Nameexact_genome_1542531604_182_6281_0
Workunit4097794
Created18 Nov 2018, 16:49:19 UTC
Sent18 Nov 2018, 17:22:38 UTC
Report deadline5 Feb 2019, 10:01:00 UTC
Received19 Nov 2018, 20:04:06 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID60660
Run time23 hours 50 min 36 sec
CPU time23 hours 23 min 53 sec
Validate stateValid
Credit19,673.33
Device peak FLOPS3.44 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size528.47 MB
Peak swap size548.34 MB
Peak disk usage10.05 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
red_time: 6.8486804962, propagate_forward_time: 305.1771545410, propagate_backward_time: 520.2249145508, weight_update_time: 1.0246735811, other_time: 11.0114135742
epoch time: 58.0661888123s, input_fired_time: 0.8493663669, output_fired_time: 0.0000000000, propagate_forward_time: 55.3742713928, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8425521851
validation[          , genome  6281] predictions:    4906/  10000 (49.06%), best:    5447/10000 (54.47%), error:     16162.62695, best error:     13987.30273 on epoch:    14, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 847.1195068359s, input_fired_time: 8.4691228867, output_fired_time: 6.4788489342, propagate_forward_time: 302.5513000488, propagate_backward_time: 518.1315307617, weight_update_time: 1.0133690834, other_time: 11.4887084961
epoch time: 64.2012939453s, input_fired_time: 0.8730185628, output_fired_time: 0.0000000000, propagate_forward_time: 61.2540092468, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0742645264
validation[          , genome  6281] predictions:    5008/  10000 (50.08%), best:    5447/10000 (54.47%), error:     15498.03711, best error:     13987.30273 on epoch:    14, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 833.3744506836s, input_fired_time: 8.1821498871, output_fired_time: 6.4230813980, propagate_forward_time: 297.6370239258, propagate_backward_time: 509.7756958008, weight_update_time: 1.0313152075, other_time: 11.3565063477
epoch time: 59.3505935669s, input_fired_time: 0.8856093287, output_fired_time: 0.0000000000, propagate_forward_time: 56.5851936340, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8797912598
validation[          , genome  6281] predictions:    5285/  10000 (52.85%), best:    5447/10000 (54.47%), error:     14527.94531, best error:     13987.30273 on epoch:    14, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 808.8405761719s, input_fired_time: 8.1208057404, output_fired_time: 6.1257820129, propagate_forward_time: 287.5614318848, propagate_backward_time: 496.0415649414, weight_update_time: 1.0231938362, other_time: 10.9909973145
epoch time: 58.8827209473s, input_fired_time: 0.8884158731, output_fired_time: 0.0000000000, propagate_forward_time: 56.0774383545, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9168663025
validation[          , genome  6281] predictions:    5433/  10000 (54.33%), best:    5433/10000 (54.33%), error:     13925.33008, best error:     13925.33008 on epoch:    18, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 826.2160644531s, input_fired_time: 8.3788948059, output_fired_time: 6.3617072105, propagate_forward_time: 295.1434936523, propagate_backward_time: 504.9143066406, weight_update_time: 1.1241518259, other_time: 11.4176635742
epoch time: 58.6373443604s, input_fired_time: 0.8753423095, output_fired_time: 0.0000000000, propagate_forward_time: 55.9105186462, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8514823914
validation[          , genome  6281] predictions:    5326/  10000 (53.26%), best:    5433/10000 (54.33%), error:     14273.15625, best error:     13925.33008 on epoch:    18, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 785.6804199219s, input_fired_time: 7.8288326263, output_fired_time: 6.0303678513, propagate_forward_time: 280.5309753418, propagate_backward_time: 480.8934020996, weight_update_time: 0.9605331421, other_time: 10.3967895508
epoch time: 58.6921920776s, input_fired_time: 0.9001154900, output_fired_time: 0.0000000000, propagate_forward_time: 55.9436569214, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8484191895
validation[          , genome  6281] predictions:    5561/  10000 (55.61%), best:    5561/10000 (55.61%), error:     13689.42383, best error:     13689.42383 on epoch:    20, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 783.9570922852s, input_fired_time: 7.9093523026, output_fired_time: 6.0190677643, propagate_forward_time: 279.7105407715, propagate_backward_time: 479.8236389160, weight_update_time: 0.9795448780, other_time: 10.4945068359
epoch time: 59.7116470337s, input_fired_time: 0.9053789973, output_fired_time: 0.0000000000, propagate_forward_time: 56.9122123718, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8940544128
validation[          , genome  6281] predictions:    5512/  10000 (55.12%), best:    5561/10000 (55.61%), error:     13831.89941, best error:     13689.42383 on epoch:    20, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 789.9578857422s, input_fired_time: 7.9360752106, output_fired_time: 6.0306034088, propagate_forward_time: 282.2069702148, propagate_backward_time: 483.3814392090, weight_update_time: 0.9592052698, other_time: 10.4028015137
epoch time: 60.0596656799s, input_fired_time: 0.9217476845, output_fired_time: 0.0000000000, propagate_forward_time: 57.2977752686, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8401412964
validation[          , genome  6281] predictions:    5471/  10000 (54.71%), best:    5561/10000 (55.61%), error:     13765.89355, best error:     13689.42383 on epoch:    20, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 787.4244995117s, input_fired_time: 7.9302616119, output_fired_time: 6.0753355026, propagate_forward_time: 281.3045349121, propagate_backward_time: 481.6211547852, weight_update_time: 0.9670177102, other_time: 10.4932556152
epoch time: 58.8728790283s, input_fired_time: 0.8768845797, output_fired_time: 0.0000000000, propagate_forward_time: 56.1428871155, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8531074524
validation[          , genome  6281] predictions:    5421/  10000 (54.21%), best:    5561/10000 (55.61%), error:     13761.69434, best error:     13689.42383 on epoch:    20, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 799.5791015625s, input_fired_time: 8.0623245239, output_fired_time: 6.1458926201, propagate_forward_time: 285.7296752930, propagate_backward_time: 489.1346435547, weight_update_time: 1.0057766438, other_time: 10.5065917969
epoch time: 68.5338897705s, input_fired_time: 1.1431642771, output_fired_time: 0.0000000000, propagate_forward_time: 65.2431335449, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1475906372
validation[          , genome  6281] predictions:    5513/  10000 (55.13%), best:    5513/10000 (55.13%), error:     13482.74219, best error:     13482.74219 on epoch:    24, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 821.4507446289s, input_fired_time: 8.3405675888, output_fired_time: 6.2325363159, propagate_forward_time: 294.2866210938, propagate_backward_time: 501.8970947266, weight_update_time: 0.9952099919, other_time: 10.6939086914
epoch time: 58.6022567749s, input_fired_time: 0.8914673328, output_fired_time: 0.0000000000, propagate_forward_time: 55.8299140930, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8808746338
validation[          , genome  6281] predictions:    5474/  10000 (54.74%), best:    5513/10000 (55.13%), error:     13929.06152, best error:     13482.74219 on epoch:    24, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 784.2964477539s, input_fired_time: 7.9266643524, output_fired_time: 6.0396633148, propagate_forward_time: 279.9869689941, propagate_backward_time: 479.9875183105, weight_update_time: 0.9583076239, other_time: 10.3556518555
epoch time: 58.8821792603s, input_fired_time: 0.9094436169, output_fired_time: 0.0000000000, propagate_forward_time: 56.1434440613, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8292922974
validation[          , genome  6281] predictions:    5659/  10000 (56.59%), best:    5659/10000 (56.59%), error:     13369.89746, best error:     13369.89746 on epoch:    26, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 1401.1019287109s, input_fired_time: 7.9192690849, output_fired_time: 6.0440979004, propagate_forward_time: 280.4664001465, propagate_backward_time: 1096.3221435547, weight_update_time: 0.9610518217, other_time: 10.3499755859
epoch time: 58.7593727112s, input_fired_time: 0.8806049824, output_fired_time: 0.0000000000, propagate_forward_time: 56.0514984131, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8272705078
validation[          , genome  6281] predictions:    5585/  10000 (55.85%), best:    5659/10000 (56.59%), error:     13420.45215, best error:     13369.89746 on epoch:    26, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 785.5003051758s, input_fired_time: 7.9613256454, output_fired_time: 6.0336942673, propagate_forward_time: 280.7205810547, propagate_backward_time: 480.3417053223, weight_update_time: 0.9593638182, other_time: 10.4430236816
epoch time: 59.1034660339s, input_fired_time: 0.8771646023, output_fired_time: 0.0000000000, propagate_forward_time: 56.3647384644, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8615646362
validation[          , genome  6281] predictions:    5519/  10000 (55.19%), best:    5659/10000 (56.59%), error:     13644.86816, best error:     13369.89746 on epoch:    26, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 785.8748779297s, input_fired_time: 7.9714894295, output_fired_time: 6.0636925697, propagate_forward_time: 280.8361511230, propagate_backward_time: 480.6095581055, weight_update_time: 0.9717572927, other_time: 10.3939514160
epoch time: 58.8705902100s, input_fired_time: 0.9190170169, output_fired_time: 0.0000000000, propagate_forward_time: 56.0652503967, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8863220215
validation[          , genome  6281] predictions:    5509/  10000 (55.09%), best:    5659/10000 (56.59%), error:     13667.19434, best error:     13369.89746 on epoch:    26, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 787.7564086914s, input_fired_time: 7.9734492302, output_fired_time: 6.0800337791, propagate_forward_time: 281.6189575195, propagate_backward_time: 481.6564636230, weight_update_time: 0.9578341842, other_time: 10.4275207520
epoch time: 59.1545028687s, input_fired_time: 0.9129825234, output_fired_time: 0.0000000000, propagate_forward_time: 56.3809394836, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8605804443
validation[          , genome  6281] predictions:    5468/  10000 (54.68%), best:    5659/10000 (56.59%), error:     13729.85156, best error:     13369.89746 on epoch:    26, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 785.7317504883s, input_fired_time: 7.9497261047, output_fired_time: 6.0436654091, propagate_forward_time: 280.7745361328, propagate_backward_time: 480.5903625488, weight_update_time: 0.9596729279, other_time: 10.3735046387
epoch time: 58.9207305908s, input_fired_time: 0.9177120924, output_fired_time: 0.0000000000, propagate_forward_time: 56.1778106689, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8252067566
validation[          , genome  6281] predictions:    5815/  10000 (58.15%), best:    5815/10000 (58.15%), error:     12749.88770, best error:     12749.88770 on epoch:    31, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 1459.7872314453s, input_fired_time: 8.0638399124, output_fired_time: 6.0706849098, propagate_forward_time: 478.0075683594, propagate_backward_time: 957.0519409180, weight_update_time: 1.0029184818, other_time: 10.5932006836
epoch time: 58.9518852234s, input_fired_time: 0.9156211019, output_fired_time: 0.0000000000, propagate_forward_time: 56.1769104004, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8593521118
validation[          , genome  6281] predictions:    5745/  10000 (57.45%), best:    5815/10000 (58.15%), error:     12831.86621, best error:     12749.88770 on epoch:    31, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 785.5620117188s, input_fired_time: 8.0372352600, output_fired_time: 6.0231013298, propagate_forward_time: 280.5780944824, propagate_backward_time: 480.3988952637, weight_update_time: 0.9762065411, other_time: 10.5247192383
epoch time: 58.8367614746s, input_fired_time: 0.9305484295, output_fired_time: 0.0000000000, propagate_forward_time: 56.0161552429, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8900566101
validation[          , genome  6281] predictions:    5752/  10000 (57.52%), best:    5815/10000 (58.15%), error:     13138.87207, best error:     12749.88770 on epoch:    31, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 785.0695800781s, input_fired_time: 7.9942598343, output_fired_time: 6.0280361176, propagate_forward_time: 280.4636840820, propagate_backward_time: 480.1504211426, weight_update_time: 0.9591971636, other_time: 10.4331970215
epoch time: 58.8688659668s, input_fired_time: 0.8984051347, output_fired_time: 0.0000000000, propagate_forward_time: 56.1390190125, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8314399719
validation[          , genome  6281] predictions:    5614/  10000 (56.14%), best:    5815/10000 (58.15%), error:     13472.04883, best error:     12749.88770 on epoch:    31, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 785.7010498047s, input_fired_time: 8.0412921906, output_fired_time: 6.0470852852, propagate_forward_time: 280.6842956543, propagate_backward_time: 480.5122680664, weight_update_time: 0.9606282115, other_time: 10.4161071777
epoch time: 59.0562553406s, input_fired_time: 0.9643598199, output_fired_time: 0.0000000000, propagate_forward_time: 56.2395172119, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8523788452
validation[          , genome  6281] predictions:    5784/  10000 (57.84%), best:    5815/10000 (58.15%), error:     12829.40527, best error:     12749.88770 on epoch:    31, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 785.3792724609s, input_fired_time: 8.0465803146, output_fired_time: 6.0176467896, propagate_forward_time: 280.5052185059, propagate_backward_time: 480.3483886719, weight_update_time: 0.9645066857, other_time: 10.4614562988
epoch time: 58.9892082214s, input_fired_time: 0.9157622457, output_fired_time: 0.0000000000, propagate_forward_time: 56.2475318909, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8259124756
validation[          , genome  6281] predictions:    5619/  10000 (56.19%), best:    5815/10000 (58.15%), error:     13186.92090, best error:     12749.88770 on epoch:    31, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 786.3900146484s, input_fired_time: 8.0629730225, output_fired_time: 6.0684447289, propagate_forward_time: 281.1237792969, propagate_backward_time: 480.7483520508, weight_update_time: 0.9837764502, other_time: 10.3864746094
epoch time: 58.8338928223s, input_fired_time: 0.9267449975, output_fired_time: 0.0000000000, propagate_forward_time: 56.0502471924, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8568992615
validation[          , genome  6281] predictions:    5773/  10000 (57.73%), best:    5815/10000 (58.15%), error:     13077.04492, best error:     12749.88770 on epoch:    31, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 784.7064819336s, input_fired_time: 8.0651626587, output_fired_time: 6.0274190903, propagate_forward_time: 280.4689941406, propagate_backward_time: 479.7076721191, weight_update_time: 0.9582459331, other_time: 10.4372253418
epoch time: 59.0012931824s, input_fired_time: 0.9267749786, output_fired_time: 0.0000000000, propagate_forward_time: 56.2499427795, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8245735168
validation[          , genome  6281] predictions:    5742/  10000 (57.42%), best:    5815/10000 (58.15%), error:     13007.38477, best error:     12749.88770 on epoch:    31, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 784.5985107422s, input_fired_time: 8.0663642883, output_fired_time: 6.0255064964, propagate_forward_time: 280.2012939453, propagate_backward_time: 479.9652404785, weight_update_time: 0.9757627845, other_time: 10.3401184082
epoch time: 58.8060531616s, input_fired_time: 0.9445868134, output_fired_time: 0.0000000000, propagate_forward_time: 55.9977684021, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8636970520
validation[          , genome  6281] predictions:    5889/  10000 (58.89%), best:    5889/10000 (58.89%), error:     12471.64355, best error:     12471.64355 on epoch:    39, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 785.9445190430s, input_fired_time: 8.0794153214, output_fired_time: 6.0249447823, propagate_forward_time: 280.8053894043, propagate_backward_time: 480.6373596191, weight_update_time: 0.9624606967, other_time: 10.3973999023
epoch time: 59.0093765259s, input_fired_time: 0.9276734591, output_fired_time: 0.0000000000, propagate_forward_time: 56.2542381287, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8274650574
validation[          , genome  6281] predictions:    5682/  10000 (56.82%), best:    5889/10000 (58.89%), error:     13145.15625, best error:     12471.64355 on epoch:    39, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 787.7297363281s, input_fired_time: 8.1086492538, output_fired_time: 6.0662236214, propagate_forward_time: 281.3762817383, propagate_backward_time: 481.7437744141, weight_update_time: 1.0025148392, other_time: 10.4348144531
epoch time: 58.8753929138s, input_fired_time: 0.9140797257, output_fired_time: 0.0000000000, propagate_forward_time: 56.1375389099, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8237724304
validation[          , genome  6281] predictions:    5882/  10000 (58.82%), best:    5882/10000 (58.82%), error:     12436.30664, best error:     12436.30664 on epoch:    41, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 783.4722900391s, input_fired_time: 8.1534891129, output_fired_time: 6.0141768456, propagate_forward_time: 279.8038940430, propagate_backward_time: 479.0718688965, weight_update_time: 0.9620454907, other_time: 10.4288635254
epoch time: 58.9824638367s, input_fired_time: 0.9321761727, output_fired_time: 0.0000000000, propagate_forward_time: 56.1961669922, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8541221619
validation[          , genome  6281] predictions:    5882/  10000 (58.82%), best:    5882/10000 (58.82%), error:     12458.03418, best error:     12436.30664 on epoch:    41, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 785.9081420898s, input_fired_time: 8.1012554169, output_fired_time: 6.0694284439, propagate_forward_time: 280.8058471680, propagate_backward_time: 480.5207824707, weight_update_time: 0.9596202970, other_time: 10.4107971191
epoch time: 58.9459381104s, input_fired_time: 0.9552153349, output_fired_time: 0.0000000000, propagate_forward_time: 56.1483688354, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8423538208
validation[          , genome  6281] predictions:    5759/  10000 (57.59%), best:    5882/10000 (58.82%), error:     12982.00000, best error:     12436.30664 on epoch:    41, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 787.8229980469s, input_fired_time: 8.1569900513, output_fired_time: 6.1306633949, propagate_forward_time: 281.0700988770, propagate_backward_time: 481.9489135742, weight_update_time: 0.9646406770, other_time: 10.5163269043
epoch time: 59.0862045288s, input_fired_time: 0.9730401635, output_fired_time: 0.0000000000, propagate_forward_time: 56.2472686768, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8658943176
validation[          , genome  6281] predictions:    5845/  10000 (58.45%), best:    5845/10000 (58.45%), error:     12382.56152, best error:     12382.56152 on epoch:    44, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 787.3302612305s, input_fired_time: 8.1656923294, output_fired_time: 6.0785670280, propagate_forward_time: 281.3805236816, propagate_backward_time: 481.2789916992, weight_update_time: 0.9641326666, other_time: 10.4264831543
epoch time: 59.0463142395s, input_fired_time: 0.9357327223, output_fired_time: 0.0000000000, propagate_forward_time: 56.2667465210, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8438339233
validation[          , genome  6281] predictions:    5911/  10000 (59.11%), best:    5845/10000 (58.45%), error:     12516.18555, best error:     12382.56152 on epoch:    44, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 787.1450805664s, input_fired_time: 8.2220535278, output_fired_time: 6.0407576561, propagate_forward_time: 281.0230102539, propagate_backward_time: 481.4712829590, weight_update_time: 0.9608781338, other_time: 10.3879699707
epoch time: 59.0263099670s, input_fired_time: 0.9509934187, output_fired_time: 0.0000000000, propagate_forward_time: 56.2467994690, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8285179138
validation[          , genome  6281] predictions:    5967/  10000 (59.67%), best:    5967/10000 (59.67%), error:     12193.42285, best error:     12193.42285 on epoch:    46, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 1078.3997802734s, input_fired_time: 8.1834383011, output_fired_time: 6.0178451538, propagate_forward_time: 280.6976928711, propagate_backward_time: 773.1553955078, weight_update_time: 0.9642299414, other_time: 10.3453979492
epoch time: 58.9113082886s, input_fired_time: 0.9229383469, output_fired_time: 0.0000000000, propagate_forward_time: 56.1189422607, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8694267273
validation[          , genome  6281] predictions:    5816/  10000 (58.16%), best:    5967/10000 (59.67%), error:     12747.82227, best error:     12193.42285 on epoch:    46, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 1023.0843505859s, input_fired_time: 8.2011299133, output_fired_time: 6.0885934830, propagate_forward_time: 281.2763061523, propagate_backward_time: 717.0725097656, weight_update_time: 0.9710881114, other_time: 10.4458007813
epoch time: 59.1180191040s, input_fired_time: 0.9594459534, output_fired_time: 0.0000000000, propagate_forward_time: 56.3182945251, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8402786255
validation[          , genome  6281] predictions:    6042/  10000 (60.42%), best:    6042/10000 (60.42%), error:     11947.86621, best error:     11947.86621 on epoch:    48, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 788.6363525391s, input_fired_time: 8.2185468674, output_fired_time: 6.0639362335, propagate_forward_time: 281.6425781250, propagate_backward_time: 482.1969299316, weight_update_time: 0.9809178114, other_time: 10.5143127441
epoch time: 59.1488647461s, input_fired_time: 0.9527273178, output_fired_time: 0.0000000000, propagate_forward_time: 56.3137893677, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8823471069
validation[          , genome  6281] predictions:    5860/  10000 (58.60%), best:    6042/10000 (60.42%), error:     12422.09473, best error:     11947.86621 on epoch:    48, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 788.4072875977s, input_fired_time: 8.2073488235, output_fired_time: 6.0740404129, propagate_forward_time: 281.2998962402, propagate_backward_time: 482.3676757813, weight_update_time: 0.9737646580, other_time: 10.4583435059
epoch time: 59.3149566650s, input_fired_time: 0.9363968372, output_fired_time: 0.0000000000, propagate_forward_time: 56.5255088806, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8530502319
validation[          , genome  6281] predictions:    5712/  10000 (57.12%), best:    6042/10000 (60.42%), error:     13015.61719, best error:     11947.86621 on epoch:    48, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 785.6392822266s, input_fired_time: 8.1009721756, output_fired_time: 6.0521364212, propagate_forward_time: 280.4738159180, propagate_backward_time: 480.6819152832, weight_update_time: 0.9578320384, other_time: 10.3304748535
epoch time: 58.8852500916s, input_fired_time: 0.9795122743, output_fired_time: 0.0000000000, propagate_forward_time: 56.0343284607, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8714103699
validation[          , genome  6281] predictions:    5884/  10000 (58.84%), best:    6042/10000 (60.42%), error:     12461.70410, best error:     11947.86621 on epoch:    48, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 788.8264160156s, input_fired_time: 8.2656202316, output_fired_time: 6.0748009682, propagate_forward_time: 281.6732788086, propagate_backward_time: 482.3108215332, weight_update_time: 0.9629653096, other_time: 10.5018615723
epoch time: 59.2182426453s, input_fired_time: 0.9500022531, output_fired_time: 0.0000000000, propagate_forward_time: 56.4171104431, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8511314392
validation[          , genome  6281] predictions:    5844/  10000 (58.44%), best:    6042/10000 (60.42%), error:     12789.47363, best error:     11947.86621 on epoch:    48, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 789.1661376953s, input_fired_time: 8.3857898712, output_fired_time: 6.1171360016, propagate_forward_time: 281.5261535645, propagate_backward_time: 482.5337219238, weight_update_time: 0.9704173803, other_time: 10.6033325195
epoch time: 59.8559684753s, input_fired_time: 0.9804563522, output_fired_time: 0.0000000000, propagate_forward_time: 56.9562301636, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9192810059
validation[          , genome  6281] predictions:    5917/  10000 (59.17%), best:    6042/10000 (60.42%), error:     12491.34961, best error:     11947.86621 on epoch:    48, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 788.6622314453s, input_fired_time: 8.3158760071, output_fired_time: 6.0923686028, propagate_forward_time: 281.6653442383, propagate_backward_time: 481.9802246094, weight_update_time: 0.9695545435, other_time: 10.6084594727
epoch time: 59.2426338196s, input_fired_time: 0.9644584656, output_fired_time: 0.0000000000, propagate_forward_time: 56.3845596313, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8936157227
validation[          , genome  6281] predictions:    6010/  10000 (60.10%), best:    6042/10000 (60.42%), error:     12191.65918, best error:     11947.86621 on epoch:    48, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 1030.4451904297s, input_fired_time: 8.1579694748, output_fired_time: 6.0686674118, propagate_forward_time: 280.4665222168, propagate_backward_time: 725.2568359375, weight_update_time: 0.9625813365, other_time: 10.4952392578
epoch time: 58.7999954224s, input_fired_time: 0.9382205009, output_fired_time: 0.0000000000, propagate_forward_time: 56.0190773010, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8426971436
validation[          , genome  6281] predictions:    5896/  10000 (58.96%), best:    6042/10000 (60.42%), error:     12392.45508, best error:     11947.86621 on epoch:    48, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 785.6254882813s, input_fired_time: 8.1598548889, output_fired_time: 6.0325570107, propagate_forward_time: 280.5320739746, propagate_backward_time: 480.4009399414, weight_update_time: 0.9623931050, other_time: 10.5000915527
epoch time: 59.7367858887s, input_fired_time: 0.9902695417, output_fired_time: 0.0000000000, propagate_forward_time: 56.8425712585, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9039459229
validation[          , genome  6281] predictions:    6004/  10000 (60.04%), best:    6042/10000 (60.42%), error:     12016.51855, best error:     11947.86621 on epoch:    48, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 789.0420532227s, input_fired_time: 8.2840833664, output_fired_time: 6.0788455009, propagate_forward_time: 281.6720275879, propagate_backward_time: 482.4033508301, weight_update_time: 0.9646019340, other_time: 10.6037597656
epoch time: 59.5213432312s, input_fired_time: 0.9711207151, output_fired_time: 0.0000000000, propagate_forward_time: 56.6772499084, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8729743958
validation[          , genome  6281] predictions:    6036/  10000 (60.36%), best:    6042/10000 (60.42%), error:     12026.86328, best error:     11947.86621 on epoch:    48, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 789.2593383789s, input_fired_time: 8.2531518936, output_fired_time: 6.0897140503, propagate_forward_time: 281.8833618164, propagate_backward_time: 482.4480590820, weight_update_time: 0.9680805802, other_time: 10.5850219727
epoch time: 58.8647460938s, input_fired_time: 0.9741181731, output_fired_time: 0.0000000000, propagate_forward_time: 55.9863281250, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9043006897
validation[          , genome  6281] predictions:    6031/  10000 (60.31%), best:    6031/10000 (60.31%), error:     11881.26074, best error:     11881.26074 on epoch:    58, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 786.3781127930s, input_fired_time: 8.2138004303, output_fired_time: 6.0763988495, propagate_forward_time: 280.8342895508, propagate_backward_time: 480.6817016602, weight_update_time: 0.9631101489, other_time: 10.5718994141
epoch time: 58.8815422058s, input_fired_time: 0.9333126545, output_fired_time: 0.0000000000, propagate_forward_time: 56.1259384155, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8222923279
validation[          , genome  6281] predictions:    5909/  10000 (59.09%), best:    6031/10000 (60.31%), error:     12568.74512, best error:     11881.26074 on epoch:    58, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 983.5457153320s, input_fired_time: 8.1323814392, output_fired_time: 6.0657801628, propagate_forward_time: 280.7687377930, propagate_backward_time: 677.8980712891, weight_update_time: 0.9679547548, other_time: 10.6807250977
epoch time: 58.3396186829s, input_fired_time: 0.9338309765, output_fired_time: 0.0000000000, propagate_forward_time: 55.5951576233, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8106307983
validation[          , genome  6281] predictions:    5847/  10000 (58.47%), best:    6031/10000 (60.31%), error:     12603.68457, best error:     11881.26074 on epoch:    58, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 776.5783691406s, input_fired_time: 8.0870094299, output_fired_time: 5.9813671112, propagate_forward_time: 277.3244323730, propagate_backward_time: 474.8909301758, weight_update_time: 0.9684852958, other_time: 10.2945861816
epoch time: 58.5770416260s, input_fired_time: 0.9494016767, output_fired_time: 0.0000000000, propagate_forward_time: 55.7461700439, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8814697266
validation[          , genome  6281] predictions:    5945/  10000 (59.45%), best:    6031/10000 (60.31%), error:     12418.45996, best error:     11881.26074 on epoch:    58, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 778.7254638672s, input_fired_time: 8.1650905609, output_fired_time: 6.0423936844, propagate_forward_time: 278.1683044434, propagate_backward_time: 476.0524597168, weight_update_time: 0.9551636577, other_time: 10.2971801758
epoch time: 58.2351226807s, input_fired_time: 0.9579710364, output_fired_time: 0.0000000000, propagate_forward_time: 55.4507522583, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8264007568
validation[          , genome  6281] predictions:    6013/  10000 (60.13%), best:    6031/10000 (60.31%), error:     12022.86523, best error:     11881.26074 on epoch:    58, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 777.4976806641s, input_fired_time: 8.1971178055, output_fired_time: 6.0522422791, propagate_forward_time: 277.3046569824, propagate_backward_time: 475.7535400391, weight_update_time: 0.9513201714, other_time: 10.1900939941
epoch time: 57.8669662476s, input_fired_time: 0.9481822252, output_fired_time: 0.0000000000, propagate_forward_time: 55.1349372864, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7838478088
validation[          , genome  6281] predictions:    5993/  10000 (59.93%), best:    6031/10000 (60.31%), error:     12094.14844, best error:     11881.26074 on epoch:    58, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 774.1898803711s, input_fired_time: 8.1134967804, output_fired_time: 5.9396138191, propagate_forward_time: 276.4056396484, propagate_backward_time: 473.6308898926, weight_update_time: 0.9478983879, other_time: 10.1001892090
epoch time: 58.4991493225s, input_fired_time: 0.9578855038, output_fired_time: 0.0000000000, propagate_forward_time: 55.6955413818, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8457221985
validation[          , genome  6281] predictions:    6091/  10000 (60.91%), best:    6091/10000 (60.91%), error:     11766.02930, best error:     11766.02930 on epoch:    64, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 779.6571655273s, input_fired_time: 8.2374286652, output_fired_time: 6.0310564041, propagate_forward_time: 278.1208190918, propagate_backward_time: 477.0030212402, weight_update_time: 0.9550707340, other_time: 10.2648315430
epoch time: 58.0903625488s, input_fired_time: 0.9544716477, output_fired_time: 0.0000000000, propagate_forward_time: 55.3367347717, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7991561890
validation[          , genome  6281] predictions:    6050/  10000 (60.50%), best:    6091/10000 (60.91%), error:     12003.88477, best error:     11766.02930 on epoch:    64, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 1078.6176757813s, input_fired_time: 8.0918254852, output_fired_time: 6.0190896988, propagate_forward_time: 277.6669311523, propagate_backward_time: 776.4365844727, weight_update_time: 0.9564766288, other_time: 10.4033203125
epoch time: 57.8739967346s, input_fired_time: 0.9391184449, output_fired_time: 0.0000000000, propagate_forward_time: 55.1439437866, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7909355164
validation[          , genome  6281] predictions:    6013/  10000 (60.13%), best:    6091/10000 (60.91%), error:     12063.39160, best error:     11766.02930 on epoch:    64, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 776.0731811523s, input_fired_time: 8.0520849228, output_fired_time: 5.9669752121, propagate_forward_time: 276.9560241699, propagate_backward_time: 474.9252929688, weight_update_time: 0.9616085887, other_time: 10.1728210449
epoch time: 58.2965507507s, input_fired_time: 0.9439772964, output_fired_time: 0.0000000000, propagate_forward_time: 55.5007743835, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8517990112
validation[          , genome  6281] predictions:    5884/  10000 (58.84%), best:    6091/10000 (60.91%), error:     12425.83301, best error:     11766.02930 on epoch:    64, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 1506.9146728516s, input_fired_time: 8.1324720383, output_fired_time: 5.9784164429, propagate_forward_time: 279.0878295898, propagate_backward_time: 1203.2874755859, weight_update_time: 0.9820199609, other_time: 10.4285888672
epoch time: 59.4461021423s, input_fired_time: 0.9543644786, output_fired_time: 0.0000000000, propagate_forward_time: 56.5619850159, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9297523499
validation[          , genome  6281] predictions:    6049/  10000 (60.49%), best:    6091/10000 (60.91%), error:     12010.07520, best error:     11766.02930 on epoch:    64, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 906.6040649414s, input_fired_time: 8.1254062653, output_fired_time: 5.9651474953, propagate_forward_time: 277.8418579102, propagate_backward_time: 604.3543090820, weight_update_time: 0.9656807184, other_time: 10.3173217773
epoch time: 57.9599533081s, input_fired_time: 0.9468187094, output_fired_time: 0.0000000000, propagate_forward_time: 55.2102661133, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8028678894
validation[          , genome  6281] predictions:    6035/  10000 (60.35%), best:    6091/10000 (60.91%), error:     12037.60449, best error:     11766.02930 on epoch:    64, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 777.1595458984s, input_fired_time: 8.2106609344, output_fired_time: 5.9742035866, propagate_forward_time: 277.4227905273, propagate_backward_time: 475.3114624023, weight_update_time: 0.9501922131, other_time: 10.2404785156
epoch time: 58.4798660278s, input_fired_time: 0.9672452807, output_fired_time: 0.0000000000, propagate_forward_time: 55.6613922119, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8512268066
validation[          , genome  6281] predictions:    6073/  10000 (60.73%), best:    6091/10000 (60.91%), error:     11875.89551, best error:     11766.02930 on epoch:    64, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 779.1792602539s, input_fired_time: 8.2947568893, output_fired_time: 5.9982142448, propagate_forward_time: 278.1822509766, propagate_backward_time: 476.4470825195, weight_update_time: 0.9520142674, other_time: 10.2569580078
epoch time: 58.7944107056s, input_fired_time: 0.9710353017, output_fired_time: 0.0000000000, propagate_forward_time: 55.9444503784, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8789253235
validation[          , genome  6281] predictions:    6167/  10000 (61.67%), best:    6167/10000 (61.67%), error:     11604.66602, best error:     11604.66602 on epoch:    71, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 775.7498779297s, input_fired_time: 8.1507568359, output_fired_time: 5.9969797134, propagate_forward_time: 277.1003723145, propagate_backward_time: 474.3217773438, weight_update_time: 0.9786311984, other_time: 10.1799621582
epoch time: 58.3659744263s, input_fired_time: 0.9831663370, output_fired_time: 0.0000000000, propagate_forward_time: 55.5122299194, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8705787659
validation[          , genome  6281] predictions:    6012/  10000 (60.12%), best:    6167/10000 (61.67%), error:     12142.98145, best error:     11604.66602 on epoch:    71, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 780.3647460938s, input_fired_time: 8.2581300735, output_fired_time: 6.0452103615, propagate_forward_time: 278.4049682617, propagate_backward_time: 477.2762756348, weight_update_time: 0.9936702251, other_time: 10.3801574707
epoch time: 58.0059623718s, input_fired_time: 0.9650490284, output_fired_time: 0.0000000000, propagate_forward_time: 55.2446327209, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7962799072
validation[          , genome  6281] predictions:    6150/  10000 (61.50%), best:    6167/10000 (61.67%), error:     11614.25781, best error:     11604.66602 on epoch:    71, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 784.2781982422s, input_fired_time: 8.3661432266, output_fired_time: 6.1094627380, propagate_forward_time: 279.7190246582, propagate_backward_time: 479.4013977051, weight_update_time: 0.9668305516, other_time: 10.6821899414
epoch time: 58.1443405151s, input_fired_time: 0.9710100293, output_fired_time: 0.0000000000, propagate_forward_time: 55.3704338074, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8028984070
validation[          , genome  6281] predictions:    6060/  10000 (60.60%), best:    6167/10000 (61.67%), error:     11976.22461, best error:     11604.66602 on epoch:    71, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 781.0108642578s, input_fired_time: 8.2901563644, output_fired_time: 6.0183410645, propagate_forward_time: 278.8145141602, propagate_backward_time: 477.4939575195, weight_update_time: 0.9579191208, other_time: 10.3939208984
epoch time: 58.2251319885s, input_fired_time: 0.9719354510, output_fired_time: 0.0000000000, propagate_forward_time: 55.4382400513, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8149566650
validation[          , genome  6281] predictions:    6066/  10000 (60.66%), best:    6167/10000 (61.67%), error:     12131.19141, best error:     11604.66602 on epoch:    71, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 1159.1408691406s, input_fired_time: 8.4162197113, output_fired_time: 6.0546650887, propagate_forward_time: 279.8948974609, propagate_backward_time: 854.2750854492, weight_update_time: 0.9554887414, other_time: 10.4999389648
epoch time: 58.6300849915s, input_fired_time: 0.9958310723, output_fired_time: 0.0000000000, propagate_forward_time: 55.7642288208, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8700256348
validation[          , genome  6281] predictions:    6129/  10000 (61.29%), best:    6167/10000 (61.67%), error:     11765.45410, best error:     11604.66602 on epoch:    71, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 781.4974365234s, input_fired_time: 8.3682441711, output_fired_time: 6.0285081863, propagate_forward_time: 278.9259948730, propagate_backward_time: 477.6989746094, weight_update_time: 0.9587919712, other_time: 10.4757385254
epoch time: 58.8482055664s, input_fired_time: 0.9836527705, output_fired_time: 0.0000000000, propagate_forward_time: 56.0061531067, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8583984375
validation[          , genome  6281] predictions:    6093/  10000 (60.93%), best:    6167/10000 (61.67%), error:     12013.39551, best error:     11604.66602 on epoch:    71, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 779.8632202148s, input_fired_time: 8.3165683746, output_fired_time: 6.0605764389, propagate_forward_time: 278.3842773438, propagate_backward_time: 476.7164611816, weight_update_time: 0.9574965835, other_time: 10.3853454590
epoch time: 58.8126831055s, input_fired_time: 0.9978544712, output_fired_time: 0.0000000000, propagate_forward_time: 55.8706932068, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9441337585
validation[          , genome  6281] predictions:    6073/  10000 (60.73%), best:    6167/10000 (61.67%), error:     11811.42480, best error:     11604.66602 on epoch:    71, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 797.4489746094s, input_fired_time: 8.3119688034, output_fired_time: 6.0121827126, propagate_forward_time: 278.2655639648, propagate_backward_time: 494.4846191406, weight_update_time: 0.9788670540, other_time: 10.3746337891
epoch time: 58.1180191040s, input_fired_time: 0.9746072888, output_fired_time: 0.0000000000, propagate_forward_time: 55.3405570984, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8028564453
validation[          , genome  6281] predictions:    6113/  10000 (61.13%), best:    6167/10000 (61.67%), error:     11866.31836, best error:     11604.66602 on epoch:    71, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 778.3388671875s, input_fired_time: 8.2838325500, output_fired_time: 5.9757280350, propagate_forward_time: 277.7197265625, propagate_backward_time: 476.0467224121, weight_update_time: 0.9515997767, other_time: 10.3128967285
epoch time: 58.8547897339s, input_fired_time: 0.9742825031, output_fired_time: 0.0000000000, propagate_forward_time: 56.0443992615, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8361091614
validation[          , genome  6281] predictions:    6169/  10000 (61.69%), best:    6167/10000 (61.67%), error:     11716.00293, best error:     11604.66602 on epoch:    71, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 778.6281738281s, input_fired_time: 8.2772722244, output_fired_time: 6.0052561760, propagate_forward_time: 277.8302917480, propagate_backward_time: 476.2203674316, weight_update_time: 0.9514045119, other_time: 10.2949829102
epoch time: 58.6266899109s, input_fired_time: 0.9724689722, output_fired_time: 0.0000000000, propagate_forward_time: 55.8092956543, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8449249268
validation[          , genome  6281] predictions:    6143/  10000 (61.43%), best:    6167/10000 (61.67%), error:     11799.31055, best error:     11604.66602 on epoch:    71, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 777.0053100586s, input_fired_time: 8.2514123917, output_fired_time: 5.9906630516, propagate_forward_time: 277.3064575195, propagate_backward_time: 475.1574707031, weight_update_time: 0.9857611060, other_time: 10.2993164063
epoch time: 58.3751335144s, input_fired_time: 0.9779489040, output_fired_time: 0.0000000000, propagate_forward_time: 55.5717163086, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8254699707
validation[          , genome  6281] predictions:    6151/  10000 (61.51%), best:    6167/10000 (61.67%), error:     11946.25977, best error:     11604.66602 on epoch:    71, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 781.2116088867s, input_fired_time: 8.3940820694, output_fired_time: 6.0956430435, propagate_forward_time: 278.9112548828, propagate_backward_time: 477.4750366211, weight_update_time: 0.9705787301, other_time: 10.3355712891
epoch time: 58.0902862549s, input_fired_time: 0.9800472856, output_fired_time: 0.0000000000, propagate_forward_time: 55.3099517822, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8002853394
validation[          , genome  6281] predictions:    6168/  10000 (61.68%), best:    6167/10000 (61.67%), error:     11740.40137, best error:     11604.66602 on epoch:    71, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 780.0657348633s, input_fired_time: 8.2159042358, output_fired_time: 6.0059523582, propagate_forward_time: 278.6911315918, propagate_backward_time: 476.8645629883, weight_update_time: 0.9631628394, other_time: 10.2881774902
epoch time: 59.0422096252s, input_fired_time: 0.9868496060, output_fired_time: 0.0000000000, propagate_forward_time: 56.1302719116, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9250869751
validation[          , genome  6281] predictions:    6038/  10000 (60.38%), best:    6167/10000 (61.67%), error:     12037.99512, best error:     11604.66602 on epoch:    71, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 794.4083251953s, input_fired_time: 8.4458694458, output_fired_time: 6.1954226494, propagate_forward_time: 283.4419250488, propagate_backward_time: 485.7320556641, weight_update_time: 1.0333437920, other_time: 10.5930480957
epoch time: 62.4412040710s, input_fired_time: 1.0267887115, output_fired_time: 0.0000000000, propagate_forward_time: 59.3871574402, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0272560120
validation[          , genome  6281] predictions:    6022/  10000 (60.22%), best:    6167/10000 (61.67%), error:     12028.60254, best error:     11604.66602 on epoch:    71, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 1399.7399902344s, input_fired_time: 8.2904071808, output_fired_time: 6.0565357208, propagate_forward_time: 895.0055541992, propagate_backward_time: 479.9352416992, weight_update_time: 0.9716535807, other_time: 10.4522705078
epoch time: 58.1805610657s, input_fired_time: 0.9618620276, output_fired_time: 0.0000000000, propagate_forward_time: 55.4194221497, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7992782593
validation[          , genome  6281] predictions:    6029/  10000 (60.29%), best:    6167/10000 (61.67%), error:     12257.98926, best error:     11604.66602 on epoch:    71, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 784.4802246094s, input_fired_time: 8.3284339905, output_fired_time: 6.1042790413, propagate_forward_time: 279.9693908691, propagate_backward_time: 479.4991760254, weight_update_time: 1.0042623281, other_time: 10.5789184570
epoch time: 58.4014778137s, input_fired_time: 0.9706806540, output_fired_time: 0.0000000000, propagate_forward_time: 55.6104698181, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8203277588
validation[          , genome  6281] predictions:    6052/  10000 (60.52%), best:    6167/10000 (61.67%), error:     11937.16406, best error:     11604.66602 on epoch:    71, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 781.4036254883s, input_fired_time: 8.2373323441, output_fired_time: 6.0230627060, propagate_forward_time: 279.1005859375, propagate_backward_time: 477.5727233887, weight_update_time: 0.9585593343, other_time: 10.4699401855
epoch time: 58.1184463501s, input_fired_time: 0.9543299675, output_fired_time: 0.0000000000, propagate_forward_time: 55.3475418091, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8165740967
validation[          , genome  6281] predictions:    6123/  10000 (61.23%), best:    6167/10000 (61.67%), error:     11864.12305, best error:     11604.66602 on epoch:    71, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 778.8888549805s, input_fired_time: 8.1845865250, output_fired_time: 5.9996538162, propagate_forward_time: 277.8933105469, propagate_backward_time: 476.4632263184, weight_update_time: 0.9601504803, other_time: 10.3481140137
epoch time: 57.8350334167s, input_fired_time: 0.9485651851, output_fired_time: 0.0000000000, propagate_forward_time: 55.0965995789, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7898674011
validation[          , genome  6281] predictions:    6067/  10000 (60.67%), best:    6167/10000 (61.67%), error:     11976.76758, best error:     11604.66602 on epoch:    71, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 780.8772583008s, input_fired_time: 8.2961206436, output_fired_time: 6.0342721939, propagate_forward_time: 278.8621215820, propagate_backward_time: 477.2942810059, weight_update_time: 0.9818687439, other_time: 10.3904113770
epoch time: 58.3553543091s, input_fired_time: 0.9699682593, output_fired_time: 0.0000000000, propagate_forward_time: 55.5636901855, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8216972351
validation[          , genome  6281] predictions:    6084/  10000 (60.84%), best:    6167/10000 (61.67%), error:     11983.98438, best error:     11604.66602 on epoch:    71, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 1033.7152099609s, input_fired_time: 8.2397489548, output_fired_time: 6.0732607841, propagate_forward_time: 278.7654113770, propagate_backward_time: 730.2374877930, weight_update_time: 0.9600361586, other_time: 10.3993530273
epoch time: 58.6117897034s, input_fired_time: 1.0088992119, output_fired_time: 0.0000000000, propagate_forward_time: 55.7188415527, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8840484619
validation[          , genome  6281] predictions:    6087/  10000 (60.87%), best:    6167/10000 (61.67%), error:     11858.86035, best error:     11604.66602 on epoch:    71, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 1008.8734130859s, input_fired_time: 8.3293228149, output_fired_time: 6.0573072433, propagate_forward_time: 279.8675537109, propagate_backward_time: 704.1682739258, weight_update_time: 0.9598120451, other_time: 10.4509277344
epoch time: 61.8831596375s, input_fired_time: 0.9896528125, output_fired_time: 0.0000000000, propagate_forward_time: 58.9193534851, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9741516113
validation[          , genome  6281] predictions:    6150/  10000 (61.50%), best:    6167/10000 (61.67%), error:     11820.46875, best error:     11604.66602 on epoch:    71, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 779.4579467773s, input_fired_time: 8.2080650330, output_fired_time: 6.0736832619, propagate_forward_time: 278.3630065918, propagate_backward_time: 476.5322570801, weight_update_time: 0.9570962191, other_time: 10.2809448242
epoch time: 57.9625663757s, input_fired_time: 0.9615114927, output_fired_time: 0.0000000000, propagate_forward_time: 55.2020416260, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7990150452
validation[          , genome  6281] predictions:    6084/  10000 (60.84%), best:    6167/10000 (61.67%), error:     11947.09277, best error:     11604.66602 on epoch:    71, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 779.7613525391s, input_fired_time: 8.2681322098, output_fired_time: 6.0148139000, propagate_forward_time: 278.4426879883, propagate_backward_time: 476.5619812012, weight_update_time: 0.9583377838, other_time: 10.4737243652
epoch time: 58.3837013245s, input_fired_time: 0.9729784727, output_fired_time: 0.0000000000, propagate_forward_time: 55.5559120178, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8548126221
validation[          , genome  6281] predictions:    6086/  10000 (60.86%), best:    6167/10000 (61.67%), error:     11849.60254, best error:     11604.66602 on epoch:    71, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 784.7580566406s, input_fired_time: 8.3742704391, output_fired_time: 6.1265025139, propagate_forward_time: 280.4242248535, propagate_backward_time: 479.2074584961, weight_update_time: 0.9675224423, other_time: 10.6255798340
epoch time: 58.5027732849s, input_fired_time: 0.9703270793, output_fired_time: 0.0000000000, propagate_forward_time: 55.7088432312, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8236045837
validation[          , genome  6281] predictions:    6075/  10000 (60.75%), best:    6167/10000 (61.67%), error:     11784.92578, best error:     11604.66602 on epoch:    71, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 1966.6552734375s, input_fired_time: 8.3619441986, output_fired_time: 6.0374937057, propagate_forward_time: 1464.4207763672, propagate_backward_time: 477.3695983887, weight_update_time: 0.9616049528, other_time: 10.4654846191
epoch time: 58.5531158447s, input_fired_time: 0.9748604298, output_fired_time: 0.0000000000, propagate_forward_time: 55.7295951843, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8486595154
validation[          , genome  6281] predictions:    6163/  10000 (61.63%), best:    6167/10000 (61.67%), error:     11793.87012, best error:     11604.66602 on epoch:    71, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 1521.0876464844s, input_fired_time: 8.2870969772, output_fired_time: 6.0450272560, propagate_forward_time: 278.6114196777, propagate_backward_time: 1217.7270507813, weight_update_time: 0.9623188972, other_time: 10.4169921875
epoch time: 57.9097251892s, input_fired_time: 0.9528089762, output_fired_time: 0.0000000000, propagate_forward_time: 55.1709785461, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7859382629
validation[          , genome  6281] predictions:    6139/  10000 (61.39%), best:    6167/10000 (61.67%), error:     11812.90039, best error:     11604.66602 on epoch:    71, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 780.7315063477s, input_fired_time: 8.2960491180, output_fired_time: 6.0438485146, propagate_forward_time: 278.5296630859, propagate_backward_time: 477.5076904297, weight_update_time: 0.9564679265, other_time: 10.3543090820
epoch time: 58.9367103577s, input_fired_time: 0.9720470905, output_fired_time: 0.0000000000, propagate_forward_time: 56.1344718933, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8301925659
validation[          , genome  6281] predictions:    6093/  10000 (60.93%), best:    6167/10000 (61.67%), error:     11786.53516, best error:     11604.66602 on epoch:    71, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 781.5156250000s, input_fired_time: 8.3290719986, output_fired_time: 6.0438489914, propagate_forward_time: 279.2906799316, propagate_backward_time: 477.4410400391, weight_update_time: 0.9791816473, other_time: 10.4109802246
epoch time: 58.1215972900s, input_fired_time: 0.9691803455, output_fired_time: 0.0000000000, propagate_forward_time: 55.3414878845, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8109283447
validation[          , genome  6281] predictions:    6172/  10000 (61.72%), best:    6167/10000 (61.67%), error:     11701.18652, best error:     11604.66602 on epoch:    71, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 782.6157226563s, input_fired_time: 8.3549985886, output_fired_time: 6.0634098053, propagate_forward_time: 279.3973388672, propagate_backward_time: 478.2420349121, weight_update_time: 0.9647996426, other_time: 10.5579528809
epoch time: 58.1315078735s, input_fired_time: 0.9750617743, output_fired_time: 0.0000000000, propagate_forward_time: 55.3304138184, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8260307312
validation[          , genome  6281] predictions:    6108/  10000 (61.08%), best:    6167/10000 (61.67%), error:     11898.80469, best error:     11604.66602 on epoch:    71, 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: 293.7602233887s, input_fired_time: 4.9481658936, output_fired_time: 0.0000000000, propagate_forward_time: 279.3847045898, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.4273681641
best training[          , genome  6281] predictions:   38459/  50000 (76.92%), best:    6167/10000 (61.67%), error:     33836.05078, best error:     11604.66602 on epoch:    71, 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: 58.2223052979s, input_fired_time: 0.9783560634, output_fired_time: 0.0000000000, propagate_forward_time: 55.3975372314, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8464126587
   testing[          , genome  6281] predictions:    6167/  10000 (61.67%), best:    6167/10000 (61.67%), error:     11604.66602, best error:     11604.66602 on epoch:    71, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
14:51:51 (6720): called boinc_finish(0)

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