875
epoch time: 60.0187263489s, input_fired_time: 0.9834713936, output_fired_time: 0.0000000000, propagate_forward_time: 57.1407775879, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8944778442
validation[          , genome  5789] predictions:    5829/  10000 (58.29%), best:    5829/10000 (58.29%), error:     12515.18848, best error:     12515.18848 on epoch:    49, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 769.5293579102s, input_fired_time: 8.4698610306, output_fired_time: 5.0561695099, propagate_forward_time: 285.8802490234, propagate_backward_time: 459.2006835938, weight_update_time: 0.9842458963, other_time: 10.9224243164
epoch time: 60.0491943359s, input_fired_time: 0.9802747369, output_fired_time: 0.0000000000, propagate_forward_time: 57.1623191833, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9066009521
validation[          , genome  5789] predictions:    5655/  10000 (56.55%), best:    5829/10000 (58.29%), error:     13344.03223, best error:     12515.18848 on epoch:    49, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 771.3942260742s, input_fired_time: 8.4796628952, output_fired_time: 5.0765905380, propagate_forward_time: 286.9993286133, propagate_backward_time: 459.8850708008, weight_update_time: 0.9864373207, other_time: 10.9535522461
epoch time: 60.3825721741s, input_fired_time: 0.9824966788, output_fired_time: 0.0000000000, propagate_forward_time: 57.4863166809, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9137573242
validation[          , genome  5789] predictions:    5876/  10000 (58.76%), best:    5876/10000 (58.76%), error:     12425.64648, best error:     12425.64648 on epoch:    51, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 772.7620849609s, input_fired_time: 8.5007801056, output_fired_time: 5.0814733505, propagate_forward_time: 287.3377990723, propagate_backward_time: 460.8099060059, weight_update_time: 0.9890549779, other_time: 11.0321044922
epoch time: 60.2045669556s, input_fired_time: 0.9892849326, output_fired_time: 0.0000000000, propagate_forward_time: 57.3193244934, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8959579468
validation[          , genome  5789] predictions:    5578/  10000 (55.78%), best:    5876/10000 (58.76%), error:     13402.58789, best error:     12425.64648 on epoch:    51, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 772.1636962891s, input_fired_time: 8.5117177963, output_fired_time: 5.0863914490, propagate_forward_time: 287.1553955078, propagate_backward_time: 460.4382019043, weight_update_time: 0.9852433801, other_time: 10.9720153809
epoch time: 60.0002174377s, input_fired_time: 0.9861567020, output_fired_time: 0.0000000000, propagate_forward_time: 57.1150321960, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8990287781
validation[          , genome  5789] predictions:    5760/  10000 (57.60%), best:    5876/10000 (58.76%), error:     12708.43848, best error:     12425.64648 on epoch:    51, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 2638.4589843750s, input_fired_time: 8.4980268478, output_fired_time: 5.1073489189, propagate_forward_time: 287.3234863281, propagate_backward_time: 2326.6088867188, weight_update_time: 0.9844076633, other_time: 10.9211425781
epoch time: 60.0782394409s, input_fired_time: 0.9834461212, output_fired_time: 0.0000000000, propagate_forward_time: 57.1963424683, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8984527588
validation[          , genome  5789] predictions:    5822/  10000 (58.22%), best:    5876/10000 (58.76%), error:     12625.64941, best error:     12425.64648 on epoch:    51, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 769.9810791016s, input_fired_time: 8.4980440140, output_fired_time: 5.0788054466, propagate_forward_time: 286.1746826172, propagate_backward_time: 459.2786865234, weight_update_time: 0.9833729863, other_time: 10.9508666992
epoch time: 60.0934944153s, input_fired_time: 0.9838097095, output_fired_time: 0.0000000000, propagate_forward_time: 57.2139434814, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8957405090
validation[          , genome  5789] predictions:    5910/  10000 (59.10%), best:    5876/10000 (58.76%), error:     12497.50684, best error:     12425.64648 on epoch:    51, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 769.9680786133s, input_fired_time: 8.5089807510, output_fired_time: 5.0895428658, propagate_forward_time: 286.3905944824, propagate_backward_time: 459.0595703125, weight_update_time: 0.9913653731, other_time: 10.9194030762
epoch time: 60.5501899719s, input_fired_time: 1.0023380518, output_fired_time: 0.0000000000, propagate_forward_time: 57.6402587891, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9075927734
validation[          , genome  5789] predictions:    5914/  10000 (59.14%), best:    5914/10000 (59.14%), error:     12198.11914, best error:     12198.11914 on epoch:    56, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 773.4779663086s, input_fired_time: 8.5422868729, output_fired_time: 5.0960631371, propagate_forward_time: 287.7444763184, propagate_backward_time: 461.1386108398, weight_update_time: 0.9856417179, other_time: 10.9565124512
epoch time: 60.3567924500s, input_fired_time: 1.0002373457, output_fired_time: 0.0000000000, propagate_forward_time: 57.4519462585, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9046096802
validation[          , genome  5789] predictions:    5904/  10000 (59.04%), best:    5914/10000 (59.14%), error:     12299.41797, best error:     12198.11914 on epoch:    56, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 771.0817871094s, input_fired_time: 8.5594768524, output_fired_time: 5.0838160515, propagate_forward_time: 286.5049133301, propagate_backward_time: 459.9700012207, weight_update_time: 0.9860840440, other_time: 10.9636230469
epoch time: 60.1292037964s, input_fired_time: 0.9846729040, output_fired_time: 0.0000000000, propagate_forward_time: 57.2421417236, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9023895264
validation[          , genome  5789] predictions:    5719/  10000 (57.19%), best:    5914/10000 (59.14%), error:     13136.15625, best error:     12198.11914 on epoch:    56, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 772.6196899414s, input_fired_time: 8.5708608627, output_fired_time: 5.0898618698, propagate_forward_time: 287.2416076660, propagate_backward_time: 460.7062988281, weight_update_time: 0.9866545200, other_time: 11.0110778809
epoch time: 60.1083602905s, input_fired_time: 0.9790901542, output_fired_time: 0.0000000000, propagate_forward_time: 57.2267494202, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9025192261
validation[          , genome  5789] predictions:    5920/  10000 (59.20%), best:    5914/10000 (59.14%), error:     12329.66602, best error:     12198.11914 on epoch:    56, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 773.2536010742s, input_fired_time: 8.5722799301, output_fired_time: 5.1036334038, propagate_forward_time: 287.8694458008, propagate_backward_time: 460.6845092773, weight_update_time: 0.9892293811, other_time: 11.0237426758
epoch time: 60.1663513184s, input_fired_time: 0.9950558543, output_fired_time: 0.0000000000, propagate_forward_time: 57.2578964233, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9133987427
validation[          , genome  5789] predictions:    5954/  10000 (59.54%), best:    5914/10000 (59.14%), error:     12348.99023, best error:     12198.11914 on epoch:    56, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 771.0366210938s, input_fired_time: 8.5759239197, output_fired_time: 5.0682611465, propagate_forward_time: 286.5484313965, propagate_backward_time: 459.9298706055, weight_update_time: 0.9832022190, other_time: 10.9141540527
epoch time: 60.4696617126s, input_fired_time: 1.0080753565, output_fired_time: 0.0000000000, propagate_forward_time: 57.5555610657, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9060249329
validation[          , genome  5789] predictions:    5835/  10000 (58.35%), best:    5914/10000 (59.14%), error:     12453.48340, best error:     12198.11914 on epoch:    56, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 7610.7817382812s, input_fired_time: 8.6693830490, output_fired_time: 5.1950550079, propagate_forward_time: 7110.8569335938, propagate_backward_time: 474.8149414062, weight_update_time: 1.0056045055, other_time: 11.2456054688
epoch time: 60.3477592468s, input_fired_time: 1.0007410049, output_fired_time: 0.0000000000, propagate_forward_time: 57.4407615662, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9062576294
validation[          , genome  5789] predictions:    5909/  10000 (59.09%), best:    5914/10000 (59.14%), error:     12202.63770, best error:     12198.11914 on epoch:    56, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 772.2736816406s, input_fired_time: 8.5596179962, output_fired_time: 5.0805883408, propagate_forward_time: 287.1553649902, propagate_backward_time: 460.5511474609, weight_update_time: 0.9858789444, other_time: 10.9269714355
epoch time: 60.6421279907s, input_fired_time: 0.9961470962, output_fired_time: 0.0000000000, propagate_forward_time: 57.7312850952, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9146957397
validation[          , genome  5789] predictions:    5940/  10000 (59.40%), best:    5940/10000 (59.40%), error:     12090.02148, best error:     12090.02148 on epoch:    63, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 772.8088378906s, input_fired_time: 8.6080579758, output_fired_time: 5.0775609016, propagate_forward_time: 287.3023071289, propagate_backward_time: 460.8767089844, weight_update_time: 0.9877050519, other_time: 10.9442138672
epoch time: 60.5860595703s, input_fired_time: 1.0121595860, output_fired_time: 0.0000000000, propagate_forward_time: 57.6621971130, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9117012024
validation[          , genome  5789] predictions:    5824/  10000 (58.24%), best:    5940/10000 (59.40%), error:     12604.37598, best error:     12090.02148 on epoch:    63, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 773.6371459961s, input_fired_time: 8.5764741898, output_fired_time: 5.0801796913, propagate_forward_time: 287.6849060059, propagate_backward_time: 461.3552856445, weight_update_time: 0.9880120754, other_time: 10.9402770996
epoch time: 60.3854713440s, input_fired_time: 0.9937368035, output_fired_time: 0.0000000000, propagate_forward_time: 57.4817581177, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9099769592
validation[          , genome  5789] predictions:    5909/  10000 (59.09%), best:    5940/10000 (59.40%), error:     12295.42480, best error:     12090.02148 on epoch:    63, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 772.1791381836s, input_fired_time: 8.6125326157, output_fired_time: 5.1000761986, propagate_forward_time: 287.4175109863, propagate_backward_time: 460.1083068848, weight_update_time: 0.9851604700, other_time: 10.9406738281
epoch time: 60.6045608521s, input_fired_time: 1.0016014576, output_fired_time: 0.0000000000, propagate_forward_time: 57.6897926331, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9131660461
validation[          , genome  5789] predictions:    5980/  10000 (59.80%), best:    5940/10000 (59.40%), error:     12107.40430, best error:     12090.02148 on epoch:    63, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 771.1844482422s, input_fired_time: 8.5784111023, output_fired_time: 5.0784640312, propagate_forward_time: 286.7754516602, propagate_backward_time: 459.7954101562, weight_update_time: 0.9874259830, other_time: 10.9566650391
epoch time: 60.0203437805s, input_fired_time: 1.0050438643, output_fired_time: 0.0000000000, propagate_forward_time: 57.1088371277, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9064636230
validation[          , genome  5789] predictions:    6014/  10000 (60.14%), best:    6014/10000 (60.14%), error:     11861.96191, best error:     11861.96191 on epoch:    67, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 772.5701904297s, input_fired_time: 8.6072397232, output_fired_time: 5.0909104347, propagate_forward_time: 287.0332641602, propagate_backward_time: 460.8504333496, weight_update_time: 1.0102469921, other_time: 10.9883728027
epoch time: 60.1160964966s, input_fired_time: 1.0073249340, output_fired_time: 0.0000000000, propagate_forward_time: 57.2085685730, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9002037048
validation[          , genome  5789] predictions:    6020/  10000 (60.20%), best:    6014/10000 (60.14%), error:     11955.11328, best error:     11861.96191 on epoch:    67, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 770.4989013672s, input_fired_time: 8.6250562668, output_fired_time: 5.0779247284, propagate_forward_time: 286.1011047363, propagate_backward_time: 459.7750549316, weight_update_time: 0.9836189747, other_time: 10.9197387695
epoch time: 60.0427703857s, input_fired_time: 1.0043663979, output_fired_time: 0.0000000000, propagate_forward_time: 57.1128273010, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9255752563
validation[          , genome  5789] predictions:    5958/  10000 (59.58%), best:    6014/10000 (60.14%), error:     12276.79297, best error:     11861.96191 on epoch:    67, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 771.7160034180s, input_fired_time: 8.6024627686, output_fired_time: 5.0811915398, propagate_forward_time: 286.7195129395, propagate_backward_time: 460.3890991211, weight_update_time: 0.9885029197, other_time: 10.9237365723
epoch time: 60.2174720764s, input_fired_time: 1.0057711601, output_fired_time: 0.0000000000, propagate_forward_time: 57.3042526245, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9074478149
validation[          , genome  5789] predictions:    5984/  10000 (59.84%), best:    6014/10000 (60.14%), error:     12267.90918, best error:     11861.96191 on epoch:    67, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 5437.5776367188s, input_fired_time: 8.6488027573, output_fired_time: 5.1334128380, propagate_forward_time: 291.0751037598, propagate_backward_time: 5121.6743164062, weight_update_time: 0.9909510612, other_time: 11.0458984375
epoch time: 59.9619140625s, input_fired_time: 1.0056083202, output_fired_time: 0.0000000000, propagate_forward_time: 57.0553550720, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9009513855
validation[          , genome  5789] predictions:    5980/  10000 (59.80%), best:    6014/10000 (60.14%), error:     12013.28027, best error:     11861.96191 on epoch:    67, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 770.6565551758s, input_fired_time: 8.5905637741, output_fired_time: 5.0731878281, propagate_forward_time: 286.4048767090, propagate_backward_time: 459.6556091309, weight_update_time: 0.9839140773, other_time: 10.9323120117
epoch time: 60.1356773376s, input_fired_time: 1.0069242716, output_fired_time: 0.0000000000, propagate_forward_time: 57.2244262695, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9043273926
validation[          , genome  5789] predictions:    5877/  10000 (58.77%), best:    6014/10000 (60.14%), error:     12195.04785, best error:     11861.96191 on epoch:    67, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 772.4655761719s, input_fired_time: 8.6231460571, output_fired_time: 5.0821747780, propagate_forward_time: 287.1495056152, propagate_backward_time: 460.6842956543, weight_update_time: 0.9848578572, other_time: 10.9264526367
epoch time: 60.0261917114s, input_fired_time: 1.0085688829, output_fired_time: 0.0000000000, propagate_forward_time: 57.1209487915, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8966751099
validation[          , genome  5789] predictions:    6056/  10000 (60.56%), best:    6014/10000 (60.14%), error:     12088.89453, best error:     11861.96191 on epoch:    67, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 774.2821044922s, input_fired_time: 8.6563940048, output_fired_time: 5.0992245674, propagate_forward_time: 288.0340881348, propagate_backward_time: 461.5219116211, weight_update_time: 0.9876297712, other_time: 10.9704895020
epoch time: 60.6494979858s, input_fired_time: 1.0177156925, output_fired_time: 0.0000000000, propagate_forward_time: 57.7277488708, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9040336609
validation[          , genome  5789] predictions:    5995/  10000 (59.95%), best:    6014/10000 (60.14%), error:     12068.60938, best error:     11861.96191 on epoch:    67, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 773.1086425781s, input_fired_time: 8.6408433914, output_fired_time: 5.0850381851, propagate_forward_time: 287.5424804688, propagate_backward_time: 460.8842468262, weight_update_time: 0.9867678881, other_time: 10.9560241699
epoch time: 60.3753395081s, input_fired_time: 1.0142298937, output_fired_time: 0.0000000000, propagate_forward_time: 57.4605178833, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9005928040
validation[          , genome  5789] predictions:    6025/  10000 (60.25%), best:    6014/10000 (60.14%), error:     12156.79492, best error:     11861.96191 on epoch:    67, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 773.3723754883s, input_fired_time: 8.6371250153, output_fired_time: 5.0786976814, propagate_forward_time: 287.6228332520, propagate_backward_time: 461.0257873535, weight_update_time: 0.9868716002, other_time: 11.0079345703
epoch time: 60.1602897644s, input_fired_time: 1.0140665770, output_fired_time: 0.0000000000, propagate_forward_time: 57.2394294739, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9067955017
validation[          , genome  5789] predictions:    5965/  10000 (59.65%), best:    6014/10000 (60.14%), error:     12259.06738, best error:     11861.96191 on epoch:    67, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 1124.5048828125s, input_fired_time: 8.7421884537, output_fired_time: 5.1784610748, propagate_forward_time: 627.5481567383, propagate_backward_time: 471.8666992188, weight_update_time: 1.0004228354, other_time: 11.1693725586
epoch time: 60.5570564270s, input_fired_time: 1.0164223909, output_fired_time: 0.0000000000, propagate_forward_time: 57.6286735535, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9119606018
validation[          , genome  5789] predictions:    6040/  10000 (60.40%), best:    6040/10000 (60.40%), error:     11853.15723, best error:     11853.15723 on epoch:    77, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 1621.0551757812s, input_fired_time: 8.6349258423, output_fired_time: 5.0825176239, propagate_forward_time: 286.8232421875, propagate_backward_time: 1309.5566406250, weight_update_time: 0.9863601327, other_time: 10.9578857422
epoch time: 60.1754341125s, input_fired_time: 1.0123534203, output_fired_time: 0.0000000000, propagate_forward_time: 57.2545051575, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9085769653
validation[          , genome  5789] predictions:    6063/  10000 (60.63%), best:    6040/10000 (60.40%), error:     12173.12598, best error:     11853.15723 on epoch:    77, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 771.9674072266s, input_fired_time: 8.6455640793, output_fired_time: 5.0851879120, propagate_forward_time: 287.0234680176, propagate_backward_time: 460.2790222168, weight_update_time: 0.9857414961, other_time: 10.9341430664
epoch time: 60.2384567261s, input_fired_time: 1.0105981827, output_fired_time: 0.0000000000, propagate_forward_time: 57.3191795349, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9086799622
validation[          , genome  5789] predictions:    6006/  10000 (60.06%), best:    6040/10000 (60.40%), error:     12113.07715, best error:     11853.15723 on epoch:    77, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 772.3086547852s, input_fired_time: 8.6595659256, output_fired_time: 5.0903878212, propagate_forward_time: 287.4335327148, propagate_backward_time: 460.1566772461, weight_update_time: 0.9849958420, other_time: 10.9685058594
epoch time: 60.3341102600s, input_fired_time: 1.0167287588, output_fired_time: 0.0000000000, propagate_forward_time: 57.4122962952, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9050865173
validation[          , genome  5789] predictions:    5939/  10000 (59.39%), best:    6040/10000 (60.40%), error:     12138.61230, best error:     11853.15723 on epoch:    77, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 771.6770019531s, input_fired_time: 8.7115468979, output_fired_time: 5.0756530762, propagate_forward_time: 286.5716552734, propagate_backward_time: 460.3868713379, weight_update_time: 0.9863505960, other_time: 10.9312438965
epoch time: 60.4591522217s, input_fired_time: 1.0273157358, output_fired_time: 0.0000000000, propagate_forward_time: 57.5280418396, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9037933350
validation[          , genome  5789] predictions:    6020/  10000 (60.20%), best:    6040/10000 (60.40%), error:     12150.42090, best error:     11853.15723 on epoch:    77, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 772.0715332031s, input_fired_time: 8.6613311768, output_fired_time: 5.1039333344, propagate_forward_time: 287.2239074707, propagate_backward_time: 460.1126708984, weight_update_time: 0.9900719523, other_time: 10.9696960449
epoch time: 60.1866798401s, input_fired_time: 1.0176106691, output_fired_time: 0.0000000000, propagate_forward_time: 57.2586212158, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9104461670
validation[          , genome  5789] predictions:    6056/  10000 (60.56%), best:    6056/10000 (60.56%), error:     11850.89844, best error:     11850.89844 on epoch:    82, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 772.7230834961s, input_fired_time: 8.6775522232, output_fired_time: 5.0853772163, propagate_forward_time: 287.4693908691, propagate_backward_time: 460.5469665527, weight_update_time: 0.9857738018, other_time: 10.9437866211
epoch time: 60.0964813232s, input_fired_time: 1.0194303989, output_fired_time: 0.0000000000, propagate_forward_time: 57.1780395508, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8990097046
validation[          , genome  5789] predictions:    5925/  10000 (59.25%), best:    6056/10000 (60.56%), error:     12274.56543, best error:     11850.89844 on epoch:    82, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 769.9331054688s, input_fired_time: 8.6548614502, output_fired_time: 5.0838842392, propagate_forward_time: 286.0686950684, propagate_backward_time: 459.1451110840, weight_update_time: 0.9831665158, other_time: 10.9805908203
epoch time: 59.9813499451s, input_fired_time: 1.0156487226, output_fired_time: 0.0000000000, propagate_forward_time: 57.0712280273, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8944740295
validation[          , genome  5789] predictions:    6064/  10000 (60.64%), best:    6056/10000 (60.56%), error:     11851.60059, best error:     11850.89844 on epoch:    82, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 773.4956054688s, input_fired_time: 8.6891603470, output_fired_time: 5.0867133141, propagate_forward_time: 287.3200073242, propagate_backward_time: 461.4330139160, weight_update_time: 0.9911704659, other_time: 10.9667053223
epoch time: 60.4636650085s, input_fired_time: 1.0164259672, output_fired_time: 0.0000000000, propagate_forward_time: 57.5397567749, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9074821472
validation[          , genome  5789] predictions:    6006/  10000 (60.06%), best:    6056/10000 (60.56%), error:     12058.74121, best error:     11850.89844 on epoch:    82, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 1030.6400146484s, input_fired_time: 8.8132944107, output_fired_time: 5.1855521202, propagate_forward_time: 530.8541870117, propagate_backward_time: 474.5821533203, weight_update_time: 1.0350821018, other_time: 11.2048339844
epoch time: 59.9423141479s, input_fired_time: 1.0225144625, output_fired_time: 0.0000000000, propagate_forward_time: 57.0273017883, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8924980164
validation[          , genome  5789] predictions:    6083/  10000 (60.83%), best:    6083/10000 (60.83%), error:     11798.22461, best error:     11798.22461 on epoch:    86, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 772.2881469727s, input_fired_time: 8.6797332764, output_fired_time: 5.1033906937, propagate_forward_time: 287.0984497070, propagate_backward_time: 460.4629516602, weight_update_time: 0.9903042316, other_time: 10.9436035156
epoch time: 60.3855438232s, input_fired_time: 1.0476771593, output_fired_time: 0.0000000000, propagate_forward_time: 57.4253234863, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9125442505
validation[          , genome  5789] predictions:    6029/  10000 (60.29%), best:    6083/10000 (60.83%), error:     11958.33691, best error:     11798.22461 on epoch:    86, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 773.7673339844s, input_fired_time: 8.7023591995, output_fired_time: 5.0848708153, propagate_forward_time: 287.5202331543, propagate_backward_time: 461.4685058594, weight_update_time: 0.9866459966, other_time: 10.9913635254
epoch time: 60.7578010559s, input_fired_time: 1.0488861799, output_fired_time: 0.0000000000, propagate_forward_time: 57.7913627625, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9175529480
validation[          , genome  5789] predictions:    6108/  10000 (61.08%), best:    6108/10000 (61.08%), error:     11761.00293, best error:     11761.00293 on epoch:    88, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 772.3348999023s, input_fired_time: 8.6767301559, output_fired_time: 5.0707230568, propagate_forward_time: 286.7655334473, propagate_backward_time: 460.8837890625, weight_update_time: 0.9876822829, other_time: 10.9380798340
epoch time: 60.7367477417s, input_fired_time: 1.0284385681, output_fired_time: 0.0000000000, propagate_forward_time: 57.7915420532, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9167671204
validation[          , genome  5789] predictions:    6053/  10000 (60.53%), best:    6108/10000 (61.08%), error:     12059.81250, best error:     11761.00293 on epoch:    88, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 773.8076171875s, input_fired_time: 8.6934661865, output_fired_time: 5.1050834656, propagate_forward_time: 287.7282409668, propagate_backward_time: 461.3015441895, weight_update_time: 0.9878450036, other_time: 10.9792480469
epoch time: 60.4595756531s, input_fired_time: 1.0197222233, output_fired_time: 0.0000000000, propagate_forward_time: 57.5373229980, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9025306702
validation[          , genome  5789] predictions:    6120/  10000 (61.20%), best:    6108/10000 (61.08%), error:     11855.34180, best error:     11761.00293 on epoch:    88, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 773.4665527344s, input_fired_time: 8.6916141510, output_fired_time: 5.0759682655, propagate_forward_time: 287.7095642090, propagate_backward_time: 461.0067749023, weight_update_time: 0.9895133972, other_time: 10.9826354980
epoch time: 60.2192993164s, input_fired_time: 1.0303227901, output_fired_time: 0.0000000000, propagate_forward_time: 57.2894325256, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8995437622
validation[          , genome  5789] predictions:    6078/  10000 (60.78%), best:    6108/10000 (61.08%), error:     11842.50098, best error:     11761.00293 on epoch:    88, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 774.9980468750s, input_fired_time: 8.7095241547, output_fired_time: 5.0917940140, propagate_forward_time: 288.1808776855, propagate_backward_time: 461.9952697754, weight_update_time: 0.9902999401, other_time: 11.0205688477
epoch time: 60.1587219238s, input_fired_time: 1.0185908079, output_fired_time: 0.0000000000, propagate_forward_time: 57.2409324646, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8992004395
validation[          , genome  5789] predictions:    6035/  10000 (60.35%), best:    6108/10000 (61.08%), error:     11896.29785, best error:     11761.00293 on epoch:    88, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 771.5875244141s, input_fired_time: 8.7098550797, output_fired_time: 5.0675158501, propagate_forward_time: 286.8587341309, propagate_backward_time: 460.0207214355, weight_update_time: 0.9866877794, other_time: 10.9307250977
epoch time: 60.1310806274s, input_fired_time: 1.0232928991, output_fired_time: 0.0000000000, propagate_forward_time: 57.2098388672, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8979492188
validation[          , genome  5789] predictions:    6064/  10000 (60.64%), best:    6108/10000 (61.08%), error:     11955.70996, best error:     11761.00293 on epoch:    88, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 772.8325195312s, input_fired_time: 8.7107553482, output_fired_time: 5.0783290863, propagate_forward_time: 287.3640136719, propagate_backward_time: 460.6189880371, weight_update_time: 0.9953462481, other_time: 11.0604553223
epoch time: 60.5691375732s, input_fired_time: 1.0288097858, output_fired_time: 0.0000000000, propagate_forward_time: 57.6185836792, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9217453003
validation[          , genome  5789] predictions:    6071/  10000 (60.71%), best:    6108/10000 (61.08%), error:     11935.51367, best error:     11761.00293 on epoch:    88, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 770.7274169922s, input_fired_time: 8.6966676712, output_fired_time: 5.0717420578, propagate_forward_time: 286.3863525391, propagate_backward_time: 459.6054077148, weight_update_time: 0.9872990847, other_time: 10.9672851562
epoch time: 60.0229644775s, input_fired_time: 1.0257700682, output_fired_time: 0.0000000000, propagate_forward_time: 57.0982551575, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8989410400
validation[          , genome  5789] predictions:    6043/  10000 (60.43%), best:    6108/10000 (61.08%), error:     11837.02930, best error:     11761.00293 on epoch:    88, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 774.7713623047s, input_fired_time: 8.7353887558, output_fired_time: 5.1734294891, propagate_forward_time: 288.5799560547, propagate_backward_time: 461.3048095703, weight_update_time: 0.9880431294, other_time: 10.9777832031
epoch time: 59.9655799866s, input_fired_time: 1.0231064558, output_fired_time: 0.0000000000, propagate_forward_time: 57.0456352234, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8968391418
validation[          , genome  5789] predictions:    6069/  10000 (60.69%), best:    6108/10000 (61.08%), error:     11864.28223, best error:     11761.00293 on epoch:    88, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 772.6932373047s, input_fired_time: 8.7217302322, output_fired_time: 5.0932898521, propagate_forward_time: 287.4396667480, propagate_backward_time: 460.4683227539, weight_update_time: 0.9848128557, other_time: 10.9702453613
epoch time: 59.9962577820s, input_fired_time: 1.0248662233, output_fired_time: 0.0000000000, propagate_forward_time: 57.0773239136, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8940658569
validation[          , genome  5789] predictions:    6070/  10000 (60.70%), best:    6108/10000 (61.08%), error:     11861.82031, best error:     11761.00293 on epoch:    88, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 770.1145019531s, input_fired_time: 8.6825838089, output_fired_time: 5.0735578537, propagate_forward_time: 286.1886291504, propagate_backward_time: 459.2614135742, weight_update_time: 0.9838041663, other_time: 10.9083557129
epoch time: 60.1378555298s, input_fired_time: 1.0275509357, output_fired_time: 0.0000000000, propagate_forward_time: 57.2122650146, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8980407715
validation[          , genome  5789] predictions:    5995/  10000 (59.95%), best:    6108/10000 (61.08%), error:     12025.88574, best error:     11761.00293 on epoch:    88, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 772.1758422852s, input_fired_time: 8.7140102386, output_fired_time: 5.0871419907, propagate_forward_time: 287.1990661621, propagate_backward_time: 460.2556762695, weight_update_time: 0.9851919413, other_time: 10.9199523926
epoch time: 59.9857025146s, input_fired_time: 1.0270062685, output_fired_time: 0.0000000000, propagate_forward_time: 57.0570411682, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9016532898
validation[          , genome  5789] predictions:    6090/  10000 (60.90%), best:    6108/10000 (61.08%), error:     11811.35254, best error:     11761.00293 on epoch:    88, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 771.6960449219s, input_fired_time: 8.7159194946, output_fired_time: 5.0714845657, propagate_forward_time: 287.0174255371, propagate_backward_time: 459.9566955566, weight_update_time: 0.9847249985, other_time: 10.9345092773
epoch time: 60.2241172791s, input_fired_time: 1.0278993845, output_fired_time: 0.0000000000, propagate_forward_time: 57.2967681885, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8994483948
validation[          , genome  5789] predictions:    6091/  10000 (60.91%), best:    6108/10000 (61.08%), error:     11768.94434, best error:     11761.00293 on epoch:    88, epoch:  100/100, mu: 0.9870989323, learning_rate: 0.0000740065, weight_decay: 0.0000029603

evaluating best weights on full training data.
evaluting training set with running mean/variance:
epoch time: 300.4205932617s, input_fired_time: 5.1035399437, output_fired_time: 0.0000000000, propagate_forward_time: 285.7225952148, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.5944519043
best training[          , genome  5789] predictions:   38755/  50000 (77.51%), best:    6108/10000 (61.08%), error:     33850.63281, best error:     11761.00293 on epoch:    88, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
evaluating best weights on test data.
evaluting test set with running mean/variance:
epoch time: 60.0445671082s, input_fired_time: 1.0186073780, output_fired_time: 0.0000000000, propagate_forward_time: 57.1310462952, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8949127197
   testing[          , genome  5789] predictions:    6108/  10000 (61.08%), best:    6108/10000 (61.08%), error:     11761.00293, best error:     11761.00293 on epoch:    88, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
12:53:21 (13746): called boinc_finish(0)

</stderr_txt>
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