Nameexact_genome_1512568488_42_3321_0
Workunit2587838
Created7 Dec 2017, 4:08:47 UTC
Sent7 Dec 2017, 4:12:47 UTC
Report deadline9 Dec 2017, 22:01:22 UTC
Received7 Dec 2017, 5:58:55 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID57938
Run time1 hours 45 min 38 sec
CPU time1 hours 42 min 9 sec
Validate stateValid
Credit685.52
Device peak FLOPS2.90 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size153.85 MB
Peak swap size158.69 MB
Peak disk usage1.99 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
t_fired_time: 0.1171707809, output_fired_time: 0.0000000000, propagate_forward_time: 4.2259736061, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4999189377
validation[          , genome  3321] predictions:    9569/  10000 (95.69%), best:    9569/10000 (95.69%), error:      1467.33350, best error:      1467.33350 on epoch:    14, epoch:   14/100, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 55.0901336670s, input_fired_time: 0.9443289042, output_fired_time: 1.0551128387, propagate_forward_time: 20.0688648224, propagate_backward_time: 30.2237930298, weight_update_time: 0.1486701965, other_time: 2.7980346680
epoch time: 4.7234778404s, input_fired_time: 0.1166896224, output_fired_time: 0.0000000000, propagate_forward_time: 4.1227731705, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4840149879
validation[          , genome  3321] predictions:    9524/  10000 (95.24%), best:    9569/10000 (95.69%), error:      1589.39111, best error:      1467.33350 on epoch:    14, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 56.1827468872s, input_fired_time: 0.9531825185, output_fired_time: 1.0634561777, propagate_forward_time: 20.7261524200, propagate_backward_time: 30.6317634583, weight_update_time: 0.1509930342, other_time: 2.8081932068
epoch time: 4.8484659195s, input_fired_time: 0.1196800247, output_fired_time: 0.0000000000, propagate_forward_time: 4.2168097496, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5119762421
validation[          , genome  3321] predictions:    9577/  10000 (95.77%), best:    9577/10000 (95.77%), error:      1451.07446, best error:      1451.07446 on epoch:    16, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 55.9938049316s, input_fired_time: 0.9616748095, output_fired_time: 1.0615487099, propagate_forward_time: 20.5532798767, propagate_backward_time: 30.5967655182, weight_update_time: 0.1523306221, other_time: 2.8205356598
epoch time: 4.6843581200s, input_fired_time: 0.1161379442, output_fired_time: 0.0000000000, propagate_forward_time: 4.0672473907, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5009727478
validation[          , genome  3321] predictions:    9485/  10000 (94.85%), best:    9577/10000 (95.77%), error:      1731.54724, best error:      1451.07446 on epoch:    16, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 54.6732330322s, input_fired_time: 0.9441148043, output_fired_time: 1.0372771025, propagate_forward_time: 20.0425167084, propagate_backward_time: 29.8489685059, weight_update_time: 0.1494673342, other_time: 2.8003540039
epoch time: 4.8336505890s, input_fired_time: 0.1172336638, output_fired_time: 0.0000000000, propagate_forward_time: 4.2072839737, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5091328621
validation[          , genome  3321] predictions:    9497/  10000 (94.97%), best:    9577/10000 (95.77%), error:      1736.46887, best error:      1451.07446 on epoch:    16, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 53.8673515320s, input_fired_time: 0.9345619082, output_fired_time: 1.0305347443, propagate_forward_time: 19.5423851013, propagate_backward_time: 29.5808601379, weight_update_time: 0.1476287544, other_time: 2.7790069580
epoch time: 4.6735577583s, input_fired_time: 0.1142477095, output_fired_time: 0.0000000000, propagate_forward_time: 4.0478043556, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5115056038
validation[          , genome  3321] predictions:    9559/  10000 (95.59%), best:    9577/10000 (95.77%), error:      1517.10034, best error:      1451.07446 on epoch:    16, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 54.8883094788s, input_fired_time: 0.9420378208, output_fired_time: 1.0397084951, propagate_forward_time: 20.0138759613, propagate_backward_time: 30.0853099823, weight_update_time: 0.1485124379, other_time: 2.8073749542
epoch time: 4.4301161766s, input_fired_time: 0.1111858636, output_fired_time: 0.0000000000, propagate_forward_time: 3.8171818256, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5017483234
validation[          , genome  3321] predictions:    9455/  10000 (94.55%), best:    9577/10000 (95.77%), error:      1797.49500, best error:      1451.07446 on epoch:    16, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 55.7874794006s, input_fired_time: 0.9590050578, output_fired_time: 1.0543591976, propagate_forward_time: 20.5128726959, propagate_backward_time: 30.4059543610, weight_update_time: 0.1497979462, other_time: 2.8552913666
epoch time: 4.7615094185s, input_fired_time: 0.1184275821, output_fired_time: 0.0000000000, propagate_forward_time: 4.1421194077, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5009622574
validation[          , genome  3321] predictions:    9548/  10000 (95.48%), best:    9577/10000 (95.77%), error:      1542.08826, best error:      1451.07446 on epoch:    16, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 56.0763244629s, input_fired_time: 0.9611815810, output_fired_time: 1.0636348724, propagate_forward_time: 20.6555099487, propagate_backward_time: 30.5682621002, weight_update_time: 0.1508832127, other_time: 2.8277339935
epoch time: 4.6966528893s, input_fired_time: 0.1139486805, output_fired_time: 0.0000000000, propagate_forward_time: 4.0956254005, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4870786667
validation[          , genome  3321] predictions:    9553/  10000 (95.53%), best:    9553/10000 (95.53%), error:      1442.63403, best error:      1442.63403 on epoch:    22, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 55.2986221313s, input_fired_time: 0.9470914006, output_fired_time: 1.0469793081, propagate_forward_time: 20.3469047546, propagate_backward_time: 30.1578540802, weight_update_time: 0.1509090364, other_time: 2.7997951508
epoch time: 4.7852168083s, input_fired_time: 0.1231756955, output_fired_time: 0.0000000000, propagate_forward_time: 4.1345252991, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5275158882
validation[          , genome  3321] predictions:    9515/  10000 (95.15%), best:    9553/10000 (95.53%), error:      1557.42383, best error:      1442.63403 on epoch:    22, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 55.0740394592s, input_fired_time: 0.9546031356, output_fired_time: 1.0511358976, propagate_forward_time: 19.9527149200, propagate_backward_time: 30.1809444427, weight_update_time: 0.1512714922, other_time: 2.9346408844
epoch time: 4.8503551483s, input_fired_time: 0.1208846867, output_fired_time: 0.0000000000, propagate_forward_time: 4.2145786285, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5148916245
validation[          , genome  3321] predictions:    9571/  10000 (95.71%), best:    9553/10000 (95.53%), error:      1510.31372, best error:      1442.63403 on epoch:    22, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 55.7881546021s, input_fired_time: 0.9552418590, output_fired_time: 1.0601437092, propagate_forward_time: 20.4320583344, propagate_backward_time: 30.4733562469, weight_update_time: 0.1553960145, other_time: 2.8673572540
epoch time: 4.7860913277s, input_fired_time: 0.1166128442, output_fired_time: 0.0000000000, propagate_forward_time: 4.1696248055, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4998536110
validation[          , genome  3321] predictions:    9604/  10000 (96.04%), best:    9604/10000 (96.04%), error:      1358.40930, best error:      1358.40930 on epoch:    25, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 56.0100746155s, input_fired_time: 0.9590570927, output_fired_time: 1.0603432655, propagate_forward_time: 20.6363506317, propagate_backward_time: 30.5548973083, weight_update_time: 0.1505676359, other_time: 2.7994270325
epoch time: 4.5890789032s, input_fired_time: 0.1138804108, output_fired_time: 0.0000000000, propagate_forward_time: 3.9752974510, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4999008179
validation[          , genome  3321] predictions:    9559/  10000 (95.59%), best:    9604/10000 (96.04%), error:      1471.35242, best error:      1358.40930 on epoch:    25, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 56.1958656311s, input_fired_time: 0.9689382315, output_fired_time: 1.0629787445, propagate_forward_time: 20.6349945068, propagate_backward_time: 30.6167888641, weight_update_time: 0.1518460661, other_time: 2.9121646881
epoch time: 4.8105740547s, input_fired_time: 0.1167226210, output_fired_time: 0.0000000000, propagate_forward_time: 4.1829581261, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5108933449
validation[          , genome  3321] predictions:    9549/  10000 (95.49%), best:    9604/10000 (96.04%), error:      1506.86243, best error:      1358.40930 on epoch:    25, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 55.9867134094s, input_fired_time: 0.9546599388, output_fired_time: 1.0580190420, propagate_forward_time: 20.6488552094, propagate_backward_time: 30.5497474670, weight_update_time: 0.1518141925, other_time: 2.7754325867
epoch time: 4.5267181396s, input_fired_time: 0.1119901761, output_fired_time: 0.0000000000, propagate_forward_time: 3.9287338257, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4859943390
validation[          , genome  3321] predictions:    9551/  10000 (95.51%), best:    9604/10000 (96.04%), error:      1419.02026, best error:      1358.40930 on epoch:    25, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 54.1590690613s, input_fired_time: 0.9408395886, output_fired_time: 1.0333316326, propagate_forward_time: 19.7452468872, propagate_backward_time: 29.6194820404, weight_update_time: 0.1480878592, other_time: 2.8201694489
epoch time: 4.7286643982s, input_fired_time: 0.1161553487, output_fired_time: 0.0000000000, propagate_forward_time: 4.1079754829, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5045337677
validation[          , genome  3321] predictions:    9594/  10000 (95.94%), best:    9594/10000 (95.94%), error:      1351.33313, best error:      1351.33313 on epoch:    29, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 55.7675437927s, input_fired_time: 0.9525274038, output_fired_time: 1.0585256815, propagate_forward_time: 20.5257740021, propagate_backward_time: 30.4626750946, weight_update_time: 0.1513044089, other_time: 2.7680454254
epoch time: 4.7749338150s, input_fired_time: 0.1150440201, output_fired_time: 0.0000000000, propagate_forward_time: 4.1520309448, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5078587532
validation[          , genome  3321] predictions:    9349/  10000 (93.49%), best:    9594/10000 (95.94%), error:      2054.02832, best error:      1351.33313 on epoch:    29, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 56.0523147583s, input_fired_time: 0.9588167071, output_fired_time: 1.0610897541, propagate_forward_time: 20.6138038635, propagate_backward_time: 30.5610408783, weight_update_time: 0.1521895826, other_time: 2.8575649261
epoch time: 4.7678689957s, input_fired_time: 0.1165547967, output_fired_time: 0.0000000000, propagate_forward_time: 4.1504545212, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5008597374
validation[          , genome  3321] predictions:    9502/  10000 (95.02%), best:    9594/10000 (95.94%), error:      1602.62683, best error:      1351.33313 on epoch:    29, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 54.4079055786s, input_fired_time: 0.9362845421, output_fired_time: 1.0279428959, propagate_forward_time: 19.8942966461, propagate_backward_time: 29.7600135803, weight_update_time: 0.1489067525, other_time: 2.7893714905
epoch time: 4.3074488640s, input_fired_time: 0.1092604548, output_fired_time: 0.0000000000, propagate_forward_time: 3.7031180859, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4950702190
validation[          , genome  3321] predictions:    9538/  10000 (95.38%), best:    9594/10000 (95.94%), error:      1528.22717, best error:      1351.33313 on epoch:    29, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 55.9412574768s, input_fired_time: 0.9679691195, output_fired_time: 1.0538537502, propagate_forward_time: 20.5275249481, propagate_backward_time: 30.5130577087, weight_update_time: 0.1501199305, other_time: 2.8788566589
epoch time: 4.4223470688s, input_fired_time: 0.1114795581, output_fired_time: 0.0000000000, propagate_forward_time: 3.8245437145, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4863235950
validation[          , genome  3321] predictions:    9497/  10000 (94.97%), best:    9594/10000 (95.94%), error:      1651.75635, best error:      1351.33313 on epoch:    29, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 54.3473434448s, input_fired_time: 0.9385617971, output_fired_time: 1.0240544081, propagate_forward_time: 19.9245796204, propagate_backward_time: 29.6302356720, weight_update_time: 0.1464198232, other_time: 2.8299121857
epoch time: 4.6308894157s, input_fired_time: 0.1141299233, output_fired_time: 0.0000000000, propagate_forward_time: 4.0047316551, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5120277405
validation[          , genome  3321] predictions:    9598/  10000 (95.98%), best:    9598/10000 (95.98%), error:      1322.40149, best error:      1322.40149 on epoch:    34, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 56.2001914978s, input_fired_time: 0.9666915536, output_fired_time: 1.0650986433, propagate_forward_time: 20.7089653015, propagate_backward_time: 30.6043910980, weight_update_time: 0.1514902711, other_time: 2.8550472260
epoch time: 4.9341878891s, input_fired_time: 0.1221491322, output_fired_time: 0.0000000000, propagate_forward_time: 4.2951078415, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5169310570
validation[          , genome  3321] predictions:    9530/  10000 (95.30%), best:    9598/10000 (95.98%), error:      1560.42725, best error:      1322.40149 on epoch:    34, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 55.7694015503s, input_fired_time: 0.9655012488, output_fired_time: 1.0609097481, propagate_forward_time: 20.4962196350, propagate_backward_time: 30.3967761993, weight_update_time: 0.1493249983, other_time: 2.8499965668
epoch time: 4.6936964989s, input_fired_time: 0.1176140085, output_fired_time: 0.0000000000, propagate_forward_time: 4.0718808174, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5042018890
validation[          , genome  3321] predictions:    9503/  10000 (95.03%), best:    9598/10000 (95.98%), error:      1607.36340, best error:      1322.40149 on epoch:    34, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 55.7014770508s, input_fired_time: 0.9578735828, output_fired_time: 1.0557229519, propagate_forward_time: 20.4902496338, propagate_backward_time: 30.3795051575, weight_update_time: 0.1496151239, other_time: 2.8181266785
epoch time: 4.5866990089s, input_fired_time: 0.1144633293, output_fired_time: 0.0000000000, propagate_forward_time: 3.9720981121, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5001375675
validation[          , genome  3321] predictions:    9463/  10000 (94.63%), best:    9598/10000 (95.98%), error:      1736.01758, best error:      1322.40149 on epoch:    34, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 53.5552291870s, input_fired_time: 0.9340558648, output_fired_time: 1.0139375925, propagate_forward_time: 19.6168861389, propagate_backward_time: 29.2439060211, weight_update_time: 0.1461208016, other_time: 2.7464427948
epoch time: 4.7551317215s, input_fired_time: 0.1159188077, output_fired_time: 0.0000000000, propagate_forward_time: 4.1497101784, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4895029068
validation[          , genome  3321] predictions:    9610/  10000 (96.10%), best:    9610/10000 (96.10%), error:      1305.17334, best error:      1305.17334 on epoch:    38, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 53.6127090454s, input_fired_time: 0.9362165332, output_fired_time: 1.0120698214, propagate_forward_time: 19.6622486115, propagate_backward_time: 29.1856288910, weight_update_time: 0.1462450624, other_time: 2.8165454865
epoch time: 5.0501112938s, input_fired_time: 0.1261455864, output_fired_time: 0.0000000000, propagate_forward_time: 4.3814744949, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5424914360
validation[          , genome  3321] predictions:    9590/  10000 (95.90%), best:    9610/10000 (96.10%), error:      1408.09973, best error:      1305.17334 on epoch:    38, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 55.7070159912s, input_fired_time: 0.9642344713, output_fired_time: 1.0529611111, propagate_forward_time: 20.4502773285, propagate_backward_time: 30.3623580933, weight_update_time: 0.1540245265, other_time: 2.8771896362
epoch time: 4.7091875076s, input_fired_time: 0.1173631474, output_fired_time: 0.0000000000, propagate_forward_time: 4.0958848000, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4959397316
validation[          , genome  3321] predictions:    9592/  10000 (95.92%), best:    9610/10000 (96.10%), error:      1372.37781, best error:      1305.17334 on epoch:    38, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 56.5676231384s, input_fired_time: 0.9775161743, output_fired_time: 1.0685704947, propagate_forward_time: 20.7437229156, propagate_backward_time: 30.8657264709, weight_update_time: 0.1532027274, other_time: 2.9120903015
epoch time: 4.9488973618s, input_fired_time: 0.1249994114, output_fired_time: 0.0000000000, propagate_forward_time: 4.2920188904, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5318789482
validation[          , genome  3321] predictions:    9554/  10000 (95.54%), best:    9610/10000 (96.10%), error:      1481.76917, best error:      1305.17334 on epoch:    38, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 55.7843780518s, input_fired_time: 0.9584388137, output_fired_time: 1.0557149649, propagate_forward_time: 20.5252075195, propagate_backward_time: 30.4072647095, weight_update_time: 0.1501185745, other_time: 2.8377532959
epoch time: 4.9582271576s, input_fired_time: 0.1252297610, output_fired_time: 0.0000000000, propagate_forward_time: 4.3029189110, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5300784111
validation[          , genome  3321] predictions:    9539/  10000 (95.39%), best:    9610/10000 (96.10%), error:      1534.61865, best error:      1305.17334 on epoch:    38, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 56.4381370544s, input_fired_time: 0.9714363813, output_fired_time: 1.0688477755, propagate_forward_time: 20.7840919495, propagate_backward_time: 30.7223167419, weight_update_time: 0.1516676098, other_time: 2.8914451599
epoch time: 4.7240915298s, input_fired_time: 0.1166820303, output_fired_time: 0.0000000000, propagate_forward_time: 4.1140613556, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4933481216
validation[          , genome  3321] predictions:    9606/  10000 (96.06%), best:    9610/10000 (96.10%), error:      1318.42358, best error:      1305.17334 on epoch:    38, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 54.9068031311s, input_fired_time: 0.9447822571, output_fired_time: 1.0464768410, propagate_forward_time: 20.0527057648, propagate_backward_time: 30.0551528931, weight_update_time: 0.1478211284, other_time: 2.8076858521
epoch time: 4.8574862480s, input_fired_time: 0.1240233332, output_fired_time: 0.0000000000, propagate_forward_time: 4.2113208771, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5221419334
validation[          , genome  3321] predictions:    9514/  10000 (95.14%), best:    9610/10000 (96.10%), error:      1563.65173, best error:      1305.17334 on epoch:    38, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 56.0649147034s, input_fired_time: 0.9661053419, output_fired_time: 1.0589163303, propagate_forward_time: 20.6630687714, propagate_backward_time: 30.5865993500, weight_update_time: 0.1499449909, other_time: 2.7902240753
epoch time: 4.7174892426s, input_fired_time: 0.1147271097, output_fired_time: 0.0000000000, propagate_forward_time: 4.1055507660, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4972114563
validation[          , genome  3321] predictions:    9532/  10000 (95.32%), best:    9610/10000 (96.10%), error:      1528.87122, best error:      1305.17334 on epoch:    38, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 55.9403305054s, input_fired_time: 0.9562900066, output_fired_time: 1.0565524101, propagate_forward_time: 20.6441764832, propagate_backward_time: 30.5168418884, weight_update_time: 0.1509104073, other_time: 2.7664680481
epoch time: 4.7116332054s, input_fired_time: 0.1178268865, output_fired_time: 0.0000000000, propagate_forward_time: 4.0795922279, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5142140388
validation[          , genome  3321] predictions:    9591/  10000 (95.91%), best:    9610/10000 (96.10%), error:      1343.72058, best error:      1305.17334 on epoch:    38, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 56.0166091919s, input_fired_time: 0.9670106173, output_fired_time: 1.0625191927, propagate_forward_time: 20.5892620087, propagate_backward_time: 30.5283432007, weight_update_time: 0.1517445743, other_time: 2.8694763184
epoch time: 4.7999024391s, input_fired_time: 0.1179143637, output_fired_time: 0.0000000000, propagate_forward_time: 4.1824984550, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4994897842
validation[          , genome  3321] predictions:    9577/  10000 (95.77%), best:    9610/10000 (96.10%), error:      1395.57495, best error:      1305.17334 on epoch:    38, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 56.6590499878s, input_fired_time: 0.9714866281, output_fired_time: 1.0746107101, propagate_forward_time: 20.8188266754, propagate_backward_time: 30.8878593445, weight_update_time: 0.1524427086, other_time: 2.9062690735
epoch time: 4.7437024117s, input_fired_time: 0.1173970327, output_fired_time: 0.0000000000, propagate_forward_time: 4.1362910271, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4900145531
validation[          , genome  3321] predictions:    9377/  10000 (93.77%), best:    9610/10000 (96.10%), error:      2193.52100, best error:      1305.17334 on epoch:    38, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 56.0235290527s, input_fired_time: 0.9646540284, output_fired_time: 1.0640012026, propagate_forward_time: 20.5331020355, propagate_backward_time: 30.6550235748, weight_update_time: 0.1495083272, other_time: 2.8067455292
epoch time: 4.7003726959s, input_fired_time: 0.1172453016, output_fired_time: 0.0000000000, propagate_forward_time: 4.0754761696, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5076513290
validation[          , genome  3321] predictions:    9559/  10000 (95.59%), best:    9610/10000 (96.10%), error:      1411.93958, best error:      1305.17334 on epoch:    38, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 54.9207229614s, input_fired_time: 0.9545219541, output_fired_time: 1.0409592390, propagate_forward_time: 20.1490058899, propagate_backward_time: 29.9281063080, weight_update_time: 0.1502721310, other_time: 2.8481311798
epoch time: 4.6602087021s, input_fired_time: 0.1142013147, output_fired_time: 0.0000000000, propagate_forward_time: 4.0596776009, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4863295555
validation[          , genome  3321] predictions:    9533/  10000 (95.33%), best:    9610/10000 (96.10%), error:      1527.02869, best error:      1305.17334 on epoch:    38, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 56.1647872925s, input_fired_time: 0.9612463713, output_fired_time: 1.0652122498, propagate_forward_time: 20.7022800446, propagate_backward_time: 30.6187953949, weight_update_time: 0.1513241231, other_time: 2.8172550201
epoch time: 4.6510844231s, input_fired_time: 0.1154394746, output_fired_time: 0.0000000000, propagate_forward_time: 4.0375251770, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4981198311
validation[          , genome  3321] predictions:    9616/  10000 (96.16%), best:    9610/10000 (96.10%), error:      1316.75049, best error:      1305.17334 on epoch:    38, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 55.7835617065s, input_fired_time: 0.9569530487, output_fired_time: 1.0576393604, propagate_forward_time: 20.4899349213, propagate_backward_time: 30.5263557434, weight_update_time: 0.1484019160, other_time: 2.7526741028
epoch time: 4.7613186836s, input_fired_time: 0.1187530160, output_fired_time: 0.0000000000, propagate_forward_time: 4.1510233879, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4915423393
validation[          , genome  3321] predictions:    9584/  10000 (95.84%), best:    9610/10000 (96.10%), error:      1396.56519, best error:      1305.17334 on epoch:    38, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 55.7571182251s, input_fired_time: 0.9560552835, output_fired_time: 1.0583115816, propagate_forward_time: 20.5448913574, propagate_backward_time: 30.4490528107, weight_update_time: 0.1493405998, other_time: 2.7488079071
epoch time: 4.9483003616s, input_fired_time: 0.1240197569, output_fired_time: 0.0000000000, propagate_forward_time: 4.2950811386, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5291996002
validation[          , genome  3321] predictions:    9615/  10000 (96.15%), best:    9610/10000 (96.10%), error:      1354.43433, best error:      1305.17334 on epoch:    38, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 55.5993881226s, input_fired_time: 0.9604390264, output_fired_time: 1.0619995594, propagate_forward_time: 20.3060951233, propagate_backward_time: 30.3939609528, weight_update_time: 0.1501880586, other_time: 2.8768939972
epoch time: 4.6749315262s, input_fired_time: 0.1167257801, output_fired_time: 0.0000000000, propagate_forward_time: 4.0449328423, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5132727623
validation[          , genome  3321] predictions:    9565/  10000 (95.65%), best:    9610/10000 (96.10%), error:      1422.54041, best error:      1305.17334 on epoch:    38, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 55.8965835571s, input_fired_time: 0.9634659290, output_fired_time: 1.0604658127, propagate_forward_time: 20.5622081757, propagate_backward_time: 30.4730072021, weight_update_time: 0.1500106603, other_time: 2.8374328613
epoch time: 4.7338776588s, input_fired_time: 0.1186963171, output_fired_time: 0.0000000000, propagate_forward_time: 4.1101489067, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5050325394
validation[          , genome  3321] predictions:    9642/  10000 (96.42%), best:    9642/10000 (96.42%), error:      1226.04028, best error:      1226.04028 on epoch:    55, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 54.2865180969s, input_fired_time: 0.9448320866, output_fired_time: 1.0306141376, propagate_forward_time: 19.7825298309, propagate_backward_time: 29.6402721405, weight_update_time: 0.1485321969, other_time: 2.8882694244
epoch time: 4.7764821053s, input_fired_time: 0.1191520318, output_fired_time: 0.0000000000, propagate_forward_time: 4.1681685448, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4891614914
validation[          , genome  3321] predictions:    9596/  10000 (95.96%), best:    9642/10000 (96.42%), error:      1374.01013, best error:      1226.04028 on epoch:    55, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 54.9946861267s, input_fired_time: 0.9586545825, output_fired_time: 1.0463956594, propagate_forward_time: 20.1594505310, propagate_backward_time: 29.9924316406, weight_update_time: 0.1494683325, other_time: 2.8377532959
epoch time: 4.4852318764s, input_fired_time: 0.1120674238, output_fired_time: 0.0000000000, propagate_forward_time: 3.8867728710, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4863917828
validation[          , genome  3321] predictions:    9625/  10000 (96.25%), best:    9642/10000 (96.42%), error:      1266.76868, best error:      1226.04028 on epoch:    55, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 55.8579978943s, input_fired_time: 0.9606719613, output_fired_time: 1.0579938889, propagate_forward_time: 20.5274620056, propagate_backward_time: 30.4539546967, weight_update_time: 0.1521275789, other_time: 2.8579158783
epoch time: 4.7033777237s, input_fired_time: 0.1180679202, output_fired_time: 0.0000000000, propagate_forward_time: 4.0756850243, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5096249580
validation[          , genome  3321] predictions:    9556/  10000 (95.56%), best:    9642/10000 (96.42%), error:      1473.47144, best error:      1226.04028 on epoch:    55, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 56.3884162903s, input_fired_time: 0.9755247235, output_fired_time: 1.0670711994, propagate_forward_time: 20.7642345428, propagate_backward_time: 30.7491092682, weight_update_time: 0.1514700353, other_time: 2.8324794769
epoch time: 4.6407451630s, input_fired_time: 0.1171868518, output_fired_time: 0.0000000000, propagate_forward_time: 4.0039515495, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5196065903
validation[          , genome  3321] predictions:    9578/  10000 (95.78%), best:    9642/10000 (96.42%), error:      1487.74084, best error:      1226.04028 on epoch:    55, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 56.0151100159s, input_fired_time: 0.9734653831, output_fired_time: 1.0610893965, propagate_forward_time: 20.5678710938, propagate_backward_time: 30.4757804871, weight_update_time: 0.1524414569, other_time: 2.9369049072
epoch time: 4.7370643616s, input_fired_time: 0.1185655892, output_fired_time: 0.0000000000, propagate_forward_time: 4.1189217567, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4995770454
validation[          , genome  3321] predictions:    9624/  10000 (96.24%), best:    9642/10000 (96.42%), error:      1242.17419, best error:      1226.04028 on epoch:    55, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 55.6280441284s, input_fired_time: 0.9514110684, output_fired_time: 1.0550036430, propagate_forward_time: 20.4323711395, propagate_backward_time: 30.3913497925, weight_update_time: 0.1502601206, other_time: 2.7979049683
epoch time: 4.8231291771s, input_fired_time: 0.1220264137, output_fired_time: 0.0000000000, propagate_forward_time: 4.1958341599, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5052685738
validation[          , genome  3321] predictions:    9597/  10000 (95.97%), best:    9642/10000 (96.42%), error:      1377.31042, best error:      1226.04028 on epoch:    55, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 55.0428276062s, input_fired_time: 0.9543847442, output_fired_time: 1.0485357046, propagate_forward_time: 20.0839004517, propagate_backward_time: 30.0865554810, weight_update_time: 0.1487559229, other_time: 2.8694534302
epoch time: 5.0651569366s, input_fired_time: 0.1273534000, output_fired_time: 0.0000000000, propagate_forward_time: 4.3991818428, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5386219025
validation[          , genome  3321] predictions:    9563/  10000 (95.63%), best:    9642/10000 (96.42%), error:      1373.66235, best error:      1226.04028 on epoch:    55, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 56.1534042358s, input_fired_time: 0.9699850082, output_fired_time: 1.0619306564, propagate_forward_time: 20.6592407227, propagate_backward_time: 30.6171092987, weight_update_time: 0.1508082002, other_time: 2.8451366425
epoch time: 4.6748485565s, input_fired_time: 0.1177550182, output_fired_time: 0.0000000000, propagate_forward_time: 4.0474286079, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5096650124
validation[          , genome  3321] predictions:    9615/  10000 (96.15%), best:    9642/10000 (96.42%), error:      1299.18726, best error:      1226.04028 on epoch:    55, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 56.1153488159s, input_fired_time: 0.9726216793, output_fired_time: 1.0650446415, propagate_forward_time: 20.5803375244, propagate_backward_time: 30.5948123932, weight_update_time: 0.1520829350, other_time: 2.9025325775
epoch time: 4.7951898575s, input_fired_time: 0.1188922822, output_fired_time: 0.0000000000, propagate_forward_time: 4.1617069244, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5145907402
validation[          , genome  3321] predictions:    9558/  10000 (95.58%), best:    9642/10000 (96.42%), error:      1498.12964, best error:      1226.04028 on epoch:    55, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 56.0550041199s, input_fired_time: 0.9727407694, output_fired_time: 1.0657635927, propagate_forward_time: 20.4827613831, propagate_backward_time: 30.5786800385, weight_update_time: 0.1526167393, other_time: 2.9550571442
epoch time: 4.8769850731s, input_fired_time: 0.1226271540, output_fired_time: 0.0000000000, propagate_forward_time: 4.2333116531, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5210461617
validation[          , genome  3321] predictions:    9606/  10000 (96.06%), best:    9642/10000 (96.42%), error:      1295.57434, best error:      1226.04028 on epoch:    55, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 55.5832443237s, input_fired_time: 0.9603170753, output_fired_time: 1.0575807095, propagate_forward_time: 20.3800945282, propagate_backward_time: 30.3895053864, weight_update_time: 0.1498006731, other_time: 2.7957515717
epoch time: 4.7789988518s, input_fired_time: 0.1203571185, output_fired_time: 0.0000000000, propagate_forward_time: 4.1427612305, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5158805847
validation[          , genome  3321] predictions:    9592/  10000 (95.92%), best:    9642/10000 (96.42%), error:      1298.62732, best error:      1226.04028 on epoch:    55, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 56.3015823364s, input_fired_time: 0.9733338952, output_fired_time: 1.0689265728, propagate_forward_time: 20.7006492615, propagate_backward_time: 30.6762695313, weight_update_time: 0.1515557319, other_time: 2.8824005127
epoch time: 4.8467879295s, input_fired_time: 0.1222246066, output_fired_time: 0.0000000000, propagate_forward_time: 4.2123327255, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5122303963
validation[          , genome  3321] predictions:    9593/  10000 (95.93%), best:    9642/10000 (96.42%), error:      1385.30237, best error:      1226.04028 on epoch:    55, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 55.6410942078s, input_fired_time: 0.9664990902, output_fired_time: 1.0529953241, propagate_forward_time: 20.4405574799, propagate_backward_time: 30.3850154877, weight_update_time: 0.1477670074, other_time: 2.7960300446
epoch time: 4.7669286728s, input_fired_time: 0.1185927540, output_fired_time: 0.0000000000, propagate_forward_time: 4.1587538719, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4895820618
validation[          , genome  3321] predictions:    9623/  10000 (96.23%), best:    9642/10000 (96.42%), error:      1276.33398, best error:      1226.04028 on epoch:    55, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 55.9275665283s, input_fired_time: 0.9636999965, output_fired_time: 1.0601559877, propagate_forward_time: 20.6201744080, propagate_backward_time: 30.4864082336, weight_update_time: 0.1481975466, other_time: 2.7971267700
epoch time: 4.7833647728s, input_fired_time: 0.1216809824, output_fired_time: 0.0000000000, propagate_forward_time: 4.1728835106, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4888000488
validation[          , genome  3321] predictions:    9567/  10000 (95.67%), best:    9642/10000 (96.42%), error:      1457.97351, best error:      1226.04028 on epoch:    55, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 56.1011161804s, input_fired_time: 0.9661482573, output_fired_time: 1.0622415543, propagate_forward_time: 20.6692810059, propagate_backward_time: 30.6078548431, weight_update_time: 0.1503532082, other_time: 2.7955913544
epoch time: 4.8496642113s, input_fired_time: 0.1190346554, output_fired_time: 0.0000000000, propagate_forward_time: 4.2301249504, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5005044937
validation[          , genome  3321] predictions:    9561/  10000 (95.61%), best:    9642/10000 (96.42%), error:      1539.95947, best error:      1226.04028 on epoch:    55, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 56.3938865662s, input_fired_time: 0.9686168432, output_fired_time: 1.0697056055, propagate_forward_time: 20.7851715088, propagate_backward_time: 30.7588405609, weight_update_time: 0.1537360996, other_time: 2.8115520477
epoch time: 4.5343680382s, input_fired_time: 0.1164133549, output_fired_time: 0.0000000000, propagate_forward_time: 3.9087200165, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5092344284
validation[          , genome  3321] predictions:    9622/  10000 (96.22%), best:    9642/10000 (96.42%), error:      1266.16077, best error:      1226.04028 on epoch:    55, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 55.9560699463s, input_fired_time: 0.9655912519, output_fired_time: 1.0625528097, propagate_forward_time: 20.5061855316, propagate_backward_time: 30.5888729095, weight_update_time: 0.1517914087, other_time: 2.8328647614
epoch time: 4.8432526588s, input_fired_time: 0.1204847544, output_fired_time: 0.0000000000, propagate_forward_time: 4.1985111237, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5242567062
validation[          , genome  3321] predictions:    9578/  10000 (95.78%), best:    9642/10000 (96.42%), error:      1380.26685, best error:      1226.04028 on epoch:    55, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 55.8946228027s, input_fired_time: 0.9666497707, output_fired_time: 1.0542682409, propagate_forward_time: 20.5624332428, propagate_backward_time: 30.4530563354, weight_update_time: 0.1511649042, other_time: 2.8582153320
epoch time: 4.7374329567s, input_fired_time: 0.1181071848, output_fired_time: 0.0000000000, propagate_forward_time: 4.1228499413, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4964756966
validation[          , genome  3321] predictions:    9631/  10000 (96.31%), best:    9642/10000 (96.42%), error:      1237.85376, best error:      1226.04028 on epoch:    55, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 55.9444465637s, input_fired_time: 0.9683420658, output_fired_time: 1.0647425652, propagate_forward_time: 20.4479713440, propagate_backward_time: 30.5721454620, weight_update_time: 0.1515335590, other_time: 2.8912448883
epoch time: 4.7457208633s, input_fired_time: 0.1203410178, output_fired_time: 0.0000000000, propagate_forward_time: 4.1331520081, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4922280312
validation[          , genome  3321] predictions:    9620/  10000 (96.20%), best:    9642/10000 (96.42%), error:      1240.50525, best error:      1226.04028 on epoch:    55, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 56.9775695801s, input_fired_time: 0.9789278507, output_fired_time: 1.0726271868, propagate_forward_time: 20.9844608307, propagate_backward_time: 31.0686817169, weight_update_time: 0.1538775861, other_time: 2.8728694916
epoch time: 4.7121152878s, input_fired_time: 0.1194943562, output_fired_time: 0.0000000000, propagate_forward_time: 4.1047840118, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4878368378
validation[          , genome  3321] predictions:    9603/  10000 (96.03%), best:    9642/10000 (96.42%), error:      1334.66724, best error:      1226.04028 on epoch:    55, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 55.2087440491s, input_fired_time: 0.9518978000, output_fired_time: 1.0466276407, propagate_forward_time: 20.1576614380, propagate_backward_time: 30.2599658966, weight_update_time: 0.1485040188, other_time: 2.7925930023
epoch time: 4.7880907059s, input_fired_time: 0.1201232448, output_fired_time: 0.0000000000, propagate_forward_time: 4.1515364647, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5164308548
validation[          , genome  3321] predictions:    9591/  10000 (95.91%), best:    9642/10000 (96.42%), error:      1393.38525, best error:      1226.04028 on epoch:    55, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 55.7863159180s, input_fired_time: 0.9713965058, output_fired_time: 1.0531638861, propagate_forward_time: 20.4744071960, propagate_backward_time: 30.4192218781, weight_update_time: 0.1514880657, other_time: 2.8681240082
epoch time: 4.7325143814s, input_fired_time: 0.1158518791, output_fired_time: 0.0000000000, propagate_forward_time: 4.1293220520, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4873404503
validation[          , genome  3321] predictions:    9579/  10000 (95.79%), best:    9642/10000 (96.42%), error:      1364.68591, best error:      1226.04028 on epoch:    55, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 55.9451026917s, input_fired_time: 0.9696297646, output_fired_time: 1.0626536608, propagate_forward_time: 20.4746589661, propagate_backward_time: 30.4960575104, weight_update_time: 0.1526055038, other_time: 2.9421024323
epoch time: 4.7787828445s, input_fired_time: 0.1201920286, output_fired_time: 0.0000000000, propagate_forward_time: 4.1351723671, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5234184265
validation[          , genome  3321] predictions:    9536/  10000 (95.36%), best:    9642/10000 (96.42%), error:      1488.01477, best error:      1226.04028 on epoch:    55, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 56.1330871582s, input_fired_time: 0.9750277400, output_fired_time: 1.0641915798, propagate_forward_time: 20.6214122772, propagate_backward_time: 30.5879192352, weight_update_time: 0.1544154584, other_time: 2.8845386505
epoch time: 4.2328786850s, input_fired_time: 0.1124651209, output_fired_time: 0.0000000000, propagate_forward_time: 3.6025900841, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5178236961
validation[          , genome  3321] predictions:    9609/  10000 (96.09%), best:    9642/10000 (96.42%), error:      1340.29395, best error:      1226.04028 on epoch:    55, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 55.3400459290s, input_fired_time: 0.9640098810, output_fired_time: 1.0495735407, propagate_forward_time: 20.3716640472, propagate_backward_time: 30.1612625122, weight_update_time: 0.1492593139, other_time: 2.7935409546
epoch time: 4.7848620415s, input_fired_time: 0.1186869442, output_fired_time: 0.0000000000, propagate_forward_time: 4.1593804359, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5067944527
validation[          , genome  3321] predictions:    9623/  10000 (96.23%), best:    9642/10000 (96.42%), error:      1266.15869, best error:      1226.04028 on epoch:    55, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 56.3186836243s, input_fired_time: 0.9709067941, output_fired_time: 1.0661756992, propagate_forward_time: 20.6756229401, propagate_backward_time: 30.7339172363, weight_update_time: 0.1538186818, other_time: 2.8720626831
epoch time: 4.6866698265s, input_fired_time: 0.1182106882, output_fired_time: 0.0000000000, propagate_forward_time: 4.0836944580, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4847645760
validation[          , genome  3321] predictions:    9601/  10000 (96.01%), best:    9642/10000 (96.42%), error:      1325.98047, best error:      1226.04028 on epoch:    55, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 55.1599693298s, input_fired_time: 0.9576759934, output_fired_time: 1.0583219528, propagate_forward_time: 20.0686473846, propagate_backward_time: 30.2606544495, weight_update_time: 0.1492587626, other_time: 2.8146705627
epoch time: 4.8110394478s, input_fired_time: 0.1213350669, output_fired_time: 0.0000000000, propagate_forward_time: 4.1754393578, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5142650604
validation[          , genome  3321] predictions:    9542/  10000 (95.42%), best:    9642/10000 (96.42%), error:      1591.77002, best error:      1226.04028 on epoch:    55, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 55.4789009094s, input_fired_time: 0.9639874101, output_fired_time: 1.0547665358, propagate_forward_time: 20.3377494812, propagate_backward_time: 30.3511104584, weight_update_time: 0.1472681761, other_time: 2.7712841034
epoch time: 4.9719815254s, input_fired_time: 0.1265245378, output_fired_time: 0.0000000000, propagate_forward_time: 4.3162350655, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5292220116
validation[          , genome  3321] predictions:    9607/  10000 (96.07%), best:    9642/10000 (96.42%), error:      1310.99377, best error:      1226.04028 on epoch:    55, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 55.9380111694s, input_fired_time: 0.9681894779, output_fired_time: 1.0551844835, propagate_forward_time: 20.5646858215, propagate_backward_time: 30.5687065125, weight_update_time: 0.1497275531, other_time: 2.7812461853
epoch time: 4.7626261711s, input_fired_time: 0.1199657172, output_fired_time: 0.0000000000, propagate_forward_time: 4.1385006905, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5041599274
validation[          , genome  3321] predictions:    9625/  10000 (96.25%), best:    9642/10000 (96.42%), error:      1254.36340, best error:      1226.04028 on epoch:    55, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 55.6491050720s, input_fired_time: 0.9710658193, output_fired_time: 1.0511450768, propagate_forward_time: 20.4145660400, propagate_backward_time: 30.2806110382, weight_update_time: 0.1517455727, other_time: 2.9317188263
epoch time: 4.5299673080s, input_fired_time: 0.1156434342, output_fired_time: 0.0000000000, propagate_forward_time: 3.9205503464, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4937734604
validation[          , genome  3321] predictions:    9607/  10000 (96.07%), best:    9642/10000 (96.42%), error:      1326.84912, best error:      1226.04028 on epoch:    55, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 55.9528732300s, input_fired_time: 0.9675236940, output_fired_time: 1.0512719154, propagate_forward_time: 20.5128822327, propagate_backward_time: 30.5456638336, weight_update_time: 0.1502426416, other_time: 2.8755283356
epoch time: 4.7701439857s, input_fired_time: 0.1207258329, output_fired_time: 0.0000000000, propagate_forward_time: 4.1525354385, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4968829155
validation[          , genome  3321] predictions:    9608/  10000 (96.08%), best:    9642/10000 (96.42%), error:      1311.81445, best error:      1226.04028 on epoch:    55, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 56.2538986206s, input_fired_time: 0.9794436097, output_fired_time: 1.0648924112, propagate_forward_time: 20.6460514069, propagate_backward_time: 30.6877956390, weight_update_time: 0.1532366127, other_time: 2.8757190704
epoch time: 4.7625236511s, input_fired_time: 0.1173345670, output_fired_time: 0.0000000000, propagate_forward_time: 4.1522960663, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4928932190
validation[          , genome  3321] predictions:    9597/  10000 (95.97%), best:    9642/10000 (96.42%), error:      1335.85071, best error:      1226.04028 on epoch:    55, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 55.7941856384s, input_fired_time: 0.9730639458, output_fired_time: 1.0568701029, propagate_forward_time: 20.3890495300, propagate_backward_time: 30.5070209503, weight_update_time: 0.1497779638, other_time: 2.8681812286
epoch time: 4.7199778557s, input_fired_time: 0.1172555983, output_fired_time: 0.0000000000, propagate_forward_time: 4.1162862778, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4864358902
validation[          , genome  3321] predictions:    9646/  10000 (96.46%), best:    9642/10000 (96.42%), error:      1242.98120, best error:      1226.04028 on epoch:    55, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 55.6434288025s, input_fired_time: 0.9689396024, output_fired_time: 1.0601389408, propagate_forward_time: 20.4164066315, propagate_backward_time: 30.3302497864, weight_update_time: 0.1513147950, other_time: 2.8676948547
epoch time: 4.8979377747s, input_fired_time: 0.1236591190, output_fired_time: 0.0000000000, propagate_forward_time: 4.2563409805, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5179376602
validation[          , genome  3321] predictions:    9629/  10000 (96.29%), best:    9642/10000 (96.42%), error:      1267.46851, best error:      1226.04028 on epoch:    55, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 55.8112716675s, input_fired_time: 0.9779906869, output_fired_time: 1.0502609015, propagate_forward_time: 20.4349880219, propagate_backward_time: 30.3974285126, weight_update_time: 0.1535509676, other_time: 2.9506015778
epoch time: 4.7817044258s, input_fired_time: 0.1215068772, output_fired_time: 0.0000000000, propagate_forward_time: 4.1400876045, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5201101303
validation[          , genome  3321] predictions:    9587/  10000 (95.87%), best:    9642/10000 (96.42%), error:      1354.51404, best error:      1226.04028 on epoch:    55, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 56.5994682312s, input_fired_time: 0.9773496985, output_fired_time: 1.0797725916, propagate_forward_time: 20.8010406494, propagate_backward_time: 30.9141845703, weight_update_time: 0.1515151411, other_time: 2.8271217346
epoch time: 4.7086763382s, input_fired_time: 0.1178839952, output_fired_time: 0.0000000000, propagate_forward_time: 4.0913543701, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4994378090
validation[          , genome  3321] predictions:    9592/  10000 (95.92%), best:    9642/10000 (96.42%), error:      1397.29773, best error:      1226.04028 on epoch:    55, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 56.4070358276s, input_fired_time: 0.9749584198, output_fired_time: 1.0624078512, propagate_forward_time: 20.7921390533, propagate_backward_time: 30.7646808624, weight_update_time: 0.1500066072, other_time: 2.8128490448
epoch time: 4.7588214874s, input_fired_time: 0.1202241853, output_fired_time: 0.0000000000, propagate_forward_time: 4.1272101402, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5113873482
validation[          , genome  3321] predictions:    9592/  10000 (95.92%), best:    9642/10000 (96.42%), error:      1307.33472, best error:      1226.04028 on epoch:    55, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 55.8393211365s, input_fired_time: 0.9751784801, output_fired_time: 1.0551162958, propagate_forward_time: 20.4862327576, propagate_backward_time: 30.4555988312, weight_update_time: 0.1508545727, other_time: 2.8671970367
epoch time: 4.5431060791s, input_fired_time: 0.1139580458, output_fired_time: 0.0000000000, propagate_forward_time: 3.9374308586, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4917173386
validation[          , genome  3321] predictions:    9609/  10000 (96.09%), best:    9642/10000 (96.42%), error:      1357.88574, best error:      1226.04028 on epoch:    55, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 55.4879455566s, input_fired_time: 0.9646412730, output_fired_time: 1.0468612909, propagate_forward_time: 20.3427066803, propagate_backward_time: 30.3203639984, weight_update_time: 0.1495058239, other_time: 2.8133716583
epoch time: 4.6917390823s, input_fired_time: 0.1198608801, output_fired_time: 0.0000000000, propagate_forward_time: 4.0655627251, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5063157082
validation[          , genome  3321] predictions:    9594/  10000 (95.94%), best:    9642/10000 (96.42%), error:      1344.05151, best error:      1226.04028 on epoch:    55, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 56.2221794128s, input_fired_time: 0.9739671350, output_fired_time: 1.0601385832, propagate_forward_time: 20.6133155823, propagate_backward_time: 30.6694240570, weight_update_time: 0.1529274732, other_time: 2.9053325653
epoch time: 4.7520575523s, input_fired_time: 0.1206191406, output_fired_time: 0.0000000000, propagate_forward_time: 4.1444959641, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4869422913
validation[          , genome  3321] predictions:    9614/  10000 (96.14%), best:    9642/10000 (96.42%), error:      1296.21094, best error:      1226.04028 on epoch:    55, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 55.6194801331s, input_fired_time: 0.9658442140, output_fired_time: 1.0555233955, propagate_forward_time: 20.3542461395, propagate_backward_time: 30.4356384277, weight_update_time: 0.1508027166, other_time: 2.8082275391
epoch time: 4.7720880508s, input_fired_time: 0.1203843802, output_fired_time: 0.0000000000, propagate_forward_time: 4.1587429047, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4929609299
validation[          , genome  3321] predictions:    9441/  10000 (94.41%), best:    9642/10000 (96.42%), error:      1846.32434, best error:      1226.04028 on epoch:    55, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 55.9849777222s, input_fired_time: 0.9735758305, output_fired_time: 1.0555646420, propagate_forward_time: 20.5914402008, propagate_backward_time: 30.4265480042, weight_update_time: 0.1535575688, other_time: 2.9378471375
epoch time: 4.2513380051s, input_fired_time: 0.1114956364, output_fired_time: 0.0000000000, propagate_forward_time: 3.6289794445, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5108630657
validation[          , genome  3321] predictions:    9487/  10000 (94.87%), best:    9642/10000 (96.42%), error:      1750.61267, best error:      1226.04028 on epoch:    55, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 55.4671325684s, input_fired_time: 0.9555345178, output_fired_time: 1.0531464815, propagate_forward_time: 20.3699321747, propagate_backward_time: 30.3057498932, weight_update_time: 0.1500265598, other_time: 2.7827663422
epoch time: 4.7542238235s, input_fired_time: 0.1172993481, output_fired_time: 0.0000000000, propagate_forward_time: 4.1454663277, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4914579391
validation[          , genome  3321] predictions:    9509/  10000 (95.09%), best:    9642/10000 (96.42%), error:      1628.28967, best error:      1226.04028 on epoch:    55, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 55.4708824158s, input_fired_time: 0.9566293359, output_fired_time: 1.0559390783, propagate_forward_time: 20.3109130859, propagate_backward_time: 30.2977733612, weight_update_time: 0.1509314030, other_time: 2.8496265411
epoch time: 5.1062955856s, input_fired_time: 0.1284767836, output_fired_time: 0.0000000000, propagate_forward_time: 4.4284520149, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5493669510
validation[          , genome  3321] predictions:    9559/  10000 (95.59%), best:    9642/10000 (96.42%), error:      1467.26392, best error:      1226.04028 on epoch:    55, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 55.7601318359s, input_fired_time: 0.9640025496, output_fired_time: 1.0520410538, propagate_forward_time: 20.4801559448, propagate_backward_time: 30.3908061981, weight_update_time: 0.1522364318, other_time: 2.8731288910
epoch time: 4.7124152184s, input_fired_time: 0.1169167906, output_fired_time: 0.0000000000, propagate_forward_time: 4.1047196388, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4907789230
validation[          , genome  3321] predictions:    9579/  10000 (95.79%), best:    9642/10000 (96.42%), error:      1425.13623, best error:      1226.04028 on epoch:    55, 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: 24.4013080597s, input_fired_time: 0.6034576297, output_fired_time: 0.0000000000, propagate_forward_time: 21.1474132538, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6504364014
best training[          , genome  3321] predictions:   48928/  50000 (97.86%), best:    9642/10000 (96.42%), error:      3989.79443, best error:      1226.04028 on epoch:    55, 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: 4.6508440971s, input_fired_time: 0.1154251844, output_fired_time: 0.0000000000, propagate_forward_time: 4.0466928482, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4887261391
   testing[          , genome  3321] predictions:    9689/  10000 (96.89%), best:    9642/10000 (96.42%), error:      1054.78442, best error:      1226.04028 on epoch:    55, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
13:58:33 (1316): called boinc_finish(0)

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