Nameexact_genome_1512568488_41_6736_0
Workunit2604928
Created7 Dec 2017, 21:35:25 UTC
Sent7 Dec 2017, 21:40:42 UTC
Report deadline15 Dec 2017, 0:56:23 UTC
Received8 Dec 2017, 8:56:49 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID51414
Run time4 hours 4 min 6 sec
CPU time3 hours 53 min 44 sec
Validate stateValid
Credit1,783.98
Device peak FLOPS2.56 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size153.28 MB
Peak swap size158.21 MB
Peak disk usage1.79 MB

Stderr output

<core_client_version>7.6.33</core_client_version>
<![CDATA[
<stderr_txt>
5352
validation[          , genome  6736] predictions:    9598/  10000 (95.98%), best:    9641/10000 (96.41%), error:      1305.95203, best error:      1201.78467 on epoch:     5, epoch:   14/100, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 130.6372528076s, input_fired_time: 1.3077492714, output_fired_time: 1.1983808279, propagate_forward_time: 49.6807937622, propagate_backward_time: 75.3198699951, weight_update_time: 0.1609477550, other_time: 3.1304550171
epoch time: 10.7813358307s, input_fired_time: 0.1752222925, output_fired_time: 0.0000000000, propagate_forward_time: 10.0273571014, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5787563324
validation[          , genome  6736] predictions:    9667/  10000 (96.67%), best:    9667/10000 (96.67%), error:      1106.15869, best error:      1106.15869 on epoch:    15, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 130.5869903564s, input_fired_time: 1.2578638792, output_fired_time: 1.2581568956, propagate_forward_time: 49.5320777893, propagate_backward_time: 75.3743133545, weight_update_time: 0.1510761231, other_time: 3.1645812988
epoch time: 10.5545644760s, input_fired_time: 0.1571563482, output_fired_time: 0.0000000000, propagate_forward_time: 9.8345880508, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5628204346
validation[          , genome  6736] predictions:    9656/  10000 (96.56%), best:    9667/10000 (96.67%), error:      1148.86536, best error:      1106.15869 on epoch:    15, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 130.0431823730s, input_fired_time: 1.2700330019, output_fired_time: 1.2119848728, propagate_forward_time: 49.3996315002, propagate_backward_time: 75.0078582764, weight_update_time: 0.1540791392, other_time: 3.1536712646
epoch time: 10.4235315323s, input_fired_time: 0.1590194851, output_fired_time: 0.0000000000, propagate_forward_time: 9.7045488358, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5599632263
validation[          , genome  6736] predictions:    9617/  10000 (96.17%), best:    9667/10000 (96.67%), error:      1296.97559, best error:      1106.15869 on epoch:    15, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 130.5709075928s, input_fired_time: 1.2714976072, output_fired_time: 1.2027369738, propagate_forward_time: 49.5482063293, propagate_backward_time: 75.4419631958, weight_update_time: 0.1505539119, other_time: 3.1064987183
epoch time: 10.7529201508s, input_fired_time: 0.1648425162, output_fired_time: 0.0000000000, propagate_forward_time: 9.9888105392, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5992670059
validation[          , genome  6736] predictions:    9623/  10000 (96.23%), best:    9667/10000 (96.67%), error:      1213.38660, best error:      1106.15869 on epoch:    15, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 130.0380401611s, input_fired_time: 1.2745800018, output_fired_time: 1.1987147331, propagate_forward_time: 49.3072853088, propagate_backward_time: 75.1341781616, weight_update_time: 0.1501934677, other_time: 3.1232833862
epoch time: 10.5899801254s, input_fired_time: 0.1598018855, output_fired_time: 0.0000000000, propagate_forward_time: 9.8684387207, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5617399216
validation[          , genome  6736] predictions:    9581/  10000 (95.81%), best:    9667/10000 (96.67%), error:      1360.39343, best error:      1106.15869 on epoch:    15, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 130.4617309570s, input_fired_time: 1.2653344870, output_fired_time: 1.1971833706, propagate_forward_time: 49.5220832825, propagate_backward_time: 75.3520812988, weight_update_time: 0.1492257714, other_time: 3.1250457764
epoch time: 10.7875747681s, input_fired_time: 0.1589211971, output_fired_time: 0.0000000000, propagate_forward_time: 10.0585956573, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5700578690
validation[          , genome  6736] predictions:    9547/  10000 (95.47%), best:    9667/10000 (96.67%), error:      1401.25647, best error:      1106.15869 on epoch:    15, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 130.5801086426s, input_fired_time: 1.3298020363, output_fired_time: 1.1878468990, propagate_forward_time: 49.5176658630, propagate_backward_time: 75.4157485962, weight_update_time: 0.1521355361, other_time: 3.1290359497
epoch time: 10.6541500092s, input_fired_time: 0.1661905646, output_fired_time: 0.0000000000, propagate_forward_time: 9.9159612656, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5719985962
validation[          , genome  6736] predictions:    9531/  10000 (95.31%), best:    9667/10000 (96.67%), error:      1487.69922, best error:      1106.15869 on epoch:    15, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 130.3558807373s, input_fired_time: 1.2878557444, output_fired_time: 1.1940667629, propagate_forward_time: 49.3919105530, propagate_backward_time: 75.3627471924, weight_update_time: 0.1483456492, other_time: 3.1192932129
epoch time: 10.8994655609s, input_fired_time: 0.1609927863, output_fired_time: 0.0000000000, propagate_forward_time: 10.1490411758, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5894317627
validation[          , genome  6736] predictions:    9667/  10000 (96.67%), best:    9667/10000 (96.67%), error:      1060.14587, best error:      1060.14587 on epoch:    22, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 130.7368316650s, input_fired_time: 1.2781331539, output_fired_time: 1.1902977228, propagate_forward_time: 49.5682754517, propagate_backward_time: 75.5687866211, weight_update_time: 0.1522409618, other_time: 3.1313400269
epoch time: 10.5891628265s, input_fired_time: 0.1631431580, output_fired_time: 0.0000000000, propagate_forward_time: 9.8422517776, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5837678909
validation[          , genome  6736] predictions:    9673/  10000 (96.73%), best:    9667/10000 (96.67%), error:      1062.07520, best error:      1060.14587 on epoch:    22, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 132.1370544434s, input_fired_time: 1.2763261795, output_fired_time: 1.2225806713, propagate_forward_time: 50.3387145996, propagate_backward_time: 76.1552963257, weight_update_time: 0.1503209323, other_time: 3.1441421509
epoch time: 10.6656045914s, input_fired_time: 0.1630643308, output_fired_time: 0.0000000000, propagate_forward_time: 9.9400625229, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5624780655
validation[          , genome  6736] predictions:    9287/  10000 (92.87%), best:    9667/10000 (96.67%), error:      2253.46924, best error:      1060.14587 on epoch:    22, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 130.7456665039s, input_fired_time: 1.2954849005, output_fired_time: 1.1997466087, propagate_forward_time: 49.5021820068, propagate_backward_time: 75.6213836670, weight_update_time: 0.1484347284, other_time: 3.1268615723
epoch time: 10.6766586304s, input_fired_time: 0.1599789858, output_fired_time: 0.0000000000, propagate_forward_time: 9.9552621841, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5614175797
validation[          , genome  6736] predictions:    9680/  10000 (96.80%), best:    9667/10000 (96.67%), error:      1063.28918, best error:      1060.14587 on epoch:    22, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 130.3540954590s, input_fired_time: 1.2843604088, output_fired_time: 1.2180217505, propagate_forward_time: 49.3868980408, propagate_backward_time: 75.2913818359, weight_update_time: 0.1571516991, other_time: 3.1734313965
epoch time: 10.7059774399s, input_fired_time: 0.1605606079, output_fired_time: 0.0000000000, propagate_forward_time: 9.9730815887, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5723352432
validation[          , genome  6736] predictions:    9510/  10000 (95.10%), best:    9667/10000 (96.67%), error:      1559.58679, best error:      1060.14587 on epoch:    22, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 130.0855102539s, input_fired_time: 1.3057641983, output_fired_time: 1.2047569752, propagate_forward_time: 49.5449142456, propagate_backward_time: 74.9167404175, weight_update_time: 0.1501919478, other_time: 3.1133270264
epoch time: 10.6154737473s, input_fired_time: 0.1590917110, output_fired_time: 0.0000000000, propagate_forward_time: 9.8880548477, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5683269501
validation[          , genome  6736] predictions:    9632/  10000 (96.32%), best:    9667/10000 (96.67%), error:      1134.19495, best error:      1060.14587 on epoch:    22, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 131.9492340088s, input_fired_time: 1.3027998209, output_fired_time: 1.2548108101, propagate_forward_time: 50.1208915710, propagate_backward_time: 76.0729751587, weight_update_time: 0.1499958336, other_time: 3.1977615356
epoch time: 10.5444040298s, input_fired_time: 0.1594685614, output_fired_time: 0.0000000000, propagate_forward_time: 9.8368244171, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5481109619
validation[          , genome  6736] predictions:    9676/  10000 (96.76%), best:    9676/10000 (96.76%), error:      1045.76074, best error:      1045.76074 on epoch:    28, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 130.2783813477s, input_fired_time: 1.2805765867, output_fired_time: 1.2370039225, propagate_forward_time: 49.4905586243, propagate_backward_time: 75.1179046631, weight_update_time: 0.1507689804, other_time: 3.1523284912
epoch time: 10.6855115891s, input_fired_time: 0.1597358137, output_fired_time: 0.0000000000, propagate_forward_time: 9.9727849960, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5529909134
validation[          , genome  6736] predictions:    9635/  10000 (96.35%), best:    9676/10000 (96.76%), error:      1139.25891, best error:      1045.76074 on epoch:    28, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 129.8362121582s, input_fired_time: 1.2894389629, output_fired_time: 1.1918023825, propagate_forward_time: 49.2819137573, propagate_backward_time: 74.9277496338, weight_update_time: 0.1508719325, other_time: 3.1453018188
epoch time: 10.6193351746s, input_fired_time: 0.1609251797, output_fired_time: 0.0000000000, propagate_forward_time: 9.8773393631, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5810709000
validation[          , genome  6736] predictions:    9682/  10000 (96.82%), best:    9682/10000 (96.82%), error:      1033.60693, best error:      1033.60693 on epoch:    30, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 130.6744384766s, input_fired_time: 1.2869163752, output_fired_time: 1.2145955563, propagate_forward_time: 49.6851348877, propagate_backward_time: 75.3773651123, weight_update_time: 0.1515467018, other_time: 3.1104278564
epoch time: 10.7258939743s, input_fired_time: 0.1617551297, output_fired_time: 0.0000000000, propagate_forward_time: 9.9805545807, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5835838318
validation[          , genome  6736] predictions:    9675/  10000 (96.75%), best:    9675/10000 (96.75%), error:      1012.75049, best error:      1012.75049 on epoch:    31, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 129.2387237549s, input_fired_time: 1.2804167271, output_fired_time: 1.2031830549, propagate_forward_time: 49.1242980957, propagate_backward_time: 74.5449142456, weight_update_time: 0.1500378251, other_time: 3.0859069824
epoch time: 10.6858987808s, input_fired_time: 0.1650514007, output_fired_time: 0.0000000000, propagate_forward_time: 9.9297657013, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5910816193
validation[          , genome  6736] predictions:    9658/  10000 (96.58%), best:    9675/10000 (96.75%), error:      1120.69678, best error:      1012.75049 on epoch:    31, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 130.0909118652s, input_fired_time: 1.2743965387, output_fired_time: 1.1941691637, propagate_forward_time: 49.2695007324, propagate_backward_time: 75.1941375732, weight_update_time: 0.1505324692, other_time: 3.1587066650
epoch time: 10.6275615692s, input_fired_time: 0.1612267494, output_fired_time: 0.0000000000, propagate_forward_time: 9.8914060593, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5749292374
validation[          , genome  6736] predictions:    9670/  10000 (96.70%), best:    9675/10000 (96.75%), error:      1086.36902, best error:      1012.75049 on epoch:    31, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 131.9714202881s, input_fired_time: 1.3057396412, output_fired_time: 1.2287275791, propagate_forward_time: 50.0571746826, propagate_backward_time: 76.1820373535, weight_update_time: 0.1503178477, other_time: 3.1977386475
epoch time: 10.6294803619s, input_fired_time: 0.1616245657, output_fired_time: 0.0000000000, propagate_forward_time: 9.9025554657, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5652999878
validation[          , genome  6736] predictions:    9642/  10000 (96.42%), best:    9675/10000 (96.75%), error:      1090.90247, best error:      1012.75049 on epoch:    31, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 130.2762298584s, input_fired_time: 1.3146610260, output_fired_time: 1.2271789312, propagate_forward_time: 49.5592002869, propagate_backward_time: 75.0202865601, weight_update_time: 0.1496226043, other_time: 3.1548995972
epoch time: 11.1357717514s, input_fired_time: 0.1650969386, output_fired_time: 0.0000000000, propagate_forward_time: 10.3969402313, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5737342834
validation[          , genome  6736] predictions:    9704/  10000 (97.04%), best:    9675/10000 (96.75%), error:      1016.37054, best error:      1012.75049 on epoch:    31, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 130.4015197754s, input_fired_time: 1.2745225430, output_fired_time: 1.2269796133, propagate_forward_time: 49.5414390564, propagate_backward_time: 75.2637786865, weight_update_time: 0.1494926214, other_time: 3.0948028564
epoch time: 10.7500190735s, input_fired_time: 0.1616916507, output_fired_time: 0.0000000000, propagate_forward_time: 10.0268049240, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5615224838
validation[          , genome  6736] predictions:    9713/  10000 (97.13%), best:    9713/10000 (97.13%), error:       989.47913, best error:       989.47913 on epoch:    36, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 130.4281921387s, input_fired_time: 1.3065371513, output_fired_time: 1.2249764204, propagate_forward_time: 49.6391258240, propagate_backward_time: 75.1420288086, weight_update_time: 0.1491971612, other_time: 3.1155242920
epoch time: 10.5569629669s, input_fired_time: 0.1620710194, output_fired_time: 0.0000000000, propagate_forward_time: 9.8262443542, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5686473846
validation[          , genome  6736] predictions:    9635/  10000 (96.35%), best:    9713/10000 (97.13%), error:      1146.64099, best error:       989.47913 on epoch:    36, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 132.2204284668s, input_fired_time: 1.2954871655, output_fired_time: 1.2142269611, propagate_forward_time: 50.4092826843, propagate_backward_time: 76.1539001465, weight_update_time: 0.1561291963, other_time: 3.1475219727
epoch time: 10.6841716766s, input_fired_time: 0.1607408673, output_fired_time: 0.0000000000, propagate_forward_time: 9.9671115875, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5563192368
validation[          , genome  6736] predictions:    9706/  10000 (97.06%), best:    9706/10000 (97.06%), error:       947.03802, best error:       947.03802 on epoch:    38, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 130.8898315430s, input_fired_time: 1.2796840668, output_fired_time: 1.1993392706, propagate_forward_time: 49.8075675964, propagate_backward_time: 75.4561004639, weight_update_time: 0.1491664201, other_time: 3.1471405029
epoch time: 10.2988338470s, input_fired_time: 0.1589626670, output_fired_time: 0.0000000000, propagate_forward_time: 9.5852079391, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5546636581
validation[          , genome  6736] predictions:    9683/  10000 (96.83%), best:    9706/10000 (97.06%), error:      1040.14429, best error:       947.03802 on epoch:    38, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 129.5606842041s, input_fired_time: 1.3185255527, output_fired_time: 1.1987990141, propagate_forward_time: 49.0159111023, propagate_backward_time: 74.9304199219, weight_update_time: 0.1492012590, other_time: 3.0970306396
epoch time: 11.0704765320s, input_fired_time: 0.1669330001, output_fired_time: 0.0000000000, propagate_forward_time: 10.3027324677, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6008110046
validation[          , genome  6736] predictions:    9644/  10000 (96.44%), best:    9706/10000 (97.06%), error:      1116.83069, best error:       947.03802 on epoch:    38, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 129.8807983398s, input_fired_time: 1.2806427479, output_fired_time: 1.1987780333, propagate_forward_time: 49.2848472595, propagate_backward_time: 74.9975967407, weight_update_time: 0.1516812891, other_time: 3.1189346313
epoch time: 10.7245960236s, input_fired_time: 0.1630140990, output_fired_time: 0.0000000000, propagate_forward_time: 9.9762878418, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5852937698
validation[          , genome  6736] predictions:    9639/  10000 (96.39%), best:    9706/10000 (97.06%), error:      1140.87207, best error:       947.03802 on epoch:    38, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 130.0595397949s, input_fired_time: 1.2990249395, output_fired_time: 1.1878952980, propagate_forward_time: 49.2788696289, propagate_backward_time: 75.1679992676, weight_update_time: 0.1490926892, other_time: 3.1257476807
epoch time: 10.6924562454s, input_fired_time: 0.1628457010, output_fired_time: 0.0000000000, propagate_forward_time: 9.9548540115, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5747566223
validation[          , genome  6736] predictions:    9554/  10000 (95.54%), best:    9706/10000 (97.06%), error:      1489.20691, best error:       947.03802 on epoch:    38, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 130.6645660400s, input_fired_time: 1.2840182781, output_fired_time: 1.1992498636, propagate_forward_time: 49.7685203552, propagate_backward_time: 75.2908325195, weight_update_time: 0.1501218379, other_time: 3.1219482422
epoch time: 10.4967870712s, input_fired_time: 0.1606880873, output_fired_time: 0.0000000000, propagate_forward_time: 9.7707109451, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5653877258
validation[          , genome  6736] predictions:    9713/  10000 (97.13%), best:    9706/10000 (97.06%), error:       962.24915, best error:       947.03802 on epoch:    38, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 131.0249633789s, input_fired_time: 1.3198959827, output_fired_time: 1.2168856859, propagate_forward_time: 49.6423950195, propagate_backward_time: 75.6672515869, weight_update_time: 0.1510250121, other_time: 3.1785278320
epoch time: 10.5386190414s, input_fired_time: 0.1618831158, output_fired_time: 0.0000000000, propagate_forward_time: 9.8113737106, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5653619766
validation[          , genome  6736] predictions:    9610/  10000 (96.10%), best:    9706/10000 (97.06%), error:      1249.69421, best error:       947.03802 on epoch:    38, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 129.4024047852s, input_fired_time: 1.2886619568, output_fired_time: 1.1845107079, propagate_forward_time: 49.0704421997, propagate_backward_time: 74.7382354736, weight_update_time: 0.1505278200, other_time: 3.1205520630
epoch time: 10.6543397903s, input_fired_time: 0.1648900658, output_fired_time: 0.0000000000, propagate_forward_time: 9.9129028320, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5765466690
validation[          , genome  6736] predictions:    9697/  10000 (96.97%), best:    9706/10000 (97.06%), error:       964.62640, best error:       947.03802 on epoch:    38, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 131.5317687988s, input_fired_time: 1.3272541761, output_fired_time: 1.2166289091, propagate_forward_time: 49.9261016846, propagate_backward_time: 75.8346710205, weight_update_time: 0.1500209421, other_time: 3.2271118164
epoch time: 10.6655378342s, input_fired_time: 0.1644385457, output_fired_time: 0.0000000000, propagate_forward_time: 9.9213199615, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5797796249
validation[          , genome  6736] predictions:    9693/  10000 (96.93%), best:    9706/10000 (97.06%), error:      1019.30389, best error:       947.03802 on epoch:    38, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 130.5497589111s, input_fired_time: 1.2968631983, output_fired_time: 1.2057689428, propagate_forward_time: 49.5233383179, propagate_backward_time: 75.3948745728, weight_update_time: 0.1495103985, other_time: 3.1289215088
epoch time: 10.6900272369s, input_fired_time: 0.1615626514, output_fired_time: 0.0000000000, propagate_forward_time: 9.9522762299, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5761880875
validation[          , genome  6736] predictions:    9694/  10000 (96.94%), best:    9706/10000 (97.06%), error:      1001.42432, best error:       947.03802 on epoch:    38, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 131.6592712402s, input_fired_time: 1.3075599670, output_fired_time: 1.2007184029, propagate_forward_time: 50.1102638245, propagate_backward_time: 75.9037246704, weight_update_time: 0.1492887288, other_time: 3.1370162964
epoch time: 10.3485155106s, input_fired_time: 0.1638072133, output_fired_time: 0.0000000000, propagate_forward_time: 9.6275081635, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5572004318
validation[          , genome  6736] predictions:    9669/  10000 (96.69%), best:    9706/10000 (97.06%), error:      1050.08752, best error:       947.03802 on epoch:    38, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 129.8453216553s, input_fired_time: 1.2954757214, output_fired_time: 1.1893649101, propagate_forward_time: 49.2075042725, propagate_backward_time: 75.0267105103, weight_update_time: 0.1541170478, other_time: 3.1262741089
epoch time: 10.7383575439s, input_fired_time: 0.1683179438, output_fired_time: 0.0000000000, propagate_forward_time: 9.9921865463, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5778532028
validation[          , genome  6736] predictions:    9689/  10000 (96.89%), best:    9706/10000 (97.06%), error:      1056.86426, best error:       947.03802 on epoch:    38, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 132.3634338379s, input_fired_time: 1.3000853062, output_fired_time: 1.1994942427, propagate_forward_time: 50.4179611206, propagate_backward_time: 76.3247299194, weight_update_time: 0.1502743959, other_time: 3.1211700439
epoch time: 10.7028541565s, input_fired_time: 0.1655634046, output_fired_time: 0.0000000000, propagate_forward_time: 9.9611091614, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5761814117
validation[          , genome  6736] predictions:    9706/  10000 (97.06%), best:    9706/10000 (97.06%), error:       967.22754, best error:       947.03802 on epoch:    38, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 129.1767730713s, input_fired_time: 1.2997319698, output_fired_time: 1.1908915043, propagate_forward_time: 49.2863731384, propagate_backward_time: 74.3230361938, weight_update_time: 0.1505160332, other_time: 3.0767440796
epoch time: 10.6171855927s, input_fired_time: 0.1701800823, output_fired_time: 0.0000000000, propagate_forward_time: 9.8743524551, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5726528168
validation[          , genome  6736] predictions:    9716/  10000 (97.16%), best:    9716/10000 (97.16%), error:       899.08154, best error:       899.08154 on epoch:    51, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 130.1313018799s, input_fired_time: 1.3242218494, output_fired_time: 1.2003830671, propagate_forward_time: 49.4279479980, propagate_backward_time: 75.0225296021, weight_update_time: 0.1539091319, other_time: 3.1562194824
epoch time: 10.8565015793s, input_fired_time: 0.1863382906, output_fired_time: 0.0000000000, propagate_forward_time: 10.1102647781, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5598983765
validation[          , genome  6736] predictions:    9735/  10000 (97.35%), best:    9716/10000 (97.16%), error:       899.79718, best error:       899.08154 on epoch:    51, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 131.0520935059s, input_fired_time: 1.2940602303, output_fired_time: 1.1985677481, propagate_forward_time: 49.7155227661, propagate_backward_time: 75.7180480957, weight_update_time: 0.1532306522, other_time: 3.1258926392
epoch time: 10.6196641922s, input_fired_time: 0.1618596166, output_fired_time: 0.0000000000, propagate_forward_time: 9.8739862442, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5838184357
validation[          , genome  6736] predictions:    9485/  10000 (94.85%), best:    9716/10000 (97.16%), error:      1685.91785, best error:       899.08154 on epoch:    51, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 131.0515441895s, input_fired_time: 1.3053188324, output_fired_time: 1.2387117147, propagate_forward_time: 49.7789344788, propagate_backward_time: 75.5734024048, weight_update_time: 0.1493604481, other_time: 3.1551895142
epoch time: 10.7104482651s, input_fired_time: 0.1624058932, output_fired_time: 0.0000000000, propagate_forward_time: 9.9916439056, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5563983917
validation[          , genome  6736] predictions:    9684/  10000 (96.84%), best:    9716/10000 (97.16%), error:      1013.44153, best error:       899.08154 on epoch:    51, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 129.5258026123s, input_fired_time: 1.2845150232, output_fired_time: 1.2119016647, propagate_forward_time: 49.2039566040, propagate_backward_time: 74.7231979370, weight_update_time: 0.1498719603, other_time: 3.1022338867
epoch time: 10.6908445358s, input_fired_time: 0.1637784988, output_fired_time: 0.0000000000, propagate_forward_time: 9.9164390564, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6106271744
validation[          , genome  6736] predictions:    9711/  10000 (97.11%), best:    9716/10000 (97.16%), error:       986.63452, best error:       899.08154 on epoch:    51, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 129.6771392822s, input_fired_time: 1.2908620834, output_fired_time: 1.1987930536, propagate_forward_time: 49.2054557800, propagate_backward_time: 74.8876724243, weight_update_time: 0.1497884691, other_time: 3.0943527222
epoch time: 10.8289918900s, input_fired_time: 0.1655388176, output_fired_time: 0.0000000000, propagate_forward_time: 10.0654077530, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5980453491
validation[          , genome  6736] predictions:    9694/  10000 (96.94%), best:    9716/10000 (97.16%), error:       954.90283, best error:       899.08154 on epoch:    51, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 130.1591644287s, input_fired_time: 1.2858288288, output_fired_time: 1.2086975574, propagate_forward_time: 49.3501091003, propagate_backward_time: 75.1782073975, weight_update_time: 0.1497475356, other_time: 3.1363220215
epoch time: 11.3214502335s, input_fired_time: 0.1727969348, output_fired_time: 0.0000000000, propagate_forward_time: 10.5218944550, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6267585754
validation[          , genome  6736] predictions:    9710/  10000 (97.10%), best:    9716/10000 (97.16%), error:       923.32581, best error:       899.08154 on epoch:    51, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 133.3073730469s, input_fired_time: 1.3220469952, output_fired_time: 1.2316457033, propagate_forward_time: 50.5797386169, propagate_backward_time: 76.9659576416, weight_update_time: 0.1510383487, other_time: 3.2079772949
epoch time: 10.9382677078s, input_fired_time: 0.1683082283, output_fired_time: 0.0000000000, propagate_forward_time: 10.1743202209, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5956392288
validation[          , genome  6736] predictions:    9698/  10000 (96.98%), best:    9716/10000 (97.16%), error:       958.61017, best error:       899.08154 on epoch:    51, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 131.0696411133s, input_fired_time: 1.2953014374, output_fired_time: 1.2089112997, propagate_forward_time: 49.9867172241, propagate_backward_time: 75.3445968628, weight_update_time: 0.1498432457, other_time: 3.2341156006
epoch time: 10.5787801743s, input_fired_time: 0.1642700881, output_fired_time: 0.0000000000, propagate_forward_time: 9.8481073380, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5664024353
validation[          , genome  6736] predictions:    9667/  10000 (96.67%), best:    9716/10000 (97.16%), error:      1125.82849, best error:       899.08154 on epoch:    51, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 131.0514526367s, input_fired_time: 1.2869527340, output_fired_time: 1.2032819986, propagate_forward_time: 49.7083892822, propagate_backward_time: 75.7378997803, weight_update_time: 0.1513203382, other_time: 3.1149291992
epoch time: 10.7182846069s, input_fired_time: 0.1683921814, output_fired_time: 0.0000000000, propagate_forward_time: 9.9714708328, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5784215927
validation[          , genome  6736] predictions:    9623/  10000 (96.23%), best:    9716/10000 (97.16%), error:      1187.42249, best error:       899.08154 on epoch:    51, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 130.4539794922s, input_fired_time: 1.2902762890, output_fired_time: 1.1940951347, propagate_forward_time: 49.6677970886, propagate_backward_time: 75.1958160400, weight_update_time: 0.1515128762, other_time: 3.1059875488
epoch time: 10.8541526794s, input_fired_time: 0.1952307373, output_fired_time: 0.0000000000, propagate_forward_time: 10.0953559875, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5635662079
validation[          , genome  6736] predictions:    9696/  10000 (96.96%), best:    9716/10000 (97.16%), error:      1035.82324, best error:       899.08154 on epoch:    51, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 131.6776275635s, input_fired_time: 1.3000203371, output_fired_time: 1.2046521902, propagate_forward_time: 50.1156616211, propagate_backward_time: 75.8927001953, weight_update_time: 0.1565387398, other_time: 3.1645965576
epoch time: 11.0861043930s, input_fired_time: 0.1630862951, output_fired_time: 0.0000000000, propagate_forward_time: 10.3378248215, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5851936340
validation[          , genome  6736] predictions:    9716/  10000 (97.16%), best:    9716/10000 (97.16%), error:       922.21765, best error:       899.08154 on epoch:    51, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 131.2702941895s, input_fired_time: 1.3211795092, output_fired_time: 1.1928155422, propagate_forward_time: 49.7852439880, propagate_backward_time: 75.7781829834, weight_update_time: 0.1492216736, other_time: 3.1928710938
epoch time: 10.6312437057s, input_fired_time: 0.1659217924, output_fired_time: 0.0000000000, propagate_forward_time: 9.8899097443, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5754117966
validation[          , genome  6736] predictions:    9661/  10000 (96.61%), best:    9716/10000 (97.16%), error:      1024.88635, best error:       899.08154 on epoch:    51, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 130.9029846191s, input_fired_time: 1.3085987568, output_fired_time: 1.1941266060, propagate_forward_time: 49.6938819885, propagate_backward_time: 75.5651855469, weight_update_time: 0.1496471465, other_time: 3.1412048340
epoch time: 10.6431465149s, input_fired_time: 0.1661629379, output_fired_time: 0.0000000000, propagate_forward_time: 9.8937683105, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5832157135
validation[          , genome  6736] predictions:    9707/  10000 (97.07%), best:    9716/10000 (97.16%), error:       967.49481, best error:       899.08154 on epoch:    51, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 129.5538635254s, input_fired_time: 1.2992035151, output_fired_time: 1.2053458691, propagate_forward_time: 49.1860389709, propagate_backward_time: 74.7544784546, weight_update_time: 0.1506056339, other_time: 3.1087875366
epoch time: 10.7160615921s, input_fired_time: 0.1649310738, output_fired_time: 0.0000000000, propagate_forward_time: 9.9542541504, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5968761444
validation[          , genome  6736] predictions:    9734/  10000 (97.34%), best:    9716/10000 (97.16%), error:       901.69885, best error:       899.08154 on epoch:    51, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 130.4164276123s, input_fired_time: 1.2855322361, output_fired_time: 1.2011139393, propagate_forward_time: 49.5653419495, propagate_backward_time: 75.2324371338, weight_update_time: 0.1497347206, other_time: 3.1320037842
epoch time: 10.6003513336s, input_fired_time: 0.1652101129, output_fired_time: 0.0000000000, propagate_forward_time: 9.8639831543, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5711584091
validation[          , genome  6736] predictions:    9668/  10000 (96.68%), best:    9716/10000 (97.16%), error:      1064.40869, best error:       899.08154 on epoch:    51, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 131.0148620605s, input_fired_time: 1.3007496595, output_fired_time: 1.2070341110, propagate_forward_time: 49.7795486450, propagate_backward_time: 75.6027221680, weight_update_time: 0.1496819407, other_time: 3.1248092651
epoch time: 10.4809179306s, input_fired_time: 0.1655854136, output_fired_time: 0.0000000000, propagate_forward_time: 9.7470054626, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5683269501
validation[          , genome  6736] predictions:    9702/  10000 (97.02%), best:    9716/10000 (97.16%), error:       948.03180, best error:       899.08154 on epoch:    51, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 132.1612548828s, input_fired_time: 1.3042005301, output_fired_time: 1.2353628874, propagate_forward_time: 50.2956962585, propagate_backward_time: 76.1387710571, weight_update_time: 0.1840542108, other_time: 3.1872177124
epoch time: 10.5310297012s, input_fired_time: 0.1670866162, output_fired_time: 0.0000000000, propagate_forward_time: 9.8027381897, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5612049103
validation[          , genome  6736] predictions:    9511/  10000 (95.11%), best:    9716/10000 (97.16%), error:      1582.03174, best error:       899.08154 on epoch:    51, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 130.8968505859s, input_fired_time: 1.3273286819, output_fired_time: 1.2359323502, propagate_forward_time: 49.6685905457, propagate_backward_time: 75.5317611694, weight_update_time: 0.1560232192, other_time: 3.1332321167
epoch time: 10.5071601868s, input_fired_time: 0.1645701230, output_fired_time: 0.0000000000, propagate_forward_time: 9.7823886871, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5602016449
validation[          , genome  6736] predictions:    9565/  10000 (95.65%), best:    9716/10000 (97.16%), error:      1458.97156, best error:       899.08154 on epoch:    51, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 130.9149780273s, input_fired_time: 1.3367331028, output_fired_time: 1.2013684511, propagate_forward_time: 49.6945877075, propagate_backward_time: 75.5289840698, weight_update_time: 0.1507387161, other_time: 3.1533050537
epoch time: 11.4468755722s, input_fired_time: 0.1977251619, output_fired_time: 0.0000000000, propagate_forward_time: 10.5789375305, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6702127457
validation[          , genome  6736] predictions:    9675/  10000 (96.75%), best:    9716/10000 (97.16%), error:      1049.36096, best error:       899.08154 on epoch:    51, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 128.9885406494s, input_fired_time: 1.2982871532, output_fired_time: 1.1777938604, propagate_forward_time: 48.9840965271, propagate_backward_time: 74.4028472900, weight_update_time: 0.1518359482, other_time: 3.1255187988
epoch time: 10.5841035843s, input_fired_time: 0.1660282612, output_fired_time: 0.0000000000, propagate_forward_time: 9.8425321579, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5755434036
validation[          , genome  6736] predictions:    9656/  10000 (96.56%), best:    9716/10000 (97.16%), error:      1128.60681, best error:       899.08154 on epoch:    51, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 130.4452972412s, input_fired_time: 1.3257590532, output_fired_time: 1.1928715706, propagate_forward_time: 49.6943397522, propagate_backward_time: 75.1327362061, weight_update_time: 0.1512226164, other_time: 3.0995941162
epoch time: 10.5312881470s, input_fired_time: 0.1881717592, output_fired_time: 0.0000000000, propagate_forward_time: 9.7623186111, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5807981491
validation[          , genome  6736] predictions:    9635/  10000 (96.35%), best:    9716/10000 (97.16%), error:      1114.17615, best error:       899.08154 on epoch:    51, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 129.9042968750s, input_fired_time: 1.3069275618, output_fired_time: 1.2648067474, propagate_forward_time: 49.3086967468, propagate_backward_time: 74.9011154175, weight_update_time: 0.1558464468, other_time: 3.1227493286
epoch time: 10.6692190170s, input_fired_time: 0.1675120741, output_fired_time: 0.0000000000, propagate_forward_time: 9.9329128265, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5687942505
validation[          , genome  6736] predictions:    9678/  10000 (96.78%), best:    9716/10000 (97.16%), error:      1015.21277, best error:       899.08154 on epoch:    51, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 130.6336975098s, input_fired_time: 1.3146756887, output_fired_time: 1.1955200434, propagate_forward_time: 49.6899795532, propagate_backward_time: 75.2805175781, weight_update_time: 0.1510623246, other_time: 3.1529922485
epoch time: 10.6277742386s, input_fired_time: 0.1670732945, output_fired_time: 0.0000000000, propagate_forward_time: 9.8759050369, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5847959518
validation[          , genome  6736] predictions:    9688/  10000 (96.88%), best:    9716/10000 (97.16%), error:      1001.58270, best error:       899.08154 on epoch:    51, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 131.2790679932s, input_fired_time: 1.3023616076, output_fired_time: 1.2162288427, propagate_forward_time: 49.6914215088, propagate_backward_time: 75.8550720215, weight_update_time: 0.1504535377, other_time: 3.2139739990
epoch time: 10.6310148239s, input_fired_time: 0.1654354036, output_fired_time: 0.0000000000, propagate_forward_time: 9.8900871277, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5754919052
validation[          , genome  6736] predictions:    9636/  10000 (96.36%), best:    9716/10000 (97.16%), error:      1139.91028, best error:       899.08154 on epoch:    51, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 130.6249237061s, input_fired_time: 1.3030624390, output_fired_time: 1.2280843258, propagate_forward_time: 49.5028495789, propagate_backward_time: 75.4490356445, weight_update_time: 0.1497306228, other_time: 3.1418914795
epoch time: 10.8194732666s, input_fired_time: 0.1657533199, output_fired_time: 0.0000000000, propagate_forward_time: 10.0708951950, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5828247070
validation[          , genome  6736] predictions:    9668/  10000 (96.68%), best:    9716/10000 (97.16%), error:      1087.30933, best error:       899.08154 on epoch:    51, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 131.2044219971s, input_fired_time: 1.3648145199, output_fired_time: 1.2087600231, propagate_forward_time: 49.6964912415, propagate_backward_time: 75.8008346558, weight_update_time: 0.1513008922, other_time: 3.1335372925
epoch time: 11.0697822571s, input_fired_time: 0.1682657748, output_fired_time: 0.0000000000, propagate_forward_time: 10.3279447556, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5735721588
validation[          , genome  6736] predictions:    9734/  10000 (97.34%), best:    9734/10000 (97.34%), error:       896.50989, best error:       896.50989 on epoch:    77, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 130.1981201172s, input_fired_time: 1.3331305981, output_fired_time: 1.2027499676, propagate_forward_time: 49.4491043091, propagate_backward_time: 75.0898818970, weight_update_time: 0.1556069255, other_time: 3.1232528687
epoch time: 10.5745878220s, input_fired_time: 0.1658086479, output_fired_time: 0.0000000000, propagate_forward_time: 9.8382320404, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5705471039
validation[          , genome  6736] predictions:    9686/  10000 (96.86%), best:    9734/10000 (97.34%), error:      1043.38635, best error:       896.50989 on epoch:    77, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 131.9480743408s, input_fired_time: 1.3228480816, output_fired_time: 1.2444601059, propagate_forward_time: 50.0312919617, propagate_backward_time: 76.2032699585, weight_update_time: 0.1519184411, other_time: 3.1462020874
epoch time: 10.7075834274s, input_fired_time: 0.1685385853, output_fired_time: 0.0000000000, propagate_forward_time: 9.9694824219, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5695619583
validation[          , genome  6736] predictions:    9671/  10000 (96.71%), best:    9734/10000 (97.34%), error:      1055.70935, best error:       896.50989 on epoch:    77, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 130.4674377441s, input_fired_time: 1.3145273924, output_fired_time: 1.2150723934, propagate_forward_time: 49.5992469788, propagate_backward_time: 75.1968536377, weight_update_time: 0.1522333175, other_time: 3.1417388916
epoch time: 10.4569644928s, input_fired_time: 0.1659888625, output_fired_time: 0.0000000000, propagate_forward_time: 9.7304744720, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5605010986
validation[          , genome  6736] predictions:    9736/  10000 (97.36%), best:    9734/10000 (97.34%), error:       897.20935, best error:       896.50989 on epoch:    77, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 130.4982299805s, input_fired_time: 1.3071902990, output_fired_time: 1.2389174700, propagate_forward_time: 49.4604187012, propagate_backward_time: 75.3327713013, weight_update_time: 0.1526715606, other_time: 3.1589355469
epoch time: 10.8497714996s, input_fired_time: 0.1678929776, output_fired_time: 0.0000000000, propagate_forward_time: 10.1014633179, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5804147720
validation[          , genome  6736] predictions:    9721/  10000 (97.21%), best:    9734/10000 (97.34%), error:       924.08112, best error:       896.50989 on epoch:    77, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 131.9504241943s, input_fired_time: 1.3495347500, output_fired_time: 1.2068173885, propagate_forward_time: 49.9759941101, propagate_backward_time: 76.2959976196, weight_update_time: 0.1500659734, other_time: 3.1220779419
epoch time: 10.6869678497s, input_fired_time: 0.1674096882, output_fired_time: 0.0000000000, propagate_forward_time: 9.9487123489, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5708456039
validation[          , genome  6736] predictions:    9703/  10000 (97.03%), best:    9734/10000 (97.34%), error:       968.56293, best error:       896.50989 on epoch:    77, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 128.6824645996s, input_fired_time: 1.3019524813, output_fired_time: 1.1821981668, propagate_forward_time: 48.9133262634, propagate_backward_time: 74.1811676025, weight_update_time: 0.1542724967, other_time: 3.1038208008
epoch time: 10.6876516342s, input_fired_time: 0.1716822982, output_fired_time: 0.0000000000, propagate_forward_time: 9.9510746002, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5648946762
validation[          , genome  6736] predictions:    9723/  10000 (97.23%), best:    9723/10000 (97.23%), error:       874.80127, best error:       874.80127 on epoch:    83, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 130.1027374268s, input_fired_time: 1.3155639172, output_fired_time: 1.2283506393, propagate_forward_time: 49.3547058105, propagate_backward_time: 75.0988693237, weight_update_time: 0.1495093703, other_time: 3.1052474976
epoch time: 10.7984685898s, input_fired_time: 0.1690972149, output_fired_time: 0.0000000000, propagate_forward_time: 10.0489301682, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5804414749
validation[          , genome  6736] predictions:    9723/  10000 (97.23%), best:    9723/10000 (97.23%), error:       910.66211, best error:       874.80127 on epoch:    83, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 129.4725799561s, input_fired_time: 1.2945575714, output_fired_time: 1.1895612478, propagate_forward_time: 49.2146873474, propagate_backward_time: 74.6745452881, weight_update_time: 0.1512410045, other_time: 3.0992279053
epoch time: 10.6088800430s, input_fired_time: 0.1699768305, output_fired_time: 0.0000000000, propagate_forward_time: 9.8721075058, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5667953491
validation[          , genome  6736] predictions:    9695/  10000 (96.95%), best:    9723/10000 (97.23%), error:       963.44629, best error:       874.80127 on epoch:    83, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 129.8807983398s, input_fired_time: 1.3027735949, output_fired_time: 1.1891140938, propagate_forward_time: 49.3508567810, propagate_backward_time: 74.9190902710, weight_update_time: 0.1499394923, other_time: 3.1189498901
epoch time: 10.6862792969s, input_fired_time: 0.1715799272, output_fired_time: 0.0000000000, propagate_forward_time: 9.9480867386, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5666122437
validation[          , genome  6736] predictions:    9711/  10000 (97.11%), best:    9723/10000 (97.23%), error:       948.50909, best error:       874.80127 on epoch:    83, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 129.1939239502s, input_fired_time: 1.3070063591, output_fired_time: 1.1800210476, propagate_forward_time: 49.0467453003, propagate_backward_time: 74.5776824951, weight_update_time: 0.1493409574, other_time: 3.0824661255
epoch time: 10.2831382751s, input_fired_time: 0.1646791548, output_fired_time: 0.0000000000, propagate_forward_time: 9.5554485321, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5630102158
validation[          , genome  6736] predictions:    9683/  10000 (96.83%), best:    9723/10000 (97.23%), error:      1021.21869, best error:       874.80127 on epoch:    83, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 129.1988830566s, input_fired_time: 1.3018014431, output_fired_time: 1.1865938902, propagate_forward_time: 49.0162506104, propagate_backward_time: 74.5615921021, weight_update_time: 0.1551128626, other_time: 3.1326446533
epoch time: 10.5181474686s, input_fired_time: 0.1651225537, output_fired_time: 0.0000000000, propagate_forward_time: 9.7956266403, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5573978424
validation[          , genome  6736] predictions:    9725/  10000 (97.25%), best:    9723/10000 (97.23%), error:       877.44073, best error:       874.80127 on epoch:    83, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 130.9713134766s, input_fired_time: 1.3185223341, output_fired_time: 1.1948139668, propagate_forward_time: 49.8333473206, propagate_backward_time: 75.4077606201, weight_update_time: 0.1507617235, other_time: 3.2168731689
epoch time: 10.5681447983s, input_fired_time: 0.1749120206, output_fired_time: 0.0000000000, propagate_forward_time: 9.8314733505, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5617589951
validation[          , genome  6736] predictions:    9710/  10000 (97.10%), best:    9723/10000 (97.23%), error:       900.62842, best error:       874.80127 on epoch:    83, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 130.1468353271s, input_fired_time: 1.3235133886, output_fired_time: 1.2139264345, propagate_forward_time: 49.3702583313, propagate_backward_time: 75.1509246826, weight_update_time: 0.1516839564, other_time: 3.0882110596
epoch time: 10.7931861877s, input_fired_time: 0.1712665856, output_fired_time: 0.0000000000, propagate_forward_time: 10.0538864136, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5680332184
validation[          , genome  6736] predictions:    9704/  10000 (97.04%), best:    9723/10000 (97.23%), error:       970.90594, best error:       874.80127 on epoch:    83, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 129.4379730225s, input_fired_time: 1.2992912531, output_fired_time: 1.1973509789, propagate_forward_time: 49.1163139343, propagate_backward_time: 74.7181167603, weight_update_time: 0.1513172984, other_time: 3.1069107056
epoch time: 10.4296846390s, input_fired_time: 0.1652889699, output_fired_time: 0.0000000000, propagate_forward_time: 9.6949777603, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5694179535
validation[          , genome  6736] predictions:    9707/  10000 (97.07%), best:    9723/10000 (97.23%), error:       895.41217, best error:       874.80127 on epoch:    83, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 131.7141723633s, input_fired_time: 1.3299453259, output_fired_time: 1.2094758749, propagate_forward_time: 50.0416679382, propagate_backward_time: 75.9893264771, weight_update_time: 0.1490418613, other_time: 3.1437606812
epoch time: 10.5513763428s, input_fired_time: 0.1653345227, output_fired_time: 0.0000000000, propagate_forward_time: 9.8153095245, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5707321167
validation[          , genome  6736] predictions:    9702/  10000 (97.02%), best:    9723/10000 (97.23%), error:       993.81207, best error:       874.80127 on epoch:    83, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 129.7141723633s, input_fired_time: 1.3035237789, output_fired_time: 1.2182376385, propagate_forward_time: 49.2422981262, propagate_backward_time: 74.8298721313, weight_update_time: 0.1497776955, other_time: 3.1202316284
epoch time: 10.5914573669s, input_fired_time: 0.1680742353, output_fired_time: 0.0000000000, propagate_forward_time: 9.8462839127, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5770988464
validation[          , genome  6736] predictions:    9718/  10000 (97.18%), best:    9723/10000 (97.23%), error:       920.62891, best error:       874.80127 on epoch:    83, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 131.4116973877s, input_fired_time: 1.3129298687, output_fired_time: 1.1961014271, propagate_forward_time: 49.7114295959, propagate_backward_time: 75.9397659302, weight_update_time: 0.1494715363, other_time: 3.2514724731
epoch time: 10.5917119980s, input_fired_time: 0.1678049266, output_fired_time: 0.0000000000, propagate_forward_time: 9.8551883698, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5687189102
validation[          , genome  6736] predictions:    9697/  10000 (96.97%), best:    9723/10000 (97.23%), error:       942.28119, best error:       874.80127 on epoch:    83, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 129.8515930176s, input_fired_time: 1.3027918339, output_fired_time: 1.1940188408, propagate_forward_time: 49.1670608521, propagate_backward_time: 75.0631103516, weight_update_time: 0.1547677070, other_time: 3.1246109009
epoch time: 10.7115077972s, input_fired_time: 0.1672801226, output_fired_time: 0.0000000000, propagate_forward_time: 9.9787654877, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5654621124
validation[          , genome  6736] predictions:    9707/  10000 (97.07%), best:    9723/10000 (97.23%), error:       945.25153, best error:       874.80127 on epoch:    83, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 130.2564392090s, input_fired_time: 1.3067640066, output_fired_time: 1.2025743723, propagate_forward_time: 49.5431060791, propagate_backward_time: 75.0870742798, weight_update_time: 0.1498370916, other_time: 3.1169204712
epoch time: 10.7057991028s, input_fired_time: 0.1676062793, output_fired_time: 0.0000000000, propagate_forward_time: 9.9782714844, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5599212646
validation[          , genome  6736] predictions:    9664/  10000 (96.64%), best:    9723/10000 (97.23%), error:      1079.99585, best error:       874.80127 on epoch:    83, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 130.2485046387s, input_fired_time: 1.3202472925, output_fired_time: 1.1980111599, propagate_forward_time: 49.4287681580, propagate_backward_time: 75.1630859375, weight_update_time: 0.1491464078, other_time: 3.1383819580
epoch time: 10.5439739227s, input_fired_time: 0.1701452732, output_fired_time: 0.0000000000, propagate_forward_time: 9.8083429337, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5654859543
validation[          , genome  6736] predictions:    9717/  10000 (97.17%), best:    9723/10000 (97.23%), error:       925.35266, best error:       874.80127 on epoch:    83, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 129.1535797119s, input_fired_time: 1.3111284971, output_fired_time: 1.1966966391, propagate_forward_time: 48.9364242554, propagate_backward_time: 74.5809936523, weight_update_time: 0.1494561434, other_time: 3.1283416748
epoch time: 10.4443531036s, input_fired_time: 0.1657272577, output_fired_time: 0.0000000000, propagate_forward_time: 9.7096519470, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5689735413
validation[          , genome  6736] predictions:    9681/  10000 (96.81%), best:    9723/10000 (97.23%), error:       999.65460, best error:       874.80127 on epoch:    83, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 131.1848754883s, input_fired_time: 1.3630843163, output_fired_time: 1.2290917635, propagate_forward_time: 49.8500099182, propagate_backward_time: 75.5283355713, weight_update_time: 0.1511989683, other_time: 3.2143554688
epoch time: 10.4052019119s, input_fired_time: 0.1678187698, output_fired_time: 0.0000000000, propagate_forward_time: 9.6761283875, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5612545013
validation[          , genome  6736] predictions:    9719/  10000 (97.19%), best:    9723/10000 (97.23%), error:       913.52081, best error:       874.80127 on epoch:    83, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 125.9912033081s, input_fired_time: 1.2861782312, output_fired_time: 1.1676847935, propagate_forward_time: 47.7287406921, propagate_backward_time: 72.7425384521, weight_update_time: 0.1479350328, other_time: 3.0660552979
epoch time: 10.7652282715s, input_fired_time: 0.1681751162, output_fired_time: 0.0000000000, propagate_forward_time: 9.9803600311, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6166934967
validation[          , genome  6736] predictions:    9736/  10000 (97.36%), best:    9723/10000 (97.23%), error:       897.13391, best error:       874.80127 on epoch:    83, 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: 53.3669281006s, input_fired_time: 0.8411235213, output_fired_time: 0.0000000000, propagate_forward_time: 49.5971450806, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9286613464
best training[          , genome  6736] predictions:   49402/  50000 (98.80%), best:    9723/10000 (97.23%), error:      2264.93701, best error:       874.80127 on epoch:    83, 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: 10.6991081238s, input_fired_time: 0.1923696846, output_fired_time: 0.0000000000, propagate_forward_time: 9.9349098206, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5718288422
   testing[          , genome  6736] predictions:    9726/  10000 (97.26%), best:    9723/10000 (97.23%), error:       844.18140, best error:       874.80127 on epoch:    83, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
09:04:17 (10500): called boinc_finish(0)

</stderr_txt>
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