Nameexact_genome_1512568488_43_6578_1
Workunit2604164
Created7 Dec 2017, 20:40:06 UTC
Sent7 Dec 2017, 20:49:13 UTC
Report deadline16 Dec 2017, 8:41:30 UTC
Received8 Dec 2017, 4:18:13 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID64865
Run time5 hours 19 min 34 sec
CPU time5 hours 19 min 18 sec
Validate stateValid
Credit2,123.66
Device peak FLOPS2.08 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size150.31 MB
Peak swap size152.03 MB
Peak disk usage1.11 MB

Stderr output

<core_client_version>7.6.31</core_client_version>
<![CDATA[
<stderr_txt>
01, weight_update_time: 0.1568739563, other_time: 8.4115600586
epoch time: 14.9041280746s, input_fired_time: 0.1617949754, output_fired_time: 0.0000000000, propagate_forward_time: 13.1267395020, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6155939102
validation[          , genome  6578] predictions:    9681/  10000 (96.81%), best:    9683/10000 (96.83%), error:      1083.64392, best error:      1028.30066 on epoch:    13, epoch:   14/100, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 174.9545898438s, input_fired_time: 1.4587002993, output_fired_time: 0.9928520918, propagate_forward_time: 65.5617675781, propagate_backward_time: 98.5281372070, weight_update_time: 0.1574822813, other_time: 8.4131317139
epoch time: 14.9181699753s, input_fired_time: 0.1621263921, output_fired_time: 0.0000000000, propagate_forward_time: 13.1384477615, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6175956726
validation[          , genome  6578] predictions:    9625/  10000 (96.25%), best:    9683/10000 (96.83%), error:      1193.56982, best error:      1028.30066 on epoch:    13, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 174.7288208008s, input_fired_time: 1.4615163803, output_fired_time: 0.9903891087, propagate_forward_time: 65.5066299438, propagate_backward_time: 98.3544769287, weight_update_time: 0.1565721929, other_time: 8.4158096313
epoch time: 14.8989210129s, input_fired_time: 0.1606450081, output_fired_time: 0.0000000000, propagate_forward_time: 13.1259307861, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6123447418
validation[          , genome  6578] predictions:    9694/  10000 (96.94%), best:    9683/10000 (96.83%), error:      1038.40833, best error:      1028.30066 on epoch:    13, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 174.7456207275s, input_fired_time: 1.4646093845, output_fired_time: 0.9899451733, propagate_forward_time: 65.4943618774, propagate_backward_time: 98.4034194946, weight_update_time: 0.1573363543, other_time: 8.3932800293
epoch time: 14.8848047256s, input_fired_time: 0.1608061194, output_fired_time: 0.0000000000, propagate_forward_time: 13.1111145020, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6128845215
validation[          , genome  6578] predictions:    9705/  10000 (97.05%), best:    9705/10000 (97.05%), error:      1021.45331, best error:      1021.45331 on epoch:    17, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 174.5661621094s, input_fired_time: 1.4596675634, output_fired_time: 0.9888045788, propagate_forward_time: 65.4501113892, propagate_backward_time: 98.2586288452, weight_update_time: 0.1566434950, other_time: 8.4089508057
epoch time: 14.8815174103s, input_fired_time: 0.1618787348, output_fired_time: 0.0000000000, propagate_forward_time: 13.1069574356, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6126813889
validation[          , genome  6578] predictions:    9706/  10000 (97.06%), best:    9706/10000 (97.06%), error:      1003.50409, best error:      1003.50409 on epoch:    18, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 174.5225830078s, input_fired_time: 1.4616303444, output_fired_time: 0.9876277447, propagate_forward_time: 65.4328536987, propagate_backward_time: 98.2378616333, weight_update_time: 0.1565870047, other_time: 8.4026184082
epoch time: 14.8544759750s, input_fired_time: 0.1625125706, output_fired_time: 0.0000000000, propagate_forward_time: 13.0758008957, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6161623001
validation[          , genome  6578] predictions:    9568/  10000 (95.68%), best:    9706/10000 (97.06%), error:      1409.06860, best error:      1003.50409 on epoch:    18, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 175.8557739258s, input_fired_time: 1.4639486074, output_fired_time: 0.9990922809, propagate_forward_time: 66.1061630249, propagate_backward_time: 98.8552703857, weight_update_time: 0.1583939493, other_time: 8.4312973022
epoch time: 15.0934810638s, input_fired_time: 0.1618033051, output_fired_time: 0.0000000000, propagate_forward_time: 13.3105735779, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6211042404
validation[          , genome  6578] predictions:    9632/  10000 (96.32%), best:    9706/10000 (97.06%), error:      1233.01306, best error:      1003.50409 on epoch:    18, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 177.1654663086s, input_fired_time: 1.4998757839, output_fired_time: 1.0502166748, propagate_forward_time: 66.6214447021, propagate_backward_time: 99.3579788208, weight_update_time: 0.1668145508, other_time: 8.6359481812
epoch time: 15.1847009659s, input_fired_time: 0.1747682542, output_fired_time: 0.0000000000, propagate_forward_time: 13.3594083786, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6505241394
validation[          , genome  6578] predictions:    9635/  10000 (96.35%), best:    9706/10000 (97.06%), error:      1183.78662, best error:      1003.50409 on epoch:    18, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 177.1001892090s, input_fired_time: 1.4976682663, output_fired_time: 1.0484313965, propagate_forward_time: 66.5677871704, propagate_backward_time: 99.3093338013, weight_update_time: 0.1657755077, other_time: 8.6769714355
epoch time: 15.1641120911s, input_fired_time: 0.1716513187, output_fired_time: 0.0000000000, propagate_forward_time: 13.3497333527, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6427278519
validation[          , genome  6578] predictions:    9689/  10000 (96.89%), best:    9706/10000 (97.06%), error:      1044.39319, best error:      1003.50409 on epoch:    18, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 176.7435760498s, input_fired_time: 1.5071647167, output_fired_time: 1.0476400852, propagate_forward_time: 66.3121337891, propagate_backward_time: 99.2413330078, weight_update_time: 0.1671707481, other_time: 8.6352996826
epoch time: 15.1615839005s, input_fired_time: 0.1727460921, output_fired_time: 0.0000000000, propagate_forward_time: 13.3522758484, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6365623474
validation[          , genome  6578] predictions:    9649/  10000 (96.49%), best:    9706/10000 (97.06%), error:      1234.69629, best error:      1003.50409 on epoch:    18, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 177.3554077148s, input_fired_time: 1.5064435005, output_fired_time: 1.0530799627, propagate_forward_time: 66.5488891602, propagate_backward_time: 99.6882705688, weight_update_time: 0.1660992354, other_time: 8.5587234497
epoch time: 15.1489219666s, input_fired_time: 0.1734182388, output_fired_time: 0.0000000000, propagate_forward_time: 13.3414363861, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6340675354
validation[          , genome  6578] predictions:    9651/  10000 (96.51%), best:    9706/10000 (97.06%), error:      1174.52722, best error:      1003.50409 on epoch:    18, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 177.4645843506s, input_fired_time: 1.5082257986, output_fired_time: 1.0539203882, propagate_forward_time: 66.5999298096, propagate_backward_time: 99.7489929199, weight_update_time: 0.1666140407, other_time: 8.5535125732
epoch time: 15.1489696503s, input_fired_time: 0.1755192280, output_fired_time: 0.0000000000, propagate_forward_time: 13.3343563080, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6390943527
validation[          , genome  6578] predictions:    9686/  10000 (96.86%), best:    9706/10000 (97.06%), error:      1091.37573, best error:      1003.50409 on epoch:    18, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 177.0828704834s, input_fired_time: 1.5029624701, output_fired_time: 1.0453997850, propagate_forward_time: 66.4426651001, propagate_backward_time: 99.4786682129, weight_update_time: 0.1664293557, other_time: 8.6131820679
epoch time: 15.1197080612s, input_fired_time: 0.1745425314, output_fired_time: 0.0000000000, propagate_forward_time: 13.3080492020, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6371164322
validation[          , genome  6578] predictions:    9680/  10000 (96.80%), best:    9706/10000 (97.06%), error:      1054.81909, best error:      1003.50409 on epoch:    18, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 177.1473999023s, input_fired_time: 1.5129224062, output_fired_time: 1.0493662357, propagate_forward_time: 66.4770660400, propagate_backward_time: 99.5077362061, weight_update_time: 0.1672635525, other_time: 8.6003112793
epoch time: 15.1299009323s, input_fired_time: 0.1742860824, output_fired_time: 0.0000000000, propagate_forward_time: 13.3216304779, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6339845657
validation[          , genome  6578] predictions:    9701/  10000 (97.01%), best:    9706/10000 (97.06%), error:      1027.69104, best error:      1003.50409 on epoch:    18, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 177.4620056152s, input_fired_time: 1.5108621120, output_fired_time: 1.0513664484, propagate_forward_time: 66.5684738159, propagate_backward_time: 99.6926116943, weight_update_time: 0.1671605557, other_time: 8.6386947632
epoch time: 15.1569576263s, input_fired_time: 0.1735997349, output_fired_time: 0.0000000000, propagate_forward_time: 13.3428030014, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6405544281
validation[          , genome  6578] predictions:    9691/  10000 (96.91%), best:    9691/10000 (96.91%), error:       987.49567, best error:       987.49567 on epoch:    28, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 177.5024566650s, input_fired_time: 1.5169657469, output_fired_time: 1.0530383587, propagate_forward_time: 66.5833816528, propagate_backward_time: 99.7290954590, weight_update_time: 0.1673799008, other_time: 8.6199722290
epoch time: 15.1558809280s, input_fired_time: 0.1762070805, output_fired_time: 0.0000000000, propagate_forward_time: 13.3349924088, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6446809769
validation[          , genome  6578] predictions:    9670/  10000 (96.70%), best:    9691/10000 (96.91%), error:      1052.66736, best error:       987.49567 on epoch:    28, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 177.0507507324s, input_fired_time: 1.5158396959, output_fired_time: 1.0481609106, propagate_forward_time: 66.4076080322, propagate_backward_time: 99.4526290894, weight_update_time: 0.1663412005, other_time: 8.6265182495
epoch time: 15.1421785355s, input_fired_time: 0.1743880063, output_fired_time: 0.0000000000, propagate_forward_time: 13.3248043060, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6429862976
validation[          , genome  6578] predictions:    9727/  10000 (97.27%), best:    9727/10000 (97.27%), error:       974.86719, best error:       974.86719 on epoch:    30, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 177.1519165039s, input_fired_time: 1.5128144026, output_fired_time: 1.0500960350, propagate_forward_time: 66.4696273804, propagate_backward_time: 99.5092239380, weight_update_time: 0.1668999493, other_time: 8.6101531982
epoch time: 15.1348552704s, input_fired_time: 0.1758828908, output_fired_time: 0.0000000000, propagate_forward_time: 13.3235235214, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6354484558
validation[          , genome  6578] predictions:    9630/  10000 (96.30%), best:    9727/10000 (97.27%), error:      1224.97644, best error:       974.86719 on epoch:    30, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 175.6814117432s, input_fired_time: 1.5179921389, output_fired_time: 1.0401738882, propagate_forward_time: 65.8063735962, propagate_backward_time: 98.7201004028, weight_update_time: 0.1673474759, other_time: 8.5967712402
epoch time: 14.8342037201s, input_fired_time: 0.1739481837, output_fired_time: 0.0000000000, propagate_forward_time: 13.0267477036, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6335077286
validation[          , genome  6578] predictions:    9695/  10000 (96.95%), best:    9727/10000 (97.27%), error:       998.16180, best error:       974.86719 on epoch:    30, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 174.2964477539s, input_fired_time: 1.5121109486, output_fired_time: 1.0360038280, propagate_forward_time: 65.1427841187, propagate_backward_time: 97.9938964844, weight_update_time: 0.1659404486, other_time: 8.6116409302
epoch time: 14.8610525131s, input_fired_time: 0.1746612340, output_fired_time: 0.0000000000, propagate_forward_time: 13.0436563492, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6427345276
validation[          , genome  6578] predictions:    9623/  10000 (96.23%), best:    9727/10000 (97.27%), error:      1285.14600, best error:       974.86719 on epoch:    30, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 173.8661651611s, input_fired_time: 1.5159063339, output_fired_time: 1.0371652842, propagate_forward_time: 64.9778442383, propagate_backward_time: 97.7328948975, weight_update_time: 0.1661833376, other_time: 8.6023559570
epoch time: 15.1460542679s, input_fired_time: 0.1746567637, output_fired_time: 0.0000000000, propagate_forward_time: 13.3394002914, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6319971085
validation[          , genome  6578] predictions:    9707/  10000 (97.07%), best:    9727/10000 (97.27%), error:       986.70734, best error:       974.86719 on epoch:    30, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 177.6067810059s, input_fired_time: 1.5165604353, output_fired_time: 1.0530303717, propagate_forward_time: 66.6217193604, propagate_backward_time: 99.8068542480, weight_update_time: 0.1659982204, other_time: 8.6086273193
epoch time: 15.0006122589s, input_fired_time: 0.1717101783, output_fired_time: 0.0000000000, propagate_forward_time: 13.1712789536, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6576232910
validation[          , genome  6578] predictions:    9655/  10000 (96.55%), best:    9727/10000 (97.27%), error:      1125.43115, best error:       974.86719 on epoch:    30, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 177.6667480469s, input_fired_time: 1.5231310129, output_fired_time: 1.0524175167, propagate_forward_time: 66.6446075439, propagate_backward_time: 99.8449707031, weight_update_time: 0.1663559377, other_time: 8.6016235352
epoch time: 15.1724910736s, input_fired_time: 0.1775013059, output_fired_time: 0.0000000000, propagate_forward_time: 13.3519058228, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6430835724
validation[          , genome  6578] predictions:    9720/  10000 (97.20%), best:    9727/10000 (97.27%), error:       976.03229, best error:       974.86719 on epoch:    30, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 170.4343719482s, input_fired_time: 1.4818607569, output_fired_time: 1.0014935732, propagate_forward_time: 63.5527038574, propagate_backward_time: 95.9626617432, weight_update_time: 0.1631083935, other_time: 8.4356536865
epoch time: 14.4100484848s, input_fired_time: 0.1666872352, output_fired_time: 0.0000000000, propagate_forward_time: 12.6398849487, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6034765244
validation[          , genome  6578] predictions:    9669/  10000 (96.69%), best:    9727/10000 (97.27%), error:      1121.03687, best error:       974.86719 on epoch:    30, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 170.7627105713s, input_fired_time: 1.4803555012, output_fired_time: 1.0010199547, propagate_forward_time: 63.8206062317, propagate_backward_time: 96.0243301392, weight_update_time: 0.1640794575, other_time: 8.4363937378
epoch time: 14.3464984894s, input_fired_time: 0.1664096415, output_fired_time: 0.0000000000, propagate_forward_time: 12.5843477249, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5957412720
validation[          , genome  6578] predictions:    9700/  10000 (97.00%), best:    9727/10000 (97.27%), error:      1004.89532, best error:       974.86719 on epoch:    30, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 171.0562286377s, input_fired_time: 1.4852340221, output_fired_time: 1.0043672323, propagate_forward_time: 63.9101562500, propagate_backward_time: 96.2437057495, weight_update_time: 0.1627550870, other_time: 8.4127731323
epoch time: 15.1336832047s, input_fired_time: 0.1762389243, output_fired_time: 0.0000000000, propagate_forward_time: 13.3140516281, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6433925629
validation[          , genome  6578] predictions:    9720/  10000 (97.20%), best:    9720/10000 (97.20%), error:       948.75006, best error:       948.75006 on epoch:    39, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 176.1195068359s, input_fired_time: 1.5251096487, output_fired_time: 1.0372921228, propagate_forward_time: 66.0196990967, propagate_backward_time: 98.9686203003, weight_update_time: 0.1653291285, other_time: 8.5687789917
epoch time: 15.1141986847s, input_fired_time: 0.1755046397, output_fired_time: 0.0000000000, propagate_forward_time: 13.3067331314, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6319608688
validation[          , genome  6578] predictions:    9575/  10000 (95.75%), best:    9720/10000 (97.20%), error:      1430.72925, best error:       948.75006 on epoch:    39, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 175.2689971924s, input_fired_time: 1.5066615343, output_fired_time: 1.0326220989, propagate_forward_time: 65.6781845093, propagate_backward_time: 98.4465789795, weight_update_time: 0.1646825075, other_time: 8.6049423218
epoch time: 14.2965507507s, input_fired_time: 0.1647896618, output_fired_time: 0.0000000000, propagate_forward_time: 12.5409021378, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5908594131
validation[          , genome  6578] predictions:    9733/  10000 (97.33%), best:    9733/10000 (97.33%), error:       917.28955, best error:       917.28955 on epoch:    41, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 171.1364746094s, input_fired_time: 1.4822627306, output_fired_time: 0.9951668978, propagate_forward_time: 63.9798812866, propagate_backward_time: 96.2546234131, weight_update_time: 0.1631859541, other_time: 8.4245376587
epoch time: 14.6165189743s, input_fired_time: 0.1706688255, output_fired_time: 0.0000000000, propagate_forward_time: 12.8418788910, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6039714813
validation[          , genome  6578] predictions:    9663/  10000 (96.63%), best:    9733/10000 (97.33%), error:      1100.84985, best error:       917.28955 on epoch:    41, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 170.1252746582s, input_fired_time: 1.4854606390, output_fired_time: 0.9910376072, propagate_forward_time: 63.3814735413, propagate_backward_time: 95.8629379272, weight_update_time: 0.1625079960, other_time: 8.4043655396
epoch time: 14.9881153107s, input_fired_time: 0.1708580852, output_fired_time: 0.0000000000, propagate_forward_time: 13.1846799850, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6325769424
validation[          , genome  6578] predictions:    9692/  10000 (96.92%), best:    9733/10000 (97.33%), error:      1002.57330, best error:       917.28955 on epoch:    41, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 170.6390838623s, input_fired_time: 1.4799643755, output_fired_time: 0.9962865114, propagate_forward_time: 63.6713333130, propagate_backward_time: 96.0420684814, weight_update_time: 0.1623087078, other_time: 8.4494247437
epoch time: 14.9339733124s, input_fired_time: 0.1717512757, output_fired_time: 0.0000000000, propagate_forward_time: 13.1408662796, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6213560104
validation[          , genome  6578] predictions:    9687/  10000 (96.87%), best:    9733/10000 (97.33%), error:      1090.78455, best error:       917.28955 on epoch:    41, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 172.1331024170s, input_fired_time: 1.4877029657, output_fired_time: 1.0023558140, propagate_forward_time: 64.3962783813, propagate_backward_time: 96.8035202026, weight_update_time: 0.1629888117, other_time: 8.4432525635
epoch time: 14.3114862442s, input_fired_time: 0.1681477576, output_fired_time: 0.0000000000, propagate_forward_time: 12.5523748398, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5909633636
validation[          , genome  6578] predictions:    9687/  10000 (96.87%), best:    9733/10000 (97.33%), error:      1056.56250, best error:       917.28955 on epoch:    41, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 171.9734039307s, input_fired_time: 1.4965931177, output_fired_time: 1.0017877817, propagate_forward_time: 64.3396911621, propagate_backward_time: 96.6714401245, weight_update_time: 0.1645867527, other_time: 8.4638900757
epoch time: 15.1238346100s, input_fired_time: 0.1784862578, output_fired_time: 0.0000000000, propagate_forward_time: 13.3049383163, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6404104233
validation[          , genome  6578] predictions:    9719/  10000 (97.19%), best:    9733/10000 (97.33%), error:       952.64209, best error:       917.28955 on epoch:    41, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 173.2538909912s, input_fired_time: 1.5024662018, output_fired_time: 1.0139281750, propagate_forward_time: 64.7684478760, propagate_backward_time: 97.4667053223, weight_update_time: 0.1659283638, other_time: 8.5023345947
epoch time: 14.4958066940s, input_fired_time: 0.1685594916, output_fired_time: 0.0000000000, propagate_forward_time: 12.7272768021, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5999708176
validation[          , genome  6578] predictions:    9702/  10000 (97.02%), best:    9733/10000 (97.33%), error:       992.68970, best error:       917.28955 on epoch:    41, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 172.7493438721s, input_fired_time: 1.4994528294, output_fired_time: 1.0039241314, propagate_forward_time: 64.5265884399, propagate_backward_time: 97.2155838013, weight_update_time: 0.1653390378, other_time: 8.5037994385
epoch time: 15.0001306534s, input_fired_time: 0.1751507521, output_fired_time: 0.0000000000, propagate_forward_time: 13.1924638748, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6325159073
validation[          , genome  6578] predictions:    9713/  10000 (97.13%), best:    9733/10000 (97.33%), error:       964.01556, best error:       917.28955 on epoch:    41, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 171.0540771484s, input_fired_time: 1.4913976192, output_fired_time: 0.9940699935, propagate_forward_time: 63.8727188110, propagate_backward_time: 96.2439422607, weight_update_time: 0.1645843089, other_time: 8.4519577026
epoch time: 14.5917224884s, input_fired_time: 0.1703219861, output_fired_time: 0.0000000000, propagate_forward_time: 12.8042917252, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6171083450
validation[          , genome  6578] predictions:    9699/  10000 (96.99%), best:    9733/10000 (97.33%), error:      1000.29468, best error:       917.28955 on epoch:    41, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 168.1799316406s, input_fired_time: 1.4750871658, output_fired_time: 0.9703480005, propagate_forward_time: 62.6386260986, propagate_backward_time: 94.7218170166, weight_update_time: 0.1612738520, other_time: 8.3740539551
epoch time: 14.9208917618s, input_fired_time: 0.1737602502, output_fired_time: 0.0000000000, propagate_forward_time: 13.1111583710, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6359729767
validation[          , genome  6578] predictions:    9742/  10000 (97.42%), best:    9742/10000 (97.42%), error:       879.47321, best error:       879.47321 on epoch:    50, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 170.2564239502s, input_fired_time: 1.4949932098, output_fired_time: 0.9893826246, propagate_forward_time: 63.3989334106, propagate_backward_time: 95.9331893921, weight_update_time: 0.1643265933, other_time: 8.4399261475
epoch time: 13.7735900879s, input_fired_time: 0.1620897800, output_fired_time: 0.0000000000, propagate_forward_time: 12.0382776260, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5732231140
validation[          , genome  6578] predictions:    9743/  10000 (97.43%), best:    9743/10000 (97.43%), error:       844.79083, best error:       844.79083 on epoch:    51, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 173.4227294922s, input_fired_time: 1.5041146278, output_fired_time: 1.0068473816, propagate_forward_time: 64.8274459839, propagate_backward_time: 97.5599822998, weight_update_time: 0.1657425612, other_time: 8.5243301392
epoch time: 14.6738710403s, input_fired_time: 0.1724820286, output_fired_time: 0.0000000000, propagate_forward_time: 12.8726024628, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6287860870
validation[          , genome  6578] predictions:    9705/  10000 (97.05%), best:    9743/10000 (97.43%), error:      1006.88843, best error:       844.79083 on epoch:    51, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 172.2565460205s, input_fired_time: 1.5083025694, output_fired_time: 1.0033684969, propagate_forward_time: 64.3184051514, propagate_backward_time: 96.8976211548, weight_update_time: 0.1662746072, other_time: 8.5288467407
epoch time: 14.8453750610s, input_fired_time: 0.1737263203, output_fired_time: 0.0000000000, propagate_forward_time: 13.0453205109, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6263284683
validation[          , genome  6578] predictions:    9707/  10000 (97.07%), best:    9743/10000 (97.43%), error:       983.72107, best error:       844.79083 on epoch:    51, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 174.7130432129s, input_fired_time: 1.5121543407, output_fired_time: 1.0200011730, propagate_forward_time: 65.4476089478, propagate_backward_time: 98.1948623657, weight_update_time: 0.1650617421, other_time: 8.5384063721
epoch time: 14.5986518860s, input_fired_time: 0.1721476614, output_fired_time: 0.0000000000, propagate_forward_time: 12.8055639267, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6209402084
validation[          , genome  6578] predictions:    9704/  10000 (97.04%), best:    9743/10000 (97.43%), error:       986.37390, best error:       844.79083 on epoch:    51, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 175.6344604492s, input_fired_time: 1.5240874290, output_fired_time: 1.0252451897, propagate_forward_time: 65.7428817749, propagate_backward_time: 98.7715454102, weight_update_time: 0.1646302640, other_time: 8.5707015991
epoch time: 14.6537914276s, input_fired_time: 0.1711936444, output_fired_time: 0.0000000000, propagate_forward_time: 12.8721504211, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6104469299
validation[          , genome  6578] predictions:    9736/  10000 (97.36%), best:    9743/10000 (97.43%), error:       903.60205, best error:       844.79083 on epoch:    51, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 174.1633300781s, input_fired_time: 1.5122460127, output_fired_time: 1.0155034065, propagate_forward_time: 65.1443023682, propagate_backward_time: 97.9639434814, weight_update_time: 0.1655315757, other_time: 8.5273284912
epoch time: 14.6381597519s, input_fired_time: 0.1728962362, output_fired_time: 0.0000000000, propagate_forward_time: 12.8463163376, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6189470291
validation[          , genome  6578] predictions:    9728/  10000 (97.28%), best:    9743/10000 (97.43%), error:       916.70496, best error:       844.79083 on epoch:    51, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 173.8780364990s, input_fired_time: 1.5102289915, output_fired_time: 1.0113927126, propagate_forward_time: 65.0459060669, propagate_backward_time: 97.8015975952, weight_update_time: 0.1656462997, other_time: 8.5089111328
epoch time: 14.6386051178s, input_fired_time: 0.1722774804, output_fired_time: 0.0000000000, propagate_forward_time: 12.8455858231, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6207418442
validation[          , genome  6578] predictions:    9715/  10000 (97.15%), best:    9743/10000 (97.43%), error:       944.23248, best error:       844.79083 on epoch:    51, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 171.5075073242s, input_fired_time: 1.4832223654, output_fired_time: 0.9822957516, propagate_forward_time: 63.9947242737, propagate_backward_time: 96.6953506470, weight_update_time: 0.1590199620, other_time: 8.3519210815
epoch time: 14.4245510101s, input_fired_time: 0.1609808058, output_fired_time: 0.0000000000, propagate_forward_time: 12.6840753555, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5794944763
validation[          , genome  6578] predictions:    9709/  10000 (97.09%), best:    9743/10000 (97.43%), error:       995.00946, best error:       844.79083 on epoch:    51, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 177.3175811768s, input_fired_time: 1.5289894342, output_fired_time: 1.0431604385, propagate_forward_time: 66.4902114868, propagate_backward_time: 99.6689605713, weight_update_time: 0.1655739099, other_time: 8.5862503052
epoch time: 14.9735918045s, input_fired_time: 0.1764521599, output_fired_time: 0.0000000000, propagate_forward_time: 13.1602821350, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6368579865
validation[          , genome  6578] predictions:    9708/  10000 (97.08%), best:    9743/10000 (97.43%), error:       972.34344, best error:       844.79083 on epoch:    51, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 176.4820098877s, input_fired_time: 1.5262612104, output_fired_time: 1.0390355587, propagate_forward_time: 66.1284637451, propagate_backward_time: 99.1778335571, weight_update_time: 0.1649566591, other_time: 8.6104202271
epoch time: 15.1341857910s, input_fired_time: 0.1784591228, output_fired_time: 0.0000000000, propagate_forward_time: 13.3167266846, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6389999390
validation[          , genome  6578] predictions:    9647/  10000 (96.47%), best:    9743/10000 (97.43%), error:      1126.76172, best error:       844.79083 on epoch:    51, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 176.5513610840s, input_fired_time: 1.5290966034, output_fired_time: 1.0413291454, propagate_forward_time: 66.2397384644, propagate_backward_time: 99.2006454468, weight_update_time: 0.1663765311, other_time: 8.5405426025
epoch time: 14.5189647675s, input_fired_time: 0.1729815602, output_fired_time: 0.0000000000, propagate_forward_time: 12.7325448990, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6134386063
validation[          , genome  6578] predictions:    9723/  10000 (97.23%), best:    9743/10000 (97.43%), error:       939.89612, best error:       844.79083 on epoch:    51, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 170.7166748047s, input_fired_time: 1.4881657362, output_fired_time: 0.9837085009, propagate_forward_time: 63.6814804077, propagate_backward_time: 96.1991577148, weight_update_time: 0.1618215889, other_time: 8.3641738892
epoch time: 13.5819826126s, input_fired_time: 0.1619024128, output_fired_time: 0.0000000000, propagate_forward_time: 11.8775787354, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5425014496
validation[          , genome  6578] predictions:    9726/  10000 (97.26%), best:    9743/10000 (97.43%), error:       940.05579, best error:       844.79083 on epoch:    51, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 164.7033233643s, input_fired_time: 1.4602390528, output_fired_time: 0.9369487762, propagate_forward_time: 60.9772453308, propagate_backward_time: 93.0902252197, weight_update_time: 0.1608849764, other_time: 8.2386627197
epoch time: 14.8755931854s, input_fired_time: 0.1650618613, output_fired_time: 0.0000000000, propagate_forward_time: 13.1011476517, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6093835831
validation[          , genome  6578] predictions:    9727/  10000 (97.27%), best:    9743/10000 (97.43%), error:       879.42017, best error:       844.79083 on epoch:    51, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 174.6691589355s, input_fired_time: 1.4868137836, output_fired_time: 0.9790390730, propagate_forward_time: 65.4725494385, propagate_backward_time: 98.3245315552, weight_update_time: 0.1571665704, other_time: 8.4062271118
epoch time: 14.6612377167s, input_fired_time: 0.1636372805, output_fired_time: 0.0000000000, propagate_forward_time: 12.8979597092, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5996408463
validation[          , genome  6578] predictions:    9710/  10000 (97.10%), best:    9743/10000 (97.43%), error:       943.34857, best error:       844.79083 on epoch:    51, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 173.5299530029s, input_fired_time: 1.4829715490, output_fired_time: 0.9705714583, propagate_forward_time: 65.0129776001, propagate_backward_time: 97.7260131836, weight_update_time: 0.1565153301, other_time: 8.3374252319
epoch time: 15.0478687286s, input_fired_time: 0.1681749374, output_fired_time: 0.0000000000, propagate_forward_time: 13.2644433975, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6152505875
validation[          , genome  6578] predictions:    9735/  10000 (97.35%), best:    9743/10000 (97.43%), error:       902.89136, best error:       844.79083 on epoch:    51, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 175.7510070801s, input_fired_time: 1.5019527674, output_fired_time: 0.9914016128, propagate_forward_time: 66.0167770386, propagate_backward_time: 98.8671875000, weight_update_time: 0.1576208770, other_time: 8.3736953735
epoch time: 14.5705595016s, input_fired_time: 0.1629554182, output_fired_time: 0.0000000000, propagate_forward_time: 12.8179216385, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5896825790
validation[          , genome  6578] predictions:    9658/  10000 (96.58%), best:    9743/10000 (97.43%), error:      1088.75464, best error:       844.79083 on epoch:    51, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 176.8389739990s, input_fired_time: 1.5028713942, output_fired_time: 1.0021696091, propagate_forward_time: 66.4927368164, propagate_backward_time: 99.4389572144, weight_update_time: 0.1577089876, other_time: 8.4022445679
epoch time: 15.1170253754s, input_fired_time: 0.1698078662, output_fired_time: 0.0000000000, propagate_forward_time: 13.3388776779, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6083402634
validation[          , genome  6578] predictions:    9739/  10000 (97.39%), best:    9743/10000 (97.43%), error:       888.20074, best error:       844.79083 on epoch:    51, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 177.1302947998s, input_fired_time: 1.5060894489, output_fired_time: 1.0019764900, propagate_forward_time: 66.6059112549, propagate_backward_time: 99.6013031006, weight_update_time: 0.1577419788, other_time: 8.4150085449
epoch time: 15.1200256348s, input_fired_time: 0.1694616377, output_fired_time: 0.0000000000, propagate_forward_time: 13.3412580490, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6093063354
validation[          , genome  6578] predictions:    9746/  10000 (97.46%), best:    9746/10000 (97.46%), error:       830.63123, best error:       830.63123 on epoch:    68, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 175.7325744629s, input_fired_time: 1.4979354143, output_fired_time: 0.9865957499, propagate_forward_time: 65.9646606445, propagate_backward_time: 98.9079818726, weight_update_time: 0.1573342979, other_time: 8.3753890991
epoch time: 14.5882787704s, input_fired_time: 0.1644364744, output_fired_time: 0.0000000000, propagate_forward_time: 12.8365850449, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5872573853
validation[          , genome  6578] predictions:    9752/  10000 (97.52%), best:    9746/10000 (97.46%), error:       832.10553, best error:       830.63123 on epoch:    68, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 174.0523681641s, input_fired_time: 1.4873288870, output_fired_time: 0.9720942974, propagate_forward_time: 65.2448196411, propagate_backward_time: 97.9933776855, weight_update_time: 0.1570367515, other_time: 8.3547439575
epoch time: 14.2037134171s, input_fired_time: 0.1608742774, output_fired_time: 0.0000000000, propagate_forward_time: 12.4685363770, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5743026733
validation[          , genome  6578] predictions:    9719/  10000 (97.19%), best:    9746/10000 (97.46%), error:       925.07874, best error:       830.63123 on epoch:    68, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 170.7408447266s, input_fired_time: 1.4797285795, output_fired_time: 0.9664911032, propagate_forward_time: 63.7182769775, propagate_backward_time: 96.2456741333, weight_update_time: 0.1582783312, other_time: 8.3306808472
epoch time: 14.8494768143s, input_fired_time: 0.1758758724, output_fired_time: 0.0000000000, propagate_forward_time: 13.0529756546, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6206254959
validation[          , genome  6578] predictions:    9720/  10000 (97.20%), best:    9746/10000 (97.46%), error:       889.33398, best error:       830.63123 on epoch:    68, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 171.0989532471s, input_fired_time: 1.4852427244, output_fired_time: 0.9625974894, propagate_forward_time: 63.9644927979, propagate_backward_time: 96.3858566284, weight_update_time: 0.1573458910, other_time: 8.3007583618
epoch time: 14.3922004700s, input_fired_time: 0.1695802808, output_fired_time: 0.0000000000, propagate_forward_time: 12.6356477737, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5869722366
validation[          , genome  6578] predictions:    9730/  10000 (97.30%), best:    9746/10000 (97.46%), error:       875.68457, best error:       830.63123 on epoch:    68, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 169.1012725830s, input_fired_time: 1.4798331261, output_fired_time: 0.9542679787, propagate_forward_time: 62.9911422729, propagate_backward_time: 95.3521881104, weight_update_time: 0.1592239141, other_time: 8.3238449097
epoch time: 14.7099256516s, input_fired_time: 0.1698928624, output_fired_time: 0.0000000000, propagate_forward_time: 12.9359111786, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6041212082
validation[          , genome  6578] predictions:    9730/  10000 (97.30%), best:    9746/10000 (97.46%), error:       886.22192, best error:       830.63123 on epoch:    68, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 170.0325317383s, input_fired_time: 1.4892246723, output_fired_time: 0.9644868374, propagate_forward_time: 63.4272460938, propagate_backward_time: 95.8110733032, weight_update_time: 0.1600937843, other_time: 8.3404922485
epoch time: 15.0957622528s, input_fired_time: 0.1714501977, output_fired_time: 0.0000000000, propagate_forward_time: 13.3020696640, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6222419739
validation[          , genome  6578] predictions:    9711/  10000 (97.11%), best:    9746/10000 (97.46%), error:       931.25037, best error:       830.63123 on epoch:    68, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 170.1804351807s, input_fired_time: 1.4804263115, output_fired_time: 0.9518518448, propagate_forward_time: 63.5759506226, propagate_backward_time: 95.8945465088, weight_update_time: 0.1558384597, other_time: 8.2776565552
epoch time: 14.7546634674s, input_fired_time: 0.1675316989, output_fired_time: 0.0000000000, propagate_forward_time: 12.9847173691, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6024141312
validation[          , genome  6578] predictions:    9745/  10000 (97.45%), best:    9746/10000 (97.46%), error:       846.60858, best error:       830.63123 on epoch:    68, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 174.4928436279s, input_fired_time: 1.5091298819, output_fired_time: 0.9933910966, propagate_forward_time: 65.3588180542, propagate_backward_time: 98.1629180908, weight_update_time: 0.1604984850, other_time: 8.4685897827
epoch time: 14.6062021255s, input_fired_time: 0.1738973558, output_fired_time: 0.0000000000, propagate_forward_time: 12.8289775848, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6033267975
validation[          , genome  6578] predictions:    9706/  10000 (97.06%), best:    9746/10000 (97.46%), error:      1004.45709, best error:       830.63123 on epoch:    68, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 176.7798004150s, input_fired_time: 1.5325683355, output_fired_time: 1.0336849689, propagate_forward_time: 66.3580093384, propagate_backward_time: 99.3080825806, weight_update_time: 0.1639631391, other_time: 8.5474548340
epoch time: 14.9709081650s, input_fired_time: 0.1792441159, output_fired_time: 0.0000000000, propagate_forward_time: 13.1666498184, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6250143051
validation[          , genome  6578] predictions:    9629/  10000 (96.29%), best:    9746/10000 (97.46%), error:      1185.10303, best error:       830.63123 on epoch:    68, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 176.9438171387s, input_fired_time: 1.5386512280, output_fired_time: 1.0385423899, propagate_forward_time: 66.4179611206, propagate_backward_time: 99.4194030762, weight_update_time: 0.1649849713, other_time: 8.5292587280
epoch time: 15.1339797974s, input_fired_time: 0.1791105866, output_fired_time: 0.0000000000, propagate_forward_time: 13.3268938065, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6279754639
validation[          , genome  6578] predictions:    9731/  10000 (97.31%), best:    9746/10000 (97.46%), error:       907.34363, best error:       830.63123 on epoch:    68, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 176.8339080811s, input_fired_time: 1.5382571220, output_fired_time: 1.0320599079, propagate_forward_time: 66.2767639160, propagate_backward_time: 99.4454574585, weight_update_time: 0.1648196429, other_time: 8.5413742065
epoch time: 15.1562767029s, input_fired_time: 0.1820969582, output_fired_time: 0.0000000000, propagate_forward_time: 13.3421888351, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6319913864
validation[          , genome  6578] predictions:    9707/  10000 (97.07%), best:    9746/10000 (97.46%), error:       985.89807, best error:       830.63123 on epoch:    68, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 172.0904693604s, input_fired_time: 1.4883638620, output_fired_time: 0.9622348547, propagate_forward_time: 64.3745651245, propagate_backward_time: 96.9502258301, weight_update_time: 0.1553445607, other_time: 8.3150863647
epoch time: 14.9830894470s, input_fired_time: 0.1692705005, output_fired_time: 0.0000000000, propagate_forward_time: 13.2104520798, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6033668518
validation[          , genome  6578] predictions:    9718/  10000 (97.18%), best:    9746/10000 (97.46%), error:       932.61859, best error:       830.63123 on epoch:    68, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 170.3834991455s, input_fired_time: 1.4854693413, output_fired_time: 0.9464666843, propagate_forward_time: 63.6721649170, propagate_backward_time: 95.9900360107, weight_update_time: 0.1550335139, other_time: 8.2893524170
epoch time: 14.7430601120s, input_fired_time: 0.1660422087, output_fired_time: 0.0000000000, propagate_forward_time: 12.9827890396, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5942287445
validation[          , genome  6578] predictions:    9736/  10000 (97.36%), best:    9746/10000 (97.46%), error:       905.44525, best error:       830.63123 on epoch:    68, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 170.7929077148s, input_fired_time: 1.4850546122, output_fired_time: 0.9472109675, propagate_forward_time: 63.8377609253, propagate_backward_time: 96.2248077393, weight_update_time: 0.1553734094, other_time: 8.2980728149
epoch time: 14.8018350601s, input_fired_time: 0.1684829593, output_fired_time: 0.0000000000, propagate_forward_time: 13.0245285034, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6088237762
validation[          , genome  6578] predictions:    9734/  10000 (97.34%), best:    9746/10000 (97.46%), error:       889.08765, best error:       830.63123 on epoch:    68, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 172.0964355469s, input_fired_time: 1.4917995930, output_fired_time: 0.9564560652, propagate_forward_time: 64.4332656860, propagate_backward_time: 96.9151840210, weight_update_time: 0.1556956172, other_time: 8.2997283936
epoch time: 14.4505176544s, input_fired_time: 0.1657529175, output_fired_time: 0.0000000000, propagate_forward_time: 12.7023715973, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5823926926
validation[          , genome  6578] predictions:    9739/  10000 (97.39%), best:    9746/10000 (97.46%), error:       887.22174, best error:       830.63123 on epoch:    68, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 171.4480438232s, input_fired_time: 1.4876142740, output_fired_time: 0.9532813430, propagate_forward_time: 64.0415191650, propagate_backward_time: 96.6746215820, weight_update_time: 0.1556066722, other_time: 8.2910156250
epoch time: 14.5622739792s, input_fired_time: 0.1665358841, output_fired_time: 0.0000000000, propagate_forward_time: 12.8063888550, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5893487930
validation[          , genome  6578] predictions:    9743/  10000 (97.43%), best:    9746/10000 (97.46%), error:       862.25757, best error:       830.63123 on epoch:    68, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 170.2245178223s, input_fired_time: 1.4866214991, output_fired_time: 0.9457768798, propagate_forward_time: 63.5932807922, propagate_backward_time: 95.9410247803, weight_update_time: 0.1555089653, other_time: 8.2578277588
epoch time: 14.5090608597s, input_fired_time: 0.1655276865, output_fired_time: 0.0000000000, propagate_forward_time: 12.7598400116, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5836935043
validation[          , genome  6578] predictions:    9765/  10000 (97.65%), best:    9746/10000 (97.46%), error:       839.44592, best error:       830.63123 on epoch:    68, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 171.3872680664s, input_fired_time: 1.4932292700, output_fired_time: 0.9543277025, propagate_forward_time: 64.1610488892, propagate_backward_time: 96.4842147827, weight_update_time: 0.1558182985, other_time: 8.2944488525
epoch time: 14.6553192139s, input_fired_time: 0.1685569435, output_fired_time: 0.0000000000, propagate_forward_time: 12.9008712769, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5858907700
validation[          , genome  6578] predictions:    9737/  10000 (97.37%), best:    9746/10000 (97.46%), error:       872.76178, best error:       830.63123 on epoch:    68, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 169.4445953369s, input_fired_time: 1.4817184210, output_fired_time: 0.9388124347, propagate_forward_time: 63.2894592285, propagate_backward_time: 95.4983139038, weight_update_time: 0.1534332633, other_time: 8.2362899780
epoch time: 14.4624452591s, input_fired_time: 0.1654604524, output_fired_time: 0.0000000000, propagate_forward_time: 12.7175388336, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5794458389
validation[          , genome  6578] predictions:    9701/  10000 (97.01%), best:    9746/10000 (97.46%), error:       981.40613, best error:       830.63123 on epoch:    68, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 171.8012847900s, input_fired_time: 1.4931247234, output_fired_time: 0.9564779401, propagate_forward_time: 64.3585433960, propagate_backward_time: 96.7001800537, weight_update_time: 0.1549363434, other_time: 8.2929611206
epoch time: 14.4966411591s, input_fired_time: 0.1653524637, output_fired_time: 0.0000000000, propagate_forward_time: 12.7486276627, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5826606750
validation[          , genome  6578] predictions:    9666/  10000 (96.66%), best:    9746/10000 (97.46%), error:      1049.32275, best error:       830.63123 on epoch:    68, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 171.4752197266s, input_fired_time: 1.4965714216, output_fired_time: 0.9534144402, propagate_forward_time: 64.1699371338, propagate_backward_time: 96.5501556396, weight_update_time: 0.1567724943, other_time: 8.3051452637
epoch time: 14.9013147354s, input_fired_time: 0.1712043434, output_fired_time: 0.0000000000, propagate_forward_time: 13.1314048767, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5987052917
validation[          , genome  6578] predictions:    9727/  10000 (97.27%), best:    9746/10000 (97.46%), error:       904.99536, best error:       830.63123 on epoch:    68, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 171.6169281006s, input_fired_time: 1.4964203835, output_fired_time: 0.9571396708, propagate_forward_time: 64.1844253540, propagate_backward_time: 96.6813049316, weight_update_time: 0.1572594792, other_time: 8.2976455688
epoch time: 14.7133817673s, input_fired_time: 0.1692391783, output_fired_time: 0.0000000000, propagate_forward_time: 12.9471254349, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5970172882
validation[          , genome  6578] predictions:    9692/  10000 (96.92%), best:    9746/10000 (97.46%), error:       995.11768, best error:       830.63123 on epoch:    68, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 173.5703582764s, input_fired_time: 1.5068546534, output_fired_time: 0.9684427977, propagate_forward_time: 65.1279296875, propagate_backward_time: 97.6435852051, weight_update_time: 0.1561808437, other_time: 8.3235473633
epoch time: 15.1007871628s, input_fired_time: 0.1730268747, output_fired_time: 0.0000000000, propagate_forward_time: 13.3195953369, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6081647873
validation[          , genome  6578] predictions:    9728/  10000 (97.28%), best:    9746/10000 (97.46%), error:       877.70349, best error:       830.63123 on epoch:    68, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 176.8184051514s, input_fired_time: 1.5102903843, output_fired_time: 0.9843932986, propagate_forward_time: 66.6893692017, propagate_backward_time: 99.3765258789, weight_update_time: 0.1531990170, other_time: 8.2578353882
epoch time: 15.1036958694s, input_fired_time: 0.1722175479, output_fired_time: 0.0000000000, propagate_forward_time: 13.3290891647, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6023893356
validation[          , genome  6578] predictions:    9715/  10000 (97.15%), best:    9746/10000 (97.46%), error:       939.27179, best error:       830.63123 on epoch:    68, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 176.9608917236s, input_fired_time: 1.5112690926, output_fired_time: 0.9858148098, propagate_forward_time: 66.7516403198, propagate_backward_time: 99.4707336426, weight_update_time: 0.1536682248, other_time: 8.2414321899
epoch time: 15.1242933273s, input_fired_time: 0.1726616174, output_fired_time: 0.0000000000, propagate_forward_time: 13.3570270538, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5946044922
validation[          , genome  6578] predictions:    9713/  10000 (97.13%), best:    9746/10000 (97.46%), error:       899.80902, best error:       830.63123 on epoch:    68, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 176.6426696777s, input_fired_time: 1.5085250139, output_fired_time: 0.9817104340, propagate_forward_time: 66.6101303101, propagate_backward_time: 99.2943649292, weight_update_time: 0.1518929899, other_time: 8.2479400635
epoch time: 14.4851016998s, input_fired_time: 0.1659972668, output_fired_time: 0.0000000000, propagate_forward_time: 12.7399473190, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5791568756
validation[          , genome  6578] predictions:    9744/  10000 (97.44%), best:    9746/10000 (97.46%), error:       881.55975, best error:       830.63123 on epoch:    68, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 170.8883209229s, input_fired_time: 1.4860925674, output_fired_time: 0.9425909519, propagate_forward_time: 63.9179191589, propagate_backward_time: 96.3994064331, weight_update_time: 0.1516294777, other_time: 8.1422958374
epoch time: 14.6966705322s, input_fired_time: 0.1680076867, output_fired_time: 0.0000000000, propagate_forward_time: 12.9452066422, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5834560394
validation[          , genome  6578] predictions:    9684/  10000 (96.84%), best:    9746/10000 (97.46%), error:      1032.07666, best error:       830.63123 on epoch:    68, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 175.5451660156s, input_fired_time: 1.5115805864, output_fired_time: 0.9805332422, propagate_forward_time: 65.9959716797, propagate_backward_time: 98.8317413330, weight_update_time: 0.1530651897, other_time: 8.2253417969
epoch time: 14.6266632080s, input_fired_time: 0.1670816839, output_fired_time: 0.0000000000, propagate_forward_time: 12.8864288330, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5731525421
validation[          , genome  6578] predictions:    9710/  10000 (97.10%), best:    9746/10000 (97.46%), error:       934.89160, best error:       830.63123 on epoch:    68, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 171.0530090332s, input_fired_time: 1.4895576239, output_fired_time: 0.9421313405, propagate_forward_time: 64.0739746094, propagate_backward_time: 96.3681106567, weight_update_time: 0.1523175687, other_time: 8.1792221069
epoch time: 14.0754823685s, input_fired_time: 0.1610592157, output_fired_time: 0.0000000000, propagate_forward_time: 12.3662300110, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5481929779
validation[          , genome  6578] predictions:    9710/  10000 (97.10%), best:    9746/10000 (97.46%), error:       922.00830, best error:       830.63123 on epoch:    68, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 173.7287902832s, input_fired_time: 1.5047622919, output_fired_time: 0.9633077383, propagate_forward_time: 65.1588668823, propagate_backward_time: 97.9027938843, weight_update_time: 0.1517700255, other_time: 8.1990661621
epoch time: 15.1059589386s, input_fired_time: 0.1733644456, output_fired_time: 0.0000000000, propagate_forward_time: 13.3336629868, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5989313126
validation[          , genome  6578] predictions:    9733/  10000 (97.33%), best:    9746/10000 (97.46%), error:       860.62823, best error:       830.63123 on epoch:    68, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 176.6314544678s, input_fired_time: 1.5286355019, output_fired_time: 1.0017385483, propagate_forward_time: 66.3480148315, propagate_backward_time: 99.4322586060, weight_update_time: 0.1545990258, other_time: 8.3208007812
epoch time: 15.1358823776s, input_fired_time: 0.1820895076, output_fired_time: 0.0000000000, propagate_forward_time: 13.3394956589, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6142969131
validation[          , genome  6578] predictions:    9740/  10000 (97.40%), best:    9746/10000 (97.46%), error:       843.20532, best error:       830.63123 on epoch:    68, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 173.8018493652s, input_fired_time: 1.5301648378, output_fired_time: 0.9945205450, propagate_forward_time: 65.1038208008, propagate_backward_time: 97.8301391602, weight_update_time: 0.1606135666, other_time: 8.3432006836
epoch time: 15.0983991623s, input_fired_time: 0.1816073060, output_fired_time: 0.0000000000, propagate_forward_time: 13.2802476883, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6365442276
validation[          , genome  6578] predictions:    9716/  10000 (97.16%), best:    9746/10000 (97.46%), error:       917.32434, best error:       830.63123 on epoch:    68, 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: 75.7924346924s, input_fired_time: 0.8902946115, output_fired_time: 0.0000000000, propagate_forward_time: 66.7230453491, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.1790924072
best training[          , genome  6578] predictions:   49474/  50000 (98.95%), best:    9746/10000 (97.46%), error:      2110.59326, best error:       830.63123 on epoch:    68, 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: 15.1496973038s, input_fired_time: 0.1751366556, output_fired_time: 0.0000000000, propagate_forward_time: 13.3516101837, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6229505539
   testing[          , genome  6578] predictions:    9770/  10000 (97.70%), best:    9746/10000 (97.46%), error:       758.21643, best error:       830.63123 on epoch:    68, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
07:36:32 (40701): called boinc_finish(0)

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