Nameexact_genome_1512568488_43_6928_1
Workunit2605954
Created7 Dec 2017, 22:50:36 UTC
Sent7 Dec 2017, 22:55:42 UTC
Report deadline19 Dec 2017, 23:31:54 UTC
Received8 Dec 2017, 3:53:08 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID53797
Run time3 hours 19 min 19 sec
CPU time3 hours 18 min 39 sec
Validate stateValid
Credit3,006.29
Device peak FLOPS3.64 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33

Stderr output

<core_client_version>7.2.42</core_client_version>
<![CDATA[
<stderr_txt>
t_fired_time: 1.2096431255, output_fired_time: 0.7521775961, propagate_forward_time: 43.0464668274, propagate_backward_time: 61.0859947205, weight_update_time: 0.1056304947, other_time: 2.1627273560
epoch time: 9.2621841431s, input_fired_time: 0.1337130070, output_fired_time: 0.0000000000, propagate_forward_time: 8.7515897751, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3768815994
validation[          , genome  6928] predictions:    9673/  10000 (96.73%), best:    9769/10000 (97.69%), error:      1096.42090, best error:       894.86237 on epoch:     2, epoch:   14/100, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 108.6416168213s, input_fired_time: 1.2079595327, output_fired_time: 0.7569413781, propagate_forward_time: 43.1473007202, propagate_backward_time: 61.3755989075, weight_update_time: 0.1064054221, other_time: 2.1538124084
epoch time: 9.1062717438s, input_fired_time: 0.1289127469, output_fired_time: 0.0000000000, propagate_forward_time: 8.6064891815, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3708696365
validation[          , genome  6928] predictions:    9653/  10000 (96.53%), best:    9769/10000 (97.69%), error:      1082.17139, best error:       894.86237 on epoch:     2, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 108.3164215088s, input_fired_time: 1.2039716244, output_fired_time: 0.7578862309, propagate_forward_time: 43.0320472717, propagate_backward_time: 61.1775779724, weight_update_time: 0.1060551032, other_time: 2.1449356079
epoch time: 9.1237812042s, input_fired_time: 0.1296962500, output_fired_time: 0.0000000000, propagate_forward_time: 8.6222352982, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3718500137
validation[          , genome  6928] predictions:    9724/  10000 (97.24%), best:    9769/10000 (97.69%), error:       927.35773, best error:       894.86237 on epoch:     2, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 108.9238052368s, input_fired_time: 1.2121473551, output_fired_time: 0.7615864873, propagate_forward_time: 43.2078552246, propagate_backward_time: 61.5911750793, weight_update_time: 0.1060522795, other_time: 2.1510353088
epoch time: 9.1423702240s, input_fired_time: 0.1308690906, output_fired_time: 0.0000000000, propagate_forward_time: 8.6371107101, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3743906021
validation[          , genome  6928] predictions:    9753/  10000 (97.53%), best:    9753/10000 (97.53%), error:       863.84570, best error:       863.84570 on epoch:    17, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 108.4734268188s, input_fired_time: 1.2114292383, output_fired_time: 0.7564553618, propagate_forward_time: 43.2046852112, propagate_backward_time: 61.0872230530, weight_update_time: 0.1051216424, other_time: 2.2136383057
epoch time: 9.0999107361s, input_fired_time: 0.1255888194, output_fired_time: 0.0000000000, propagate_forward_time: 8.6090888977, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3652334213
validation[          , genome  6928] predictions:    9668/  10000 (96.68%), best:    9753/10000 (97.53%), error:      1076.15662, best error:       863.84570 on epoch:    17, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 108.4428405762s, input_fired_time: 1.1953003407, output_fired_time: 0.7508800030, propagate_forward_time: 43.1936607361, propagate_backward_time: 61.2226219177, weight_update_time: 0.0998848602, other_time: 2.0803833008
epoch time: 9.2076301575s, input_fired_time: 0.1286135316, output_fired_time: 0.0000000000, propagate_forward_time: 8.7050085068, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3740081787
validation[          , genome  6928] predictions:    9734/  10000 (97.34%), best:    9753/10000 (97.53%), error:       937.99854, best error:       863.84570 on epoch:    17, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 107.8323440552s, input_fired_time: 1.1993232965, output_fired_time: 0.7551668286, propagate_forward_time: 42.9623336792, propagate_backward_time: 60.8081016541, weight_update_time: 0.1098381430, other_time: 2.1074180603
epoch time: 9.0877008438s, input_fired_time: 0.1262944788, output_fired_time: 0.0000000000, propagate_forward_time: 8.5952806473, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3661260605
validation[          , genome  6928] predictions:    9742/  10000 (97.42%), best:    9753/10000 (97.53%), error:       915.55402, best error:       863.84570 on epoch:    17, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 108.1900939941s, input_fired_time: 1.2002443075, output_fired_time: 0.7500200868, propagate_forward_time: 43.0914382935, propagate_backward_time: 61.0677185059, weight_update_time: 0.1016493738, other_time: 2.0806732178
epoch time: 9.1774129868s, input_fired_time: 0.1319068670, output_fired_time: 0.0000000000, propagate_forward_time: 8.6683187485, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3771877289
validation[          , genome  6928] predictions:    9729/  10000 (97.29%), best:    9753/10000 (97.53%), error:       878.57776, best error:       863.84570 on epoch:    17, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 108.4954223633s, input_fired_time: 1.2167923450, output_fired_time: 0.7538790107, propagate_forward_time: 43.1586875916, propagate_backward_time: 61.2090568542, weight_update_time: 0.1053295806, other_time: 2.1570129395
epoch time: 9.1646919250s, input_fired_time: 0.1302915215, output_fired_time: 0.0000000000, propagate_forward_time: 8.6568517685, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3775482178
validation[          , genome  6928] predictions:    9725/  10000 (97.25%), best:    9753/10000 (97.53%), error:       899.68073, best error:       863.84570 on epoch:    17, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 108.8855590820s, input_fired_time: 1.2317321301, output_fired_time: 0.7579831481, propagate_forward_time: 43.3107910156, propagate_backward_time: 61.4059448242, weight_update_time: 0.1066497564, other_time: 2.1791076660
epoch time: 9.2042112350s, input_fired_time: 0.1349283457, output_fired_time: 0.0000000000, propagate_forward_time: 8.6910181046, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3782644272
validation[          , genome  6928] predictions:    9745/  10000 (97.45%), best:    9745/10000 (97.45%), error:       863.52966, best error:       863.52966 on epoch:    23, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 108.4870529175s, input_fired_time: 1.2252843380, output_fired_time: 0.7546976209, propagate_forward_time: 43.1499481201, propagate_backward_time: 61.2336807251, weight_update_time: 0.1031934097, other_time: 2.1234436035
epoch time: 9.2866439819s, input_fired_time: 0.1333117783, output_fired_time: 0.0000000000, propagate_forward_time: 8.7696895599, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3836421967
validation[          , genome  6928] predictions:    9766/  10000 (97.66%), best:    9766/10000 (97.66%), error:       839.03491, best error:       839.03491 on epoch:    24, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 109.4062500000s, input_fired_time: 1.2288447618, output_fired_time: 0.7840694785, propagate_forward_time: 43.5147743225, propagate_backward_time: 61.7485847473, weight_update_time: 0.1014223993, other_time: 2.1299743652
epoch time: 9.0920438766s, input_fired_time: 0.1285941601, output_fired_time: 0.0000000000, propagate_forward_time: 8.5991458893, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3643035889
validation[          , genome  6928] predictions:    9695/  10000 (96.95%), best:    9766/10000 (97.66%), error:      1028.56897, best error:       839.03491 on epoch:    24, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 108.6581115723s, input_fired_time: 1.2297698259, output_fired_time: 0.7558650970, propagate_forward_time: 43.2252235413, propagate_backward_time: 61.3015441895, weight_update_time: 0.1063732207, other_time: 2.1457099915
epoch time: 9.6384029388s, input_fired_time: 0.1469354928, output_fired_time: 0.0000000000, propagate_forward_time: 9.0528516769, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4386157990
validation[          , genome  6928] predictions:    9762/  10000 (97.62%), best:    9762/10000 (97.62%), error:       784.84424, best error:       784.84424 on epoch:    26, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 108.8474502563s, input_fired_time: 1.2325661182, output_fired_time: 0.7555375099, propagate_forward_time: 43.2391014099, propagate_backward_time: 61.4967193604, weight_update_time: 0.1040611416, other_time: 2.1235237122
epoch time: 9.0607814789s, input_fired_time: 0.1279544681, output_fired_time: 0.0000000000, propagate_forward_time: 8.5598783493, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3729486465
validation[          , genome  6928] predictions:    9723/  10000 (97.23%), best:    9762/10000 (97.62%), error:       925.58344, best error:       784.84424 on epoch:    26, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 108.4953918457s, input_fired_time: 1.2143248320, output_fired_time: 0.7659065723, propagate_forward_time: 43.1406707764, propagate_backward_time: 61.2591705322, weight_update_time: 0.1039250344, other_time: 2.1153182983
epoch time: 9.3324546814s, input_fired_time: 0.1622550488, output_fired_time: 0.0000000000, propagate_forward_time: 8.8005161285, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3696832657
validation[          , genome  6928] predictions:    9780/  10000 (97.80%), best:    9780/10000 (97.80%), error:       708.05109, best error:       708.05109 on epoch:    28, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 108.8415374756s, input_fired_time: 1.2103873491, output_fired_time: 0.7532108426, propagate_forward_time: 43.4453468323, propagate_backward_time: 61.3233413696, weight_update_time: 0.1023502499, other_time: 2.1092491150
epoch time: 9.1693572998s, input_fired_time: 0.1286066622, output_fired_time: 0.0000000000, propagate_forward_time: 8.6766519547, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3640985489
validation[          , genome  6928] predictions:    9715/  10000 (97.15%), best:    9780/10000 (97.80%), error:       928.15912, best error:       708.05109 on epoch:    28, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 108.1621551514s, input_fired_time: 1.2210901976, output_fired_time: 0.7539536953, propagate_forward_time: 42.9817390442, propagate_backward_time: 61.0770111084, weight_update_time: 0.1053802222, other_time: 2.1283607483
epoch time: 9.2420434952s, input_fired_time: 0.1308065206, output_fired_time: 0.0000000000, propagate_forward_time: 8.7423410416, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3688955307
validation[          , genome  6928] predictions:    9767/  10000 (97.67%), best:    9780/10000 (97.80%), error:       818.84851, best error:       708.05109 on epoch:    28, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 108.6141204834s, input_fired_time: 1.2385939360, output_fired_time: 0.7602493167, propagate_forward_time: 43.1698493958, propagate_backward_time: 61.3105964661, weight_update_time: 0.1043797806, other_time: 2.1348342896
epoch time: 9.0902004242s, input_fired_time: 0.1304555237, output_fired_time: 0.0000000000, propagate_forward_time: 8.5842752457, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3754692078
validation[          , genome  6928] predictions:    9738/  10000 (97.38%), best:    9780/10000 (97.80%), error:       880.35107, best error:       708.05109 on epoch:    28, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 108.4106750488s, input_fired_time: 1.2197163105, output_fired_time: 0.7551048994, propagate_forward_time: 43.0841255188, propagate_backward_time: 61.1990966797, weight_update_time: 0.1070954576, other_time: 2.1526298523
epoch time: 9.5681829453s, input_fired_time: 0.1353557706, output_fired_time: 0.0000000000, propagate_forward_time: 9.0483398438, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3844871521
validation[          , genome  6928] predictions:    9011/  10000 (90.11%), best:    9780/10000 (97.80%), error:      3861.51538, best error:       708.05109 on epoch:    28, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

resetting weights to those on epoch: 28
epoch time: 108.6766891479s, input_fired_time: 1.2144678831, output_fired_time: 0.7533990145, propagate_forward_time: 43.1931152344, propagate_backward_time: 61.4083747864, weight_update_time: 0.1038608253, other_time: 2.1073265076
epoch time: 9.0808839798s, input_fired_time: 0.1303360909, output_fired_time: 0.0000000000, propagate_forward_time: 8.5837125778, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3668355942
validation[          , genome  6928] predictions:    9749/  10000 (97.49%), best:    9780/10000 (97.80%), error:       812.45532, best error:       708.05109 on epoch:    28, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 108.0729217529s, input_fired_time: 1.2206788063, output_fired_time: 0.7530081868, propagate_forward_time: 42.9571838379, propagate_backward_time: 61.0184059143, weight_update_time: 0.1069776788, other_time: 2.1236457825
epoch time: 9.2942113876s, input_fired_time: 0.1303051859, output_fired_time: 0.0000000000, propagate_forward_time: 8.7747993469, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3891067505
validation[          , genome  6928] predictions:    9764/  10000 (97.64%), best:    9780/10000 (97.80%), error:       814.24774, best error:       708.05109 on epoch:    28, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 108.3557662964s, input_fired_time: 1.2149653435, output_fired_time: 0.7519235015, propagate_forward_time: 43.0830650330, propagate_backward_time: 61.2036437988, weight_update_time: 0.1021805108, other_time: 2.1021690369
epoch time: 9.1333551407s, input_fired_time: 0.1293851584, output_fired_time: 0.0000000000, propagate_forward_time: 8.6404123306, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3635578156
validation[          , genome  6928] predictions:    9773/  10000 (97.73%), best:    9780/10000 (97.80%), error:       733.45300, best error:       708.05109 on epoch:    28, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 108.5394134521s, input_fired_time: 1.2165850401, output_fired_time: 0.7600196004, propagate_forward_time: 43.1124496460, propagate_backward_time: 61.3341026306, weight_update_time: 0.1041038409, other_time: 2.1162605286
epoch time: 9.0879116058s, input_fired_time: 0.1308965683, output_fired_time: 0.0000000000, propagate_forward_time: 8.5868024826, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3702125549
validation[          , genome  6928] predictions:    9771/  10000 (97.71%), best:    9780/10000 (97.80%), error:       797.18799, best error:       708.05109 on epoch:    28, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 107.7684249878s, input_fired_time: 1.2188277245, output_fired_time: 0.7519915104, propagate_forward_time: 42.8873977661, propagate_backward_time: 60.7976684570, weight_update_time: 0.1063931957, other_time: 2.1125411987
epoch time: 9.0866956711s, input_fired_time: 0.1317085028, output_fired_time: 0.0000000000, propagate_forward_time: 8.5834741592, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3715133667
validation[          , genome  6928] predictions:    9734/  10000 (97.34%), best:    9780/10000 (97.80%), error:       881.97717, best error:       708.05109 on epoch:    28, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 108.4931488037s, input_fired_time: 1.2680162191, output_fired_time: 0.7570499778, propagate_forward_time: 43.2653427124, propagate_backward_time: 61.0434837341, weight_update_time: 0.1068830416, other_time: 2.1592597961
epoch time: 9.1488294601s, input_fired_time: 0.1305790246, output_fired_time: 0.0000000000, propagate_forward_time: 8.6408233643, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3774271011
validation[          , genome  6928] predictions:    9736/  10000 (97.36%), best:    9780/10000 (97.80%), error:       871.76654, best error:       708.05109 on epoch:    28, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 108.6880264282s, input_fired_time: 1.2107317448, output_fired_time: 0.7537934780, propagate_forward_time: 43.2002334595, propagate_backward_time: 61.4198837280, weight_update_time: 0.1013323516, other_time: 2.1033859253
epoch time: 9.1904678345s, input_fired_time: 0.1312448978, output_fired_time: 0.0000000000, propagate_forward_time: 8.6869697571, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3722534180
validation[          , genome  6928] predictions:    9744/  10000 (97.44%), best:    9780/10000 (97.80%), error:       843.76447, best error:       708.05109 on epoch:    28, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 108.0813369751s, input_fired_time: 1.2160822153, output_fired_time: 0.7523944378, propagate_forward_time: 43.0368156433, propagate_backward_time: 60.9621505737, weight_update_time: 0.1050793082, other_time: 2.1138954163
epoch time: 9.1408996582s, input_fired_time: 0.1309002787, output_fired_time: 0.0000000000, propagate_forward_time: 8.6407537460, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3692455292
validation[          , genome  6928] predictions:    9725/  10000 (97.25%), best:    9780/10000 (97.80%), error:       904.93689, best error:       708.05109 on epoch:    28, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 108.9257431030s, input_fired_time: 1.2304754257, output_fired_time: 0.7625305057, propagate_forward_time: 43.3273506165, propagate_backward_time: 61.4932136536, weight_update_time: 0.1034090295, other_time: 2.1121749878
epoch time: 9.1655797958s, input_fired_time: 0.1308322400, output_fired_time: 0.0000000000, propagate_forward_time: 8.6648807526, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3698663712
validation[          , genome  6928] predictions:    9698/  10000 (96.98%), best:    9780/10000 (97.80%), error:      1009.96967, best error:       708.05109 on epoch:    28, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 108.8845977783s, input_fired_time: 1.2230008841, output_fired_time: 0.7523526549, propagate_forward_time: 43.3337020874, propagate_backward_time: 61.4466400146, weight_update_time: 0.1049828455, other_time: 2.1289062500
epoch time: 9.1034488678s, input_fired_time: 0.1319020987, output_fired_time: 0.0000000000, propagate_forward_time: 8.6069259644, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3646211624
validation[          , genome  6928] predictions:    9676/  10000 (96.76%), best:    9780/10000 (97.80%), error:      1087.65259, best error:       708.05109 on epoch:    28, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 108.2716827393s, input_fired_time: 1.2255381346, output_fired_time: 0.7495592237, propagate_forward_time: 43.0093460083, propagate_backward_time: 61.1922569275, weight_update_time: 0.1015624255, other_time: 2.0949821472
epoch time: 9.1295108795s, input_fired_time: 0.1315098554, output_fired_time: 0.0000000000, propagate_forward_time: 8.6321525574, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3658485413
validation[          , genome  6928] predictions:    9774/  10000 (97.74%), best:    9780/10000 (97.80%), error:       773.55182, best error:       708.05109 on epoch:    28, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 108.4628906250s, input_fired_time: 1.2429139614, output_fired_time: 0.7549293041, propagate_forward_time: 43.1274871826, propagate_backward_time: 61.2106590271, weight_update_time: 0.1070523337, other_time: 2.1269035339
epoch time: 9.0675868988s, input_fired_time: 0.1315332204, output_fired_time: 0.0000000000, propagate_forward_time: 8.5638484955, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3722047806
validation[          , genome  6928] predictions:    9759/  10000 (97.59%), best:    9780/10000 (97.80%), error:       780.39648, best error:       708.05109 on epoch:    28, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 108.6010971069s, input_fired_time: 1.2300697565, output_fired_time: 0.7619788647, propagate_forward_time: 43.1096000671, propagate_backward_time: 61.3182792664, weight_update_time: 0.1231032237, other_time: 2.1811676025
epoch time: 9.1387405396s, input_fired_time: 0.1327679455, output_fired_time: 0.0000000000, propagate_forward_time: 8.6338539124, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3721189499
validation[          , genome  6928] predictions:    9748/  10000 (97.48%), best:    9780/10000 (97.80%), error:       806.40540, best error:       708.05109 on epoch:    28, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 108.3805160522s, input_fired_time: 1.2256106138, output_fired_time: 0.7547417879, propagate_forward_time: 43.1112594604, propagate_backward_time: 61.1511116028, weight_update_time: 0.1063044891, other_time: 2.1377906799
epoch time: 9.0752849579s, input_fired_time: 0.1312576234, output_fired_time: 0.0000000000, propagate_forward_time: 8.5753536224, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3686733246
validation[          , genome  6928] predictions:    9805/  10000 (98.05%), best:    9805/10000 (98.05%), error:       674.39270, best error:       674.39270 on epoch:    46, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 108.6593322754s, input_fired_time: 1.2200968266, output_fired_time: 0.7558794022, propagate_forward_time: 43.1781654358, propagate_backward_time: 61.3960151672, weight_update_time: 0.1027310044, other_time: 2.1091690063
epoch time: 9.1716213226s, input_fired_time: 0.1308293939, output_fired_time: 0.0000000000, propagate_forward_time: 8.6702871323, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3705043793
validation[          , genome  6928] predictions:    9774/  10000 (97.74%), best:    9805/10000 (98.05%), error:       724.90228, best error:       674.39270 on epoch:    46, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 108.9047393799s, input_fired_time: 1.2353130579, output_fired_time: 0.7566857338, propagate_forward_time: 43.2708549500, propagate_backward_time: 61.5080947876, weight_update_time: 0.1030989662, other_time: 2.1337928772
epoch time: 9.3798847198s, input_fired_time: 0.1318598092, output_fired_time: 0.0000000000, propagate_forward_time: 8.8719301224, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3760948181
validation[          , genome  6928] predictions:    9753/  10000 (97.53%), best:    9805/10000 (98.05%), error:       769.75891, best error:       674.39270 on epoch:    46, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 109.0069732666s, input_fired_time: 1.2296825647, output_fired_time: 0.7539121509, propagate_forward_time: 43.4075508118, propagate_backward_time: 61.4879913330, weight_update_time: 0.1010792777, other_time: 2.1278343201
epoch time: 9.1299066544s, input_fired_time: 0.1321596056, output_fired_time: 0.0000000000, propagate_forward_time: 8.6314229965, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3663244247
validation[          , genome  6928] predictions:    9775/  10000 (97.75%), best:    9805/10000 (98.05%), error:       732.53247, best error:       674.39270 on epoch:    46, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 108.6183319092s, input_fired_time: 1.2629724741, output_fired_time: 0.7635875344, propagate_forward_time: 43.1818923950, propagate_backward_time: 61.2520637512, weight_update_time: 0.1064161137, other_time: 2.1578178406
epoch time: 9.0838985443s, input_fired_time: 0.1307218075, output_fired_time: 0.0000000000, propagate_forward_time: 8.5822076797, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3709688187
validation[          , genome  6928] predictions:    9751/  10000 (97.51%), best:    9805/10000 (98.05%), error:       841.18457, best error:       674.39270 on epoch:    46, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 107.8594360352s, input_fired_time: 1.2333546877, output_fired_time: 0.7541838288, propagate_forward_time: 42.9279136658, propagate_backward_time: 60.8149566650, weight_update_time: 0.1074283347, other_time: 2.1290321350
epoch time: 9.1830253601s, input_fired_time: 0.1310223490, output_fired_time: 0.0000000000, propagate_forward_time: 8.6871347427, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3648681641
validation[          , genome  6928] predictions:    9759/  10000 (97.59%), best:    9805/10000 (98.05%), error:       774.34113, best error:       674.39270 on epoch:    46, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 108.3215942383s, input_fired_time: 1.2423204184, output_fired_time: 0.7535158992, propagate_forward_time: 43.1125144958, propagate_backward_time: 61.0256767273, weight_update_time: 0.1061161757, other_time: 2.1875686646
epoch time: 9.0662536621s, input_fired_time: 0.1310589910, output_fired_time: 0.0000000000, propagate_forward_time: 8.5714368820, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3637580872
validation[          , genome  6928] predictions:    9725/  10000 (97.25%), best:    9805/10000 (98.05%), error:       873.41278, best error:       674.39270 on epoch:    46, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 108.6283035278s, input_fired_time: 1.2338759899, output_fired_time: 0.7536391616, propagate_forward_time: 43.2307739258, propagate_backward_time: 61.2977066040, weight_update_time: 0.1032514870, other_time: 2.1123046875
epoch time: 9.1273593903s, input_fired_time: 0.1340276301, output_fired_time: 0.0000000000, propagate_forward_time: 8.6194314957, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3739004135
validation[          , genome  6928] predictions:    9781/  10000 (97.81%), best:    9805/10000 (98.05%), error:       710.99835, best error:       674.39270 on epoch:    46, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 108.4523620605s, input_fired_time: 1.2538938522, output_fired_time: 0.7530093193, propagate_forward_time: 43.0660820007, propagate_backward_time: 61.2370529175, weight_update_time: 0.1055893376, other_time: 2.1423301697
epoch time: 9.3120403290s, input_fired_time: 0.1395634860, output_fired_time: 0.0000000000, propagate_forward_time: 8.7843341827, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3881425858
validation[          , genome  6928] predictions:    9795/  10000 (97.95%), best:    9805/10000 (98.05%), error:       716.44122, best error:       674.39270 on epoch:    46, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 108.4275970459s, input_fired_time: 1.2678217888, output_fired_time: 0.7551822662, propagate_forward_time: 43.0873451233, propagate_backward_time: 61.1914710999, weight_update_time: 0.1056180596, other_time: 2.1257781982
epoch time: 9.0985403061s, input_fired_time: 0.1335791051, output_fired_time: 0.0000000000, propagate_forward_time: 8.5899372101, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3750238419
validation[          , genome  6928] predictions:    9752/  10000 (97.52%), best:    9805/10000 (98.05%), error:       834.00946, best error:       674.39270 on epoch:    46, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 108.4709625244s, input_fired_time: 1.2345167398, output_fired_time: 0.7539609075, propagate_forward_time: 43.1345138550, propagate_backward_time: 61.2186012268, weight_update_time: 0.1123958901, other_time: 2.1293678284
epoch time: 9.0906801224s, input_fired_time: 0.1309355944, output_fired_time: 0.0000000000, propagate_forward_time: 8.5964212418, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3633232117
validation[          , genome  6928] predictions:    9720/  10000 (97.20%), best:    9805/10000 (98.05%), error:       918.04156, best error:       674.39270 on epoch:    46, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 108.3459167480s, input_fired_time: 1.2286307812, output_fired_time: 0.7534624934, propagate_forward_time: 43.0688209534, propagate_backward_time: 61.1799964905, weight_update_time: 0.1040528715, other_time: 2.1150054932
epoch time: 9.0980138779s, input_fired_time: 0.1347799301, output_fired_time: 0.0000000000, propagate_forward_time: 8.5933065414, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3699274063
validation[          , genome  6928] predictions:    9784/  10000 (97.84%), best:    9805/10000 (98.05%), error:       694.15680, best error:       674.39270 on epoch:    46, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 108.6110000610s, input_fired_time: 1.2338845730, output_fired_time: 0.7526567578, propagate_forward_time: 43.1639862061, propagate_backward_time: 61.3272399902, weight_update_time: 0.1036532894, other_time: 2.1332321167
epoch time: 9.1278152466s, input_fired_time: 0.1322573423, output_fired_time: 0.0000000000, propagate_forward_time: 8.6315984726, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3639593124
validation[          , genome  6928] predictions:    9802/  10000 (98.02%), best:    9802/10000 (98.02%), error:       643.45837, best error:       643.45837 on epoch:    58, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 108.3409347534s, input_fired_time: 1.2348418236, output_fired_time: 0.7508484125, propagate_forward_time: 43.1110458374, propagate_backward_time: 61.1416587830, weight_update_time: 0.1029018238, other_time: 2.1025428772
epoch time: 9.1901750565s, input_fired_time: 0.1340216994, output_fired_time: 0.0000000000, propagate_forward_time: 8.6839008331, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3722524643
validation[          , genome  6928] predictions:    9718/  10000 (97.18%), best:    9802/10000 (98.02%), error:       913.24976, best error:       643.45837 on epoch:    58, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 108.6120910645s, input_fired_time: 1.2358701229, output_fired_time: 0.7534008026, propagate_forward_time: 43.1901245117, propagate_backward_time: 61.3342056274, weight_update_time: 0.1033900455, other_time: 2.0984878540
epoch time: 9.1790323257s, input_fired_time: 0.1320954710, output_fired_time: 0.0000000000, propagate_forward_time: 8.6759653091, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3709716797
validation[          , genome  6928] predictions:    9775/  10000 (97.75%), best:    9802/10000 (98.02%), error:       768.79968, best error:       643.45837 on epoch:    58, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 109.0359191895s, input_fired_time: 1.2336035967, output_fired_time: 0.7579344511, propagate_forward_time: 43.3667755127, propagate_backward_time: 61.5552406311, weight_update_time: 0.1032148674, other_time: 2.1223640442
epoch time: 9.1087055206s, input_fired_time: 0.1337203085, output_fired_time: 0.0000000000, propagate_forward_time: 8.6064138412, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3685712814
validation[          , genome  6928] predictions:    9754/  10000 (97.54%), best:    9802/10000 (98.02%), error:       822.82721, best error:       643.45837 on epoch:    58, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 108.6397171021s, input_fired_time: 1.2351226807, output_fired_time: 0.7564923763, propagate_forward_time: 43.2669372559, propagate_backward_time: 61.2312965393, weight_update_time: 0.1053504720, other_time: 2.1498680115
epoch time: 9.0984268188s, input_fired_time: 0.1323455721, output_fired_time: 0.0000000000, propagate_forward_time: 8.5996904373, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3663911819
validation[          , genome  6928] predictions:    9787/  10000 (97.87%), best:    9802/10000 (98.02%), error:       720.88611, best error:       643.45837 on epoch:    58, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 109.5182113647s, input_fired_time: 1.2649273872, output_fired_time: 0.7560235858, propagate_forward_time: 43.5339698792, propagate_backward_time: 61.8349227905, weight_update_time: 0.1038067341, other_time: 2.1283607483
epoch time: 9.1570167542s, input_fired_time: 0.1342920810, output_fired_time: 0.0000000000, propagate_forward_time: 8.6560182571, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3667068481
validation[          , genome  6928] predictions:    9635/  10000 (96.35%), best:    9802/10000 (98.02%), error:      1172.93591, best error:       643.45837 on epoch:    58, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 108.7278747559s, input_fired_time: 1.2498735189, output_fired_time: 0.7563657165, propagate_forward_time: 43.1692810059, propagate_backward_time: 61.3848152161, weight_update_time: 0.1051747203, other_time: 2.1675453186
epoch time: 9.1212568283s, input_fired_time: 0.1334183216, output_fired_time: 0.0000000000, propagate_forward_time: 8.6201248169, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3677139282
validation[          , genome  6928] predictions:    9771/  10000 (97.71%), best:    9802/10000 (98.02%), error:       770.89398, best error:       643.45837 on epoch:    58, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 108.6406478882s, input_fired_time: 1.2294369936, output_fired_time: 0.7577354908, propagate_forward_time: 43.1378440857, propagate_backward_time: 61.4176673889, weight_update_time: 0.1020973027, other_time: 2.0979614258
epoch time: 9.1889839172s, input_fired_time: 0.1339923590, output_fired_time: 0.0000000000, propagate_forward_time: 8.6874685287, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3675231934
validation[          , genome  6928] predictions:    9752/  10000 (97.52%), best:    9802/10000 (98.02%), error:       781.57709, best error:       643.45837 on epoch:    58, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 108.5640792847s, input_fired_time: 1.2446854115, output_fired_time: 0.7636859417, propagate_forward_time: 43.1079978943, propagate_backward_time: 61.2913856506, weight_update_time: 0.1070613042, other_time: 2.1563262939
epoch time: 9.1116619110s, input_fired_time: 0.1334752440, output_fired_time: 0.0000000000, propagate_forward_time: 8.6087112427, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3694753647
validation[          , genome  6928] predictions:    9777/  10000 (97.77%), best:    9802/10000 (98.02%), error:       730.24994, best error:       643.45837 on epoch:    58, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 108.1161651611s, input_fired_time: 1.2408127785, output_fired_time: 0.7549424767, propagate_forward_time: 43.0131721497, propagate_backward_time: 60.9616928101, weight_update_time: 0.1080847085, other_time: 2.1455421448
epoch time: 9.1129894257s, input_fired_time: 0.1351567358, output_fired_time: 0.0000000000, propagate_forward_time: 8.6067323685, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3711004257
validation[          , genome  6928] predictions:    9775/  10000 (97.75%), best:    9802/10000 (98.02%), error:       738.23090, best error:       643.45837 on epoch:    58, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 108.3930206299s, input_fired_time: 1.2370307446, output_fired_time: 0.7532255650, propagate_forward_time: 43.1898918152, propagate_backward_time: 61.0993118286, weight_update_time: 0.1043760404, other_time: 2.1135597229
epoch time: 9.1082696915s, input_fired_time: 0.1326175183, output_fired_time: 0.0000000000, propagate_forward_time: 8.6134824753, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3621692657
validation[          , genome  6928] predictions:    9747/  10000 (97.47%), best:    9802/10000 (98.02%), error:       811.38965, best error:       643.45837 on epoch:    58, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 108.2829818726s, input_fired_time: 1.2361850739, output_fired_time: 0.7506158948, propagate_forward_time: 43.1462821960, propagate_backward_time: 61.0609092712, weight_update_time: 0.1006376594, other_time: 2.0889892578
epoch time: 9.3304281235s, input_fired_time: 0.1336602420, output_fired_time: 0.0000000000, propagate_forward_time: 8.8221616745, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3746061325
validation[          , genome  6928] predictions:    9760/  10000 (97.60%), best:    9802/10000 (98.02%), error:       774.40216, best error:       643.45837 on epoch:    58, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 109.0287704468s, input_fired_time: 1.2305593491, output_fired_time: 0.7935817242, propagate_forward_time: 43.2903976440, propagate_backward_time: 61.6118965149, weight_update_time: 0.1020954624, other_time: 2.1023368835
epoch time: 9.1503934860s, input_fired_time: 0.1334193200, output_fired_time: 0.0000000000, propagate_forward_time: 8.6476182938, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3693561554
validation[          , genome  6928] predictions:    9755/  10000 (97.55%), best:    9802/10000 (98.02%), error:       824.10608, best error:       643.45837 on epoch:    58, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 108.8334274292s, input_fired_time: 1.2275693417, output_fired_time: 0.7560597062, propagate_forward_time: 43.1782226562, propagate_backward_time: 61.5510826111, weight_update_time: 0.1046767011, other_time: 2.1204948425
epoch time: 9.1270246506s, input_fired_time: 0.1326961517, output_fired_time: 0.0000000000, propagate_forward_time: 8.6251344681, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3691940308
validation[          , genome  6928] predictions:    9786/  10000 (97.86%), best:    9802/10000 (98.02%), error:       704.19257, best error:       643.45837 on epoch:    58, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 108.6289596558s, input_fired_time: 1.2215131521, output_fired_time: 0.7517524958, propagate_forward_time: 43.2079963684, propagate_backward_time: 61.3465919495, weight_update_time: 0.1011084467, other_time: 2.1011047363
epoch time: 9.1364173889s, input_fired_time: 0.1344433874, output_fired_time: 0.0000000000, propagate_forward_time: 8.6347723007, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3672018051
validation[          , genome  6928] predictions:    9784/  10000 (97.84%), best:    9802/10000 (98.02%), error:       736.99542, best error:       643.45837 on epoch:    58, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 108.7693481445s, input_fired_time: 1.2576104403, output_fired_time: 0.7549246550, propagate_forward_time: 43.3664398193, propagate_backward_time: 61.2317123413, weight_update_time: 0.1042956039, other_time: 2.1586608887
epoch time: 9.0875272751s, input_fired_time: 0.1322648823, output_fired_time: 0.0000000000, propagate_forward_time: 8.5917539597, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3635082245
validation[          , genome  6928] predictions:    9762/  10000 (97.62%), best:    9802/10000 (98.02%), error:       785.83191, best error:       643.45837 on epoch:    58, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 108.2068405151s, input_fired_time: 1.2351654768, output_fired_time: 0.7536063194, propagate_forward_time: 42.9979362488, propagate_backward_time: 61.0886840820, weight_update_time: 0.1043239161, other_time: 2.1314430237
epoch time: 9.1418828964s, input_fired_time: 0.1354730427, output_fired_time: 0.0000000000, propagate_forward_time: 8.6320362091, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3743734360
validation[          , genome  6928] predictions:    9776/  10000 (97.76%), best:    9802/10000 (98.02%), error:       725.22211, best error:       643.45837 on epoch:    58, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 108.5943222046s, input_fired_time: 1.2380836010, output_fired_time: 0.7543622255, propagate_forward_time: 43.1269836426, propagate_backward_time: 61.3341255188, weight_update_time: 0.1044591442, other_time: 2.1407661438
epoch time: 9.1710453033s, input_fired_time: 0.1354892552, output_fired_time: 0.0000000000, propagate_forward_time: 8.6661443710, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3694114685
validation[          , genome  6928] predictions:    9731/  10000 (97.31%), best:    9802/10000 (98.02%), error:       871.33978, best error:       643.45837 on epoch:    58, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 108.5181655884s, input_fired_time: 1.2397520542, output_fired_time: 0.7547113895, propagate_forward_time: 43.1446037292, propagate_backward_time: 61.2639312744, weight_update_time: 0.1037809700, other_time: 2.1151618958
epoch time: 9.1372461319s, input_fired_time: 0.1346950382, output_fired_time: 0.0000000000, propagate_forward_time: 8.6358070374, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3667440414
validation[          , genome  6928] predictions:    9718/  10000 (97.18%), best:    9802/10000 (98.02%), error:       900.04041, best error:       643.45837 on epoch:    58, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 108.3685150146s, input_fired_time: 1.2533950806, output_fired_time: 0.7525545359, propagate_forward_time: 43.0961112976, propagate_backward_time: 61.1710510254, weight_update_time: 0.1017073169, other_time: 2.0954017639
epoch time: 9.1126461029s, input_fired_time: 0.1340389997, output_fired_time: 0.0000000000, propagate_forward_time: 8.6156768799, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3629302979
validation[          , genome  6928] predictions:    9774/  10000 (97.74%), best:    9802/10000 (98.02%), error:       732.27875, best error:       643.45837 on epoch:    58, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 108.7506027222s, input_fired_time: 1.2384546995, output_fired_time: 0.7545962334, propagate_forward_time: 43.2280120850, propagate_backward_time: 61.4195480347, weight_update_time: 0.1049424857, other_time: 2.1099929810
epoch time: 9.1049432755s, input_fired_time: 0.1355639845, output_fired_time: 0.0000000000, propagate_forward_time: 8.6058807373, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3634986877
validation[          , genome  6928] predictions:    9792/  10000 (97.92%), best:    9802/10000 (98.02%), error:       684.01593, best error:       643.45837 on epoch:    58, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 108.3340225220s, input_fired_time: 1.2360001802, output_fired_time: 0.7514741421, propagate_forward_time: 43.1288757324, propagate_backward_time: 61.1517372131, weight_update_time: 0.1004546434, other_time: 2.0659370422
epoch time: 9.0910835266s, input_fired_time: 0.1332207471, output_fired_time: 0.0000000000, propagate_forward_time: 8.5939302444, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3639326096
validation[          , genome  6928] predictions:    9782/  10000 (97.82%), best:    9802/10000 (98.02%), error:       710.12152, best error:       643.45837 on epoch:    58, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 108.8194885254s, input_fired_time: 1.2440824509, output_fired_time: 0.7619791627, propagate_forward_time: 43.1762771606, propagate_backward_time: 61.5309410095, weight_update_time: 0.1031608135, other_time: 2.1062126160
epoch time: 9.2011613846s, input_fired_time: 0.1367668062, output_fired_time: 0.0000000000, propagate_forward_time: 8.6975612640, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3668336868
validation[          , genome  6928] predictions:    9755/  10000 (97.55%), best:    9802/10000 (98.02%), error:       841.35211, best error:       643.45837 on epoch:    58, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 111.3352584839s, input_fired_time: 1.2788944244, output_fired_time: 0.7716819644, propagate_forward_time: 44.0844802856, propagate_backward_time: 62.9607009888, weight_update_time: 0.1065372899, other_time: 2.2395019531
epoch time: 9.3568925858s, input_fired_time: 0.1436958313, output_fired_time: 0.0000000000, propagate_forward_time: 8.8160247803, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3971719742
validation[          , genome  6928] predictions:    9769/  10000 (97.69%), best:    9802/10000 (98.02%), error:       722.35693, best error:       643.45837 on epoch:    58, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 109.6832504272s, input_fired_time: 1.2655259371, output_fired_time: 0.7615989447, propagate_forward_time: 43.6213684082, propagate_backward_time: 61.8745651245, weight_update_time: 0.1049081385, other_time: 2.1601943970
epoch time: 9.1788444519s, input_fired_time: 0.1366232932, output_fired_time: 0.0000000000, propagate_forward_time: 8.6700344086, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3721866608
validation[          , genome  6928] predictions:    9779/  10000 (97.79%), best:    9802/10000 (98.02%), error:       733.50165, best error:       643.45837 on epoch:    58, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 108.8669204712s, input_fired_time: 1.2556746006, output_fired_time: 0.7541089654, propagate_forward_time: 43.3555641174, propagate_backward_time: 61.3656730652, weight_update_time: 0.1027743965, other_time: 2.1358947754
epoch time: 9.2686958313s, input_fired_time: 0.1382782161, output_fired_time: 0.0000000000, propagate_forward_time: 8.7474145889, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3830032349
validation[          , genome  6928] predictions:    9781/  10000 (97.81%), best:    9802/10000 (98.02%), error:       667.19299, best error:       643.45837 on epoch:    58, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 108.9294433594s, input_fired_time: 1.2479031086, output_fired_time: 0.7580829263, propagate_forward_time: 43.2724151611, propagate_backward_time: 61.5466194153, weight_update_time: 0.1011888906, other_time: 2.1044273376
epoch time: 9.2194414139s, input_fired_time: 0.1504708230, output_fired_time: 0.0000000000, propagate_forward_time: 8.6792936325, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3896770477
validation[          , genome  6928] predictions:    9753/  10000 (97.53%), best:    9802/10000 (98.02%), error:       810.36298, best error:       643.45837 on epoch:    58, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 109.5929794312s, input_fired_time: 1.2691301107, output_fired_time: 0.7609473467, propagate_forward_time: 43.4848365784, propagate_backward_time: 61.9102134705, weight_update_time: 0.1046365127, other_time: 2.1678504944
epoch time: 9.1523084641s, input_fired_time: 0.1373895705, output_fired_time: 0.0000000000, propagate_forward_time: 8.6444549561, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3704643250
validation[          , genome  6928] predictions:    9798/  10000 (97.98%), best:    9802/10000 (98.02%), error:       671.83887, best error:       643.45837 on epoch:    58, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 109.3816223145s, input_fired_time: 1.2751722336, output_fired_time: 0.7614081502, propagate_forward_time: 43.4648056030, propagate_backward_time: 61.7236289978, weight_update_time: 0.1051308364, other_time: 2.1566123962
epoch time: 9.2155342102s, input_fired_time: 0.1425192505, output_fired_time: 0.0000000000, propagate_forward_time: 8.6882143021, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3848009109
validation[          , genome  6928] predictions:    9782/  10000 (97.82%), best:    9802/10000 (98.02%), error:       759.80237, best error:       643.45837 on epoch:    58, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 109.1001434326s, input_fired_time: 1.2507157326, output_fired_time: 0.7570392489, propagate_forward_time: 43.3938026428, propagate_backward_time: 61.5768814087, weight_update_time: 0.1023149043, other_time: 2.1217002869
epoch time: 9.1539049149s, input_fired_time: 0.1366324723, output_fired_time: 0.0000000000, propagate_forward_time: 8.6502790451, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3669929504
validation[          , genome  6928] predictions:    9794/  10000 (97.94%), best:    9802/10000 (98.02%), error:       677.38019, best error:       643.45837 on epoch:    58, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 108.8635864258s, input_fired_time: 1.2481241226, output_fired_time: 0.7540264726, propagate_forward_time: 43.2849006653, propagate_backward_time: 61.4619255066, weight_update_time: 0.1004695445, other_time: 2.1146087646
epoch time: 9.1223764420s, input_fired_time: 0.1375544965, output_fired_time: 0.0000000000, propagate_forward_time: 8.6208524704, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3639698029
validation[          , genome  6928] predictions:    9775/  10000 (97.75%), best:    9802/10000 (98.02%), error:       697.85358, best error:       643.45837 on epoch:    58, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 108.5936126709s, input_fired_time: 1.2510093451, output_fired_time: 0.7517303228, propagate_forward_time: 43.2621612549, propagate_backward_time: 61.2576484680, weight_update_time: 0.1014269590, other_time: 2.0710639954
epoch time: 9.1194801331s, input_fired_time: 0.1369976848, output_fired_time: 0.0000000000, propagate_forward_time: 8.6143484116, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3681344986
validation[          , genome  6928] predictions:    9683/  10000 (96.83%), best:    9802/10000 (98.02%), error:      1015.27161, best error:       643.45837 on epoch:    58, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 108.4920501709s, input_fired_time: 1.2547872066, output_fired_time: 0.7557914257, propagate_forward_time: 43.1261482239, propagate_backward_time: 61.2372894287, weight_update_time: 0.1009381711, other_time: 2.1180381775
epoch time: 9.1794004440s, input_fired_time: 0.1383223087, output_fired_time: 0.0000000000, propagate_forward_time: 8.6691026688, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3719758987
validation[          , genome  6928] predictions:    9724/  10000 (97.24%), best:    9802/10000 (98.02%), error:       909.99884, best error:       643.45837 on epoch:    58, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 108.5404052734s, input_fired_time: 1.2530355453, output_fired_time: 0.7537494302, propagate_forward_time: 43.1457824707, propagate_backward_time: 61.2585487366, weight_update_time: 0.1052124873, other_time: 2.1292915344
epoch time: 9.1594648361s, input_fired_time: 0.1377509236, output_fired_time: 0.0000000000, propagate_forward_time: 8.6428499222, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3788642883
validation[          , genome  6928] predictions:    9788/  10000 (97.88%), best:    9802/10000 (98.02%), error:       688.41351, best error:       643.45837 on epoch:    58, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 109.4839630127s, input_fired_time: 1.2536088228, output_fired_time: 0.7589775324, propagate_forward_time: 43.5049514771, propagate_backward_time: 61.8296585083, weight_update_time: 0.1035034657, other_time: 2.1367645264
epoch time: 9.1921300888s, input_fired_time: 0.1466036290, output_fired_time: 0.0000000000, propagate_forward_time: 8.6647024155, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3808240891
validation[          , genome  6928] predictions:    9717/  10000 (97.17%), best:    9802/10000 (98.02%), error:       949.35315, best error:       643.45837 on epoch:    58, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 109.5255203247s, input_fired_time: 1.2646967173, output_fired_time: 0.7623700500, propagate_forward_time: 43.6698913574, propagate_backward_time: 61.6962051392, weight_update_time: 0.1046819240, other_time: 2.1323623657
epoch time: 9.1613311768s, input_fired_time: 0.1380613744, output_fired_time: 0.0000000000, propagate_forward_time: 8.6544017792, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3688678741
validation[          , genome  6928] predictions:    9779/  10000 (97.79%), best:    9802/10000 (98.02%), error:       710.55206, best error:       643.45837 on epoch:    58, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 108.5315933228s, input_fired_time: 1.2595673800, output_fired_time: 0.7549187541, propagate_forward_time: 43.1506462097, propagate_backward_time: 61.2330665588, weight_update_time: 0.1039321572, other_time: 2.1333923340
epoch time: 9.5180120468s, input_fired_time: 0.1392030418, output_fired_time: 0.0000000000, propagate_forward_time: 9.0011043549, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3777046204
validation[          , genome  6928] predictions:    9743/  10000 (97.43%), best:    9802/10000 (98.02%), error:       835.19672, best error:       643.45837 on epoch:    58, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 108.4389419556s, input_fired_time: 1.2478225231, output_fired_time: 0.7504125237, propagate_forward_time: 43.2395553589, propagate_backward_time: 61.1081619263, weight_update_time: 0.1018560976, other_time: 2.0929870605
epoch time: 9.1713819504s, input_fired_time: 0.1378947943, output_fired_time: 0.0000000000, propagate_forward_time: 8.6642961502, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3691911697
validation[          , genome  6928] predictions:    9783/  10000 (97.83%), best:    9802/10000 (98.02%), error:       707.62988, best error:       643.45837 on epoch:    58, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 108.9193344116s, input_fired_time: 1.2559372187, output_fired_time: 0.7616685629, propagate_forward_time: 43.3587341309, propagate_backward_time: 61.4333572388, weight_update_time: 0.1025426462, other_time: 2.1096420288
epoch time: 9.1926641464s, input_fired_time: 0.1363601834, output_fired_time: 0.0000000000, propagate_forward_time: 8.6946525574, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3616514206
validation[          , genome  6928] predictions:    9790/  10000 (97.90%), best:    9802/10000 (98.02%), error:       708.87299, best error:       643.45837 on epoch:    58, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 108.6492767334s, input_fired_time: 1.2479685545, output_fired_time: 0.7517409921, propagate_forward_time: 43.2676887512, propagate_backward_time: 61.2949981689, weight_update_time: 0.1005025730, other_time: 2.0868797302
epoch time: 9.4174737930s, input_fired_time: 0.1415663958, output_fired_time: 0.0000000000, propagate_forward_time: 8.8777971268, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3981103897
validation[          , genome  6928] predictions:    9775/  10000 (97.75%), best:    9802/10000 (98.02%), error:       747.27246, best error:       643.45837 on epoch:    58, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 108.6199417114s, input_fired_time: 1.2571909428, output_fired_time: 0.7528926134, propagate_forward_time: 43.2148399353, propagate_backward_time: 61.2719306946, weight_update_time: 0.1053814664, other_time: 2.1230850220
epoch time: 9.1003656387s, input_fired_time: 0.1386334449, output_fired_time: 0.0000000000, propagate_forward_time: 8.5903244019, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3714075089
validation[          , genome  6928] predictions:    9778/  10000 (97.78%), best:    9802/10000 (98.02%), error:       686.11572, best error:       643.45837 on epoch:    58, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 108.4810333252s, input_fired_time: 1.2624393702, output_fired_time: 0.7539235353, propagate_forward_time: 43.0927085876, propagate_backward_time: 61.2072868347, weight_update_time: 0.1093785837, other_time: 2.1646804810
epoch time: 9.0800743103s, input_fired_time: 0.1368808150, output_fired_time: 0.0000000000, propagate_forward_time: 8.5756340027, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3675594330
validation[          , genome  6928] predictions:    9765/  10000 (97.65%), best:    9802/10000 (98.02%), error:       774.76886, best error:       643.45837 on epoch:    58, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 108.4537582397s, input_fired_time: 1.2660402060, output_fired_time: 0.7539043427, propagate_forward_time: 43.1503982544, propagate_backward_time: 61.1537590027, weight_update_time: 0.1044510677, other_time: 2.1296577454
epoch time: 9.1231288910s, input_fired_time: 0.1367266774, output_fired_time: 0.0000000000, propagate_forward_time: 8.6178150177, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3685874939
validation[          , genome  6928] predictions:    9786/  10000 (97.86%), best:    9802/10000 (98.02%), error:       690.24738, best error:       643.45837 on epoch:    58, 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: 45.7170257568s, input_fired_time: 0.6760074496, output_fired_time: 0.0000000000, propagate_forward_time: 43.1467208862, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8942985535
best training[          , genome  6928] predictions:   49658/  50000 (99.32%), best:    9802/10000 (98.02%), error:      1431.29004, best error:       643.45837 on epoch:    58, 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: 9.1179008484s, input_fired_time: 0.1297326088, output_fired_time: 0.0000000000, propagate_forward_time: 8.6189451218, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3692235947
   testing[          , genome  6928] predictions:    9818/  10000 (98.18%), best:    9802/10000 (98.02%), error:       586.26404, best error:       643.45837 on epoch:    58, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
03:40:32 (25566): called boinc_finish(0)

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