Nameexact_genome_1512568488_42_4486_1
Workunit2593643
Created7 Dec 2017, 10:09:15 UTC
Sent7 Dec 2017, 10:11:50 UTC
Report deadline11 Dec 2017, 4:04:20 UTC
Received7 Dec 2017, 22:51:48 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID64142
Run time3 hours 13 min 54 sec
CPU time1 hours 59 min 52 sec
Validate stateValid
Credit936.20
Device peak FLOPS3.08 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size154.13 MB
Peak swap size157.15 MB
Peak disk usage1.55 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
tion[          , genome  4486] predictions:    9357/  10000 (93.57%), best:    9613/10000 (96.13%), error:      2142.46802, best error:      1335.41235 on epoch:    17, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 90.5543518066s, input_fired_time: 1.0166364908, output_fired_time: 0.9178577662, propagate_forward_time: 33.7751235962, propagate_backward_time: 51.5704078674, weight_update_time: 0.1108965799, other_time: 3.2743263245
epoch time: 6.4723362923s, input_fired_time: 0.0922694951, output_fired_time: 0.0000000000, propagate_forward_time: 5.7587242126, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6213426590
validation[          , genome  4486] predictions:    9540/  10000 (95.40%), best:    9613/10000 (96.13%), error:      1574.31104, best error:      1335.41235 on epoch:    17, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 88.1566314697s, input_fired_time: 0.8390493989, output_fired_time: 0.8435914516, propagate_forward_time: 33.0249099731, propagate_backward_time: 49.8687858582, weight_update_time: 0.1778073162, other_time: 3.5802955627
epoch time: 7.6991744041s, input_fired_time: 0.1227679178, output_fired_time: 0.0000000000, propagate_forward_time: 7.1044917107, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4719147682
validation[          , genome  4486] predictions:    9526/  10000 (95.26%), best:    9613/10000 (96.13%), error:      1568.46558, best error:      1335.41235 on epoch:    17, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 82.7413253784s, input_fired_time: 0.9022092819, output_fired_time: 0.8347028494, propagate_forward_time: 30.9406280518, propagate_backward_time: 46.7822341919, weight_update_time: 0.1574009061, other_time: 3.2815551758
epoch time: 5.8947272301s, input_fired_time: 0.0911159143, output_fired_time: 0.0000000000, propagate_forward_time: 5.2634406090, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5401706696
validation[          , genome  4486] predictions:    9585/  10000 (95.85%), best:    9613/10000 (96.13%), error:      1378.36951, best error:      1335.41235 on epoch:    17, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 84.4724044800s, input_fired_time: 0.9053326249, output_fired_time: 0.8002077937, propagate_forward_time: 31.4404315948, propagate_backward_time: 48.3847618103, weight_update_time: 0.1392353624, other_time: 2.9416694641
epoch time: 7.4102678299s, input_fired_time: 0.0929699168, output_fired_time: 0.0000000000, propagate_forward_time: 6.6285109520, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6887869835
validation[          , genome  4486] predictions:    9580/  10000 (95.80%), best:    9613/10000 (96.13%), error:      1413.37646, best error:      1335.41235 on epoch:    17, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 87.6007766724s, input_fired_time: 1.0516500473, output_fired_time: 0.8653359413, propagate_forward_time: 32.8535881042, propagate_backward_time: 49.5958328247, weight_update_time: 0.1241154075, other_time: 3.2343711853
epoch time: 7.9998688698s, input_fired_time: 0.0888098031, output_fired_time: 0.0000000000, propagate_forward_time: 7.0228080750, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8882508278
validation[          , genome  4486] predictions:    9549/  10000 (95.49%), best:    9613/10000 (96.13%), error:      1590.47095, best error:      1335.41235 on epoch:    17, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 83.1100616455s, input_fired_time: 0.9287845492, output_fired_time: 0.7127175331, propagate_forward_time: 31.0005664825, propagate_backward_time: 47.1820297241, weight_update_time: 0.1841728836, other_time: 3.2859649658
epoch time: 6.8231754303s, input_fired_time: 0.0882450938, output_fired_time: 0.0000000000, propagate_forward_time: 6.2048592567, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5300712585
validation[          , genome  4486] predictions:    9601/  10000 (96.01%), best:    9613/10000 (96.13%), error:      1374.07080, best error:      1335.41235 on epoch:    17, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 82.8419799805s, input_fired_time: 0.7720965743, output_fired_time: 0.7683381438, propagate_forward_time: 30.9938125610, propagate_backward_time: 46.8878555298, weight_update_time: 0.1029522717, other_time: 3.4198760986
epoch time: 8.1335382462s, input_fired_time: 0.1512541473, output_fired_time: 0.0000000000, propagate_forward_time: 7.3727555275, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6095285416
validation[          , genome  4486] predictions:    9624/  10000 (96.24%), best:    9624/10000 (96.24%), error:      1251.87378, best error:      1251.87378 on epoch:    27, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 82.7940521240s, input_fired_time: 0.9284033775, output_fired_time: 0.7955663204, propagate_forward_time: 31.0631904602, propagate_backward_time: 47.2175369263, weight_update_time: 0.1430479437, other_time: 2.7893562317
epoch time: 7.2436165810s, input_fired_time: 0.1411424875, output_fired_time: 0.0000000000, propagate_forward_time: 6.4222555161, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6802186966
validation[          , genome  4486] predictions:    9648/  10000 (96.48%), best:    9624/10000 (96.24%), error:      1262.71204, best error:      1251.87378 on epoch:    27, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 86.8576812744s, input_fired_time: 1.1741155386, output_fired_time: 0.8435875773, propagate_forward_time: 32.0976638794, propagate_backward_time: 49.5042877197, weight_update_time: 0.1515745670, other_time: 3.2380218506
epoch time: 6.2461786270s, input_fired_time: 0.1358999610, output_fired_time: 0.0000000000, propagate_forward_time: 5.6456809044, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4645977020
validation[          , genome  4486] predictions:    9592/  10000 (95.92%), best:    9624/10000 (96.24%), error:      1444.22925, best error:      1251.87378 on epoch:    27, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 82.7646865845s, input_fired_time: 0.8209387064, output_fired_time: 0.7869982719, propagate_forward_time: 30.5863704681, propagate_backward_time: 47.2779579163, weight_update_time: 0.1014617383, other_time: 3.2924232483
epoch time: 7.4195022583s, input_fired_time: 0.0941065922, output_fired_time: 0.0000000000, propagate_forward_time: 6.7489538193, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5764417648
validation[          , genome  4486] predictions:    9592/  10000 (95.92%), best:    9624/10000 (96.24%), error:      1343.49768, best error:      1251.87378 on epoch:    27, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 85.1758499146s, input_fired_time: 0.8624299169, output_fired_time: 0.9824942350, propagate_forward_time: 31.7128601074, propagate_backward_time: 48.6476440430, weight_update_time: 0.1040299833, other_time: 2.9704284668
epoch time: 5.9566602707s, input_fired_time: 0.1006751508, output_fired_time: 0.0000000000, propagate_forward_time: 5.3754816055, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4805035591
validation[          , genome  4486] predictions:    9604/  10000 (96.04%), best:    9624/10000 (96.24%), error:      1337.98157, best error:      1251.87378 on epoch:    27, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 83.8841476440s, input_fired_time: 1.0281362534, output_fired_time: 0.9263675213, propagate_forward_time: 30.9661350250, propagate_backward_time: 47.7356376648, weight_update_time: 0.1682808399, other_time: 3.2278709412
epoch time: 6.8840627670s, input_fired_time: 0.1179585829, output_fired_time: 0.0000000000, propagate_forward_time: 6.1707344055, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5953698158
validation[          , genome  4486] predictions:    9642/  10000 (96.42%), best:    9642/10000 (96.42%), error:      1179.98547, best error:      1179.98547 on epoch:    32, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 85.6525497437s, input_fired_time: 1.0514943600, output_fired_time: 0.8951172233, propagate_forward_time: 32.3402481079, propagate_backward_time: 48.4862060547, weight_update_time: 0.1051574349, other_time: 2.8794860840
epoch time: 12.5539951324s, input_fired_time: 0.4024565220, output_fired_time: 0.0000000000, propagate_forward_time: 10.7959051132, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3556337357
validation[          , genome  4486] predictions:    9611/  10000 (96.11%), best:    9642/10000 (96.42%), error:      1281.72192, best error:      1179.98547 on epoch:    32, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 137.5478820801s, input_fired_time: 1.3522157669, output_fired_time: 1.1572731733, propagate_forward_time: 53.9674377441, propagate_backward_time: 76.0025482178, weight_update_time: 0.1773834676, other_time: 5.0684051514
epoch time: 11.0495204926s, input_fired_time: 0.2208656073, output_fired_time: 0.0000000000, propagate_forward_time: 9.6111068726, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2175483704
validation[          , genome  4486] predictions:    9615/  10000 (96.15%), best:    9642/10000 (96.42%), error:      1315.76807, best error:      1179.98547 on epoch:    32, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 151.2618255615s, input_fired_time: 1.5869438648, output_fired_time: 1.4116537571, propagate_forward_time: 56.6207580566, propagate_backward_time: 85.8886566162, weight_update_time: 0.1300824136, other_time: 5.7538146973
epoch time: 15.7455759048s, input_fired_time: 0.5495728850, output_fired_time: 0.0000000000, propagate_forward_time: 14.3522758484, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8437271118
validation[          , genome  4486] predictions:    9594/  10000 (95.94%), best:    9642/10000 (96.42%), error:      1317.08313, best error:      1179.98547 on epoch:    32, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 184.0252838135s, input_fired_time: 2.4802579880, output_fired_time: 1.3422855139, propagate_forward_time: 66.0092315674, propagate_backward_time: 107.3769149780, weight_update_time: 0.1142419875, other_time: 6.8165969849
epoch time: 16.0897407532s, input_fired_time: 0.2675189376, output_fired_time: 0.0000000000, propagate_forward_time: 14.3234024048, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4988193512
validation[          , genome  4486] predictions:    9638/  10000 (96.38%), best:    9642/10000 (96.42%), error:      1257.28015, best error:      1179.98547 on epoch:    32, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 189.1407318115s, input_fired_time: 1.4987446070, output_fired_time: 1.6106064320, propagate_forward_time: 70.9728775024, propagate_backward_time: 107.7746810913, weight_update_time: 0.2082031220, other_time: 7.2838134766
epoch time: 15.2557659149s, input_fired_time: 0.3464502692, output_fired_time: 0.0000000000, propagate_forward_time: 13.3631649017, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5461511612
validation[          , genome  4486] predictions:    9659/  10000 (96.59%), best:    9642/10000 (96.42%), error:      1183.99414, best error:      1179.98547 on epoch:    32, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 207.5885467529s, input_fired_time: 1.5553324223, output_fired_time: 1.5878401995, propagate_forward_time: 78.8009109497, propagate_backward_time: 119.3305816650, weight_update_time: 0.1144232973, other_time: 6.3138809204
epoch time: 18.0746307373s, input_fired_time: 0.4704947472, output_fired_time: 0.0000000000, propagate_forward_time: 16.3073539734, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2967815399
validation[          , genome  4486] predictions:    9648/  10000 (96.48%), best:    9642/10000 (96.42%), error:      1239.58569, best error:      1179.98547 on epoch:    32, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 229.6055450439s, input_fired_time: 1.5566353798, output_fired_time: 3.1437234879, propagate_forward_time: 88.1411743164, propagate_backward_time: 125.7808303833, weight_update_time: 0.2395059615, other_time: 10.9831771851
epoch time: 18.4351043701s, input_fired_time: 0.2064345479, output_fired_time: 0.0000000000, propagate_forward_time: 16.5558223724, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6728477478
validation[          , genome  4486] predictions:    9605/  10000 (96.05%), best:    9642/10000 (96.42%), error:      1344.04126, best error:      1179.98547 on epoch:    32, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 210.3360595703s, input_fired_time: 3.5770413876, output_fired_time: 2.1383559704, propagate_forward_time: 77.2084121704, propagate_backward_time: 118.7037277222, weight_update_time: 0.3957581818, other_time: 8.7085266113
epoch time: 17.2036075592s, input_fired_time: 0.1443200260, output_fired_time: 0.0000000000, propagate_forward_time: 15.7008285522, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3584594727
validation[          , genome  4486] predictions:    9648/  10000 (96.48%), best:    9642/10000 (96.42%), error:      1215.53882, best error:      1179.98547 on epoch:    32, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 208.1224517822s, input_fired_time: 2.4753196239, output_fired_time: 2.3216650486, propagate_forward_time: 75.8241043091, propagate_backward_time: 122.2571640015, weight_update_time: 0.2864447236, other_time: 5.2441864014
epoch time: 15.7001132965s, input_fired_time: 0.1426814198, output_fired_time: 0.0000000000, propagate_forward_time: 14.3284492493, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2289829254
validation[          , genome  4486] predictions:    9614/  10000 (96.14%), best:    9642/10000 (96.42%), error:      1337.21851, best error:      1179.98547 on epoch:    32, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 141.3513946533s, input_fired_time: 1.8170918226, output_fired_time: 1.0221192837, propagate_forward_time: 54.9332351685, propagate_backward_time: 77.1969757080, weight_update_time: 0.1126322895, other_time: 6.3819656372
epoch time: 8.6404809952s, input_fired_time: 0.0950174630, output_fired_time: 0.0000000000, propagate_forward_time: 7.9563894272, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5890741348
validation[          , genome  4486] predictions:    9637/  10000 (96.37%), best:    9642/10000 (96.42%), error:      1221.49292, best error:      1179.98547 on epoch:    32, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 91.8630065918s, input_fired_time: 0.9332509637, output_fired_time: 1.0148718357, propagate_forward_time: 34.1031913757, propagate_backward_time: 52.7973175049, weight_update_time: 0.1118969917, other_time: 3.0143775940
epoch time: 6.1837172508s, input_fired_time: 0.0940128863, output_fired_time: 0.0000000000, propagate_forward_time: 5.5587267876, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5309777260
validation[          , genome  4486] predictions:    9629/  10000 (96.29%), best:    9642/10000 (96.42%), error:      1287.30225, best error:      1179.98547 on epoch:    32, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 90.8244705200s, input_fired_time: 0.8637143970, output_fired_time: 0.8343482018, propagate_forward_time: 34.7009849548, propagate_backward_time: 50.9714965820, weight_update_time: 0.2661910355, other_time: 3.4539222717
epoch time: 7.9205150604s, input_fired_time: 0.1371394545, output_fired_time: 0.0000000000, propagate_forward_time: 7.2276148796, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5557608604
validation[          , genome  4486] predictions:    9632/  10000 (96.32%), best:    9642/10000 (96.42%), error:      1215.34009, best error:      1179.98547 on epoch:    32, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 85.2975997925s, input_fired_time: 0.9375278354, output_fired_time: 1.0153765678, propagate_forward_time: 31.5468292236, propagate_backward_time: 48.6570510864, weight_update_time: 0.1766344309, other_time: 3.1408157349
epoch time: 6.4196443558s, input_fired_time: 0.1457607448, output_fired_time: 0.0000000000, propagate_forward_time: 5.7112255096, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5626583099
validation[          , genome  4486] predictions:    9663/  10000 (96.63%), best:    9663/10000 (96.63%), error:      1168.67188, best error:      1168.67188 on epoch:    45, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 78.3124847412s, input_fired_time: 0.8245059848, output_fired_time: 0.7382819653, propagate_forward_time: 29.3029880524, propagate_backward_time: 44.4129257202, weight_update_time: 0.1179592907, other_time: 3.0337829590
epoch time: 6.1366872787s, input_fired_time: 0.0881785005, output_fired_time: 0.0000000000, propagate_forward_time: 5.5311694145, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5173392296
validation[          , genome  4486] predictions:    9656/  10000 (96.56%), best:    9663/10000 (96.63%), error:      1193.98828, best error:      1168.67188 on epoch:    45, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 80.2599105835s, input_fired_time: 0.9331220984, output_fired_time: 0.7474746704, propagate_forward_time: 29.8031673431, propagate_backward_time: 45.6410331726, weight_update_time: 0.1641314477, other_time: 3.1351127625
epoch time: 5.4094033241s, input_fired_time: 0.0876813605, output_fired_time: 0.0000000000, propagate_forward_time: 4.8959183693, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4258036613
validation[          , genome  4486] predictions:    9648/  10000 (96.48%), best:    9663/10000 (96.63%), error:      1205.63123, best error:      1168.67188 on epoch:    45, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 68.3469467163s, input_fired_time: 0.8449916840, output_fired_time: 0.7425954938, propagate_forward_time: 25.7612380981, propagate_backward_time: 38.4375343323, weight_update_time: 0.1030054688, other_time: 2.5605888367
epoch time: 5.9336118698s, input_fired_time: 0.0881790444, output_fired_time: 0.0000000000, propagate_forward_time: 5.3395671844, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5058655739
validation[          , genome  4486] predictions:    9638/  10000 (96.38%), best:    9663/10000 (96.63%), error:      1251.52930, best error:      1168.67188 on epoch:    45, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 73.7948760986s, input_fired_time: 0.8550286889, output_fired_time: 0.7400731444, propagate_forward_time: 27.5003166199, propagate_backward_time: 41.9645576477, weight_update_time: 0.1047488302, other_time: 2.7349014282
epoch time: 6.4758186340s, input_fired_time: 0.0890422910, output_fired_time: 0.0000000000, propagate_forward_time: 5.9156703949, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4711060524
validation[          , genome  4486] predictions:    9594/  10000 (95.94%), best:    9663/10000 (96.63%), error:      1335.32813, best error:      1168.67188 on epoch:    45, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 76.0722732544s, input_fired_time: 0.8287984133, output_fired_time: 0.7720563412, propagate_forward_time: 28.4219398499, propagate_backward_time: 43.2041320801, weight_update_time: 0.1029158756, other_time: 2.8453483582
epoch time: 8.1872234344s, input_fired_time: 0.1384277344, output_fired_time: 0.0000000000, propagate_forward_time: 7.2238750458, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8249206543
validation[          , genome  4486] predictions:    9576/  10000 (95.76%), best:    9663/10000 (96.63%), error:      1423.05103, best error:      1168.67188 on epoch:    45, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 72.9510803223s, input_fired_time: 0.8416717649, output_fired_time: 0.7070232034, propagate_forward_time: 27.2885055542, propagate_backward_time: 41.3580780029, weight_update_time: 0.1810277402, other_time: 2.7557983398
epoch time: 5.7277531624s, input_fired_time: 0.0898123384, output_fired_time: 0.0000000000, propagate_forward_time: 5.2106132507, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4273276329
validation[          , genome  4486] predictions:    9674/  10000 (96.74%), best:    9674/10000 (96.74%), error:      1113.80566, best error:      1113.80566 on epoch:    51, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 73.2362213135s, input_fired_time: 0.6919609904, output_fired_time: 0.7610507607, propagate_forward_time: 27.6282424927, propagate_backward_time: 41.5635681152, weight_update_time: 0.1484046876, other_time: 2.5914001465
epoch time: 6.4677782059s, input_fired_time: 0.0928183421, output_fired_time: 0.0000000000, propagate_forward_time: 5.8622813225, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5126786232
validation[          , genome  4486] predictions:    9625/  10000 (96.25%), best:    9674/10000 (96.74%), error:      1254.20422, best error:      1113.80566 on epoch:    51, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 75.6363449097s, input_fired_time: 0.8015691638, output_fired_time: 0.7211846113, propagate_forward_time: 28.2487201691, propagate_backward_time: 42.9322586060, weight_update_time: 0.1048952714, other_time: 2.9326171875
epoch time: 5.2692103386s, input_fired_time: 0.0859922245, output_fired_time: 0.0000000000, propagate_forward_time: 4.7290687561, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4541492462
validation[          , genome  4486] predictions:    9651/  10000 (96.51%), best:    9674/10000 (96.74%), error:      1189.70154, best error:      1113.80566 on epoch:    51, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 79.5205764771s, input_fired_time: 0.9944863319, output_fired_time: 0.8599418402, propagate_forward_time: 29.7240486145, propagate_backward_time: 45.1275634766, weight_update_time: 0.1491181403, other_time: 2.8145408630
epoch time: 8.1808614731s, input_fired_time: 0.1629392356, output_fired_time: 0.0000000000, propagate_forward_time: 7.3633313179, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6545910835
validation[          , genome  4486] predictions:    9670/  10000 (96.70%), best:    9674/10000 (96.74%), error:      1121.19885, best error:      1113.80566 on epoch:    51, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 74.6695861816s, input_fired_time: 0.8841676712, output_fired_time: 0.8874657154, propagate_forward_time: 27.8355655670, propagate_backward_time: 42.3671722412, weight_update_time: 0.1017357036, other_time: 2.6952133179
epoch time: 4.9765491486s, input_fired_time: 0.0845575482, output_fired_time: 0.0000000000, propagate_forward_time: 4.4782743454, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4137172699
validation[          , genome  4486] predictions:    9528/  10000 (95.28%), best:    9674/10000 (96.74%), error:      1609.29236, best error:      1113.80566 on epoch:    51, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 74.5039062500s, input_fired_time: 0.8716089725, output_fired_time: 0.7004752159, propagate_forward_time: 27.8798274994, propagate_backward_time: 42.2547721863, weight_update_time: 0.1615864038, other_time: 2.7972145081
epoch time: 6.5213475227s, input_fired_time: 0.0834209174, output_fired_time: 0.0000000000, propagate_forward_time: 5.8422145844, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5957121849
validation[          , genome  4486] predictions:    9657/  10000 (96.57%), best:    9674/10000 (96.74%), error:      1148.95471, best error:      1113.80566 on epoch:    51, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 73.0857620239s, input_fired_time: 0.8843747377, output_fired_time: 0.6750543118, propagate_forward_time: 27.8254661560, propagate_backward_time: 40.8104553223, weight_update_time: 0.1020833179, other_time: 2.8904075623
epoch time: 6.9048476219s, input_fired_time: 0.0852631330, output_fired_time: 0.0000000000, propagate_forward_time: 6.2298984528, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5896859169
validation[          , genome  4486] predictions:    9654/  10000 (96.54%), best:    9674/10000 (96.74%), error:      1175.52246, best error:      1113.80566 on epoch:    51, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 165.3044738770s, input_fired_time: 1.8537580967, output_fired_time: 1.9062050581, propagate_forward_time: 62.5237312317, propagate_backward_time: 93.1974182129, weight_update_time: 0.2704747021, other_time: 5.8233642578
epoch time: 13.5704813004s, input_fired_time: 0.5342367291, output_fired_time: 0.0000000000, propagate_forward_time: 11.9734477997, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0627965927
validation[          , genome  4486] predictions:    9641/  10000 (96.41%), best:    9674/10000 (96.74%), error:      1247.29541, best error:      1113.80566 on epoch:    51, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 169.5105590820s, input_fired_time: 2.6331675053, output_fired_time: 1.9496643543, propagate_forward_time: 61.5369186401, propagate_backward_time: 96.7728652954, weight_update_time: 0.2082818002, other_time: 6.6179504395
epoch time: 15.6411838531s, input_fired_time: 0.1118564531, output_fired_time: 0.0000000000, propagate_forward_time: 14.4353570938, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0939702988
validation[          , genome  4486] predictions:    9659/  10000 (96.59%), best:    9674/10000 (96.74%), error:      1154.09961, best error:      1113.80566 on epoch:    51, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 183.5730285645s, input_fired_time: 2.3986554146, output_fired_time: 2.0150048733, propagate_forward_time: 69.7832870483, propagate_backward_time: 102.7762222290, weight_update_time: 0.1611820608, other_time: 6.5998687744
epoch time: 14.4751663208s, input_fired_time: 0.1752490252, output_fired_time: 0.0000000000, propagate_forward_time: 12.7681694031, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5317478180
validation[          , genome  4486] predictions:    9670/  10000 (96.70%), best:    9674/10000 (96.74%), error:      1151.54529, best error:      1113.80566 on epoch:    51, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 219.1003265381s, input_fired_time: 2.5747084618, output_fired_time: 2.5609564781, propagate_forward_time: 82.4968795776, propagate_backward_time: 121.1859207153, weight_update_time: 0.2552783191, other_time: 10.2818527222
epoch time: 19.6550273895s, input_fired_time: 0.1897476315, output_fired_time: 0.0000000000, propagate_forward_time: 18.2310848236, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2341957092
validation[          , genome  4486] predictions:    9642/  10000 (96.42%), best:    9674/10000 (96.74%), error:      1186.76697, best error:      1113.80566 on epoch:    51, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 250.1532287598s, input_fired_time: 2.2903323174, output_fired_time: 1.3630648851, propagate_forward_time: 96.0875167847, propagate_backward_time: 138.8139343262, weight_update_time: 0.3175562620, other_time: 11.5983886719
epoch time: 21.3029708862s, input_fired_time: 0.1741482019, output_fired_time: 0.0000000000, propagate_forward_time: 20.1117687225, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0170536041
validation[          , genome  4486] predictions:    9626/  10000 (96.26%), best:    9674/10000 (96.74%), error:      1260.24792, best error:      1113.80566 on epoch:    51, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 255.1104583740s, input_fired_time: 1.9609769583, output_fired_time: 1.5959094763, propagate_forward_time: 103.8755950928, propagate_backward_time: 137.3873138428, weight_update_time: 0.3489805460, other_time: 10.2906494141
epoch time: 21.0619411469s, input_fired_time: 0.1737744361, output_fired_time: 0.0000000000, propagate_forward_time: 18.5814113617, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3067550659
validation[          , genome  4486] predictions:    9662/  10000 (96.62%), best:    9674/10000 (96.74%), error:      1153.93823, best error:      1113.80566 on epoch:    51, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 222.9892425537s, input_fired_time: 1.6055657864, output_fired_time: 1.9246302843, propagate_forward_time: 88.2902908325, propagate_backward_time: 122.2614746094, weight_update_time: 0.1832027286, other_time: 8.9072875977
epoch time: 18.2381095886s, input_fired_time: 0.3626227081, output_fired_time: 0.0000000000, propagate_forward_time: 16.2664241791, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6090621948
validation[          , genome  4486] predictions:    9649/  10000 (96.49%), best:    9674/10000 (96.74%), error:      1213.15515, best error:      1113.80566 on epoch:    51, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 215.4836425781s, input_fired_time: 2.9663767815, output_fired_time: 2.9716184139, propagate_forward_time: 80.1703796387, propagate_backward_time: 122.1760406494, weight_update_time: 0.4894832671, other_time: 7.1992340088
epoch time: 17.5499496460s, input_fired_time: 0.5127387643, output_fired_time: 0.0000000000, propagate_forward_time: 15.9283647537, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1088457108
validation[          , genome  4486] predictions:    9646/  10000 (96.46%), best:    9674/10000 (96.74%), error:      1214.31824, best error:      1113.80566 on epoch:    51, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 196.2465820313s, input_fired_time: 2.7286293507, output_fired_time: 1.9140951633, propagate_forward_time: 74.1018371582, propagate_backward_time: 110.6085281372, weight_update_time: 0.1615547985, other_time: 6.8935012817
epoch time: 16.8288078308s, input_fired_time: 0.1606976837, output_fired_time: 0.0000000000, propagate_forward_time: 15.6730422974, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9950675964
validation[          , genome  4486] predictions:    9644/  10000 (96.44%), best:    9674/10000 (96.74%), error:      1208.69189, best error:      1113.80566 on epoch:    51, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 196.4456939697s, input_fired_time: 1.5631664991, output_fired_time: 2.8088541031, propagate_forward_time: 73.4908676147, propagate_backward_time: 110.8337097168, weight_update_time: 0.4580831528, other_time: 7.7490921021
epoch time: 13.4067802429s, input_fired_time: 0.4566394389, output_fired_time: 0.0000000000, propagate_forward_time: 11.9975080490, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9526329041
validation[          , genome  4486] predictions:    9678/  10000 (96.78%), best:    9674/10000 (96.74%), error:      1115.13550, best error:      1113.80566 on epoch:    51, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 118.6351623535s, input_fired_time: 1.0883976221, output_fired_time: 1.1597521305, propagate_forward_time: 43.5020294189, propagate_backward_time: 68.3883972168, weight_update_time: 0.1299402267, other_time: 4.4965896606
epoch time: 9.1007919312s, input_fired_time: 0.1435980350, output_fired_time: 0.0000000000, propagate_forward_time: 8.3830261230, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5741682053
validation[          , genome  4486] predictions:    9658/  10000 (96.58%), best:    9674/10000 (96.74%), error:      1225.86829, best error:      1113.80566 on epoch:    51, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 113.7873992920s, input_fired_time: 1.4147064686, output_fired_time: 1.1910207272, propagate_forward_time: 41.8103523254, propagate_backward_time: 64.9592285156, weight_update_time: 0.1301038861, other_time: 4.4120941162
epoch time: 8.9113664627s, input_fired_time: 0.1132992879, output_fired_time: 0.0000000000, propagate_forward_time: 8.3000459671, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4980211258
validation[          , genome  4486] predictions:    9661/  10000 (96.61%), best:    9674/10000 (96.74%), error:      1120.50928, best error:      1113.80566 on epoch:    51, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 109.4049224854s, input_fired_time: 1.8993042707, output_fired_time: 1.5744061470, propagate_forward_time: 40.8010330200, propagate_backward_time: 61.3025245667, weight_update_time: 0.1291573644, other_time: 3.8276481628
epoch time: 5.4988427162s, input_fired_time: 0.0868780315, output_fired_time: 0.0000000000, propagate_forward_time: 4.9179425240, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4940223694
validation[          , genome  4486] predictions:    9651/  10000 (96.51%), best:    9674/10000 (96.74%), error:      1158.82361, best error:      1113.80566 on epoch:    51, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 72.0934677124s, input_fired_time: 0.7817026377, output_fired_time: 0.6998363137, propagate_forward_time: 27.3688621521, propagate_backward_time: 40.2774810791, weight_update_time: 0.1660535932, other_time: 2.9655876160
epoch time: 5.3887681961s, input_fired_time: 0.0880622566, output_fired_time: 0.0000000000, propagate_forward_time: 4.8667793274, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4339265823
validation[          , genome  4486] predictions:    9569/  10000 (95.69%), best:    9674/10000 (96.74%), error:      1422.79382, best error:      1113.80566 on epoch:    51, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 71.9588851929s, input_fired_time: 0.8534249067, output_fired_time: 0.6799688935, propagate_forward_time: 26.6877269745, propagate_backward_time: 40.8484344482, weight_update_time: 0.1833920479, other_time: 2.8893280029
epoch time: 5.8043036461s, input_fired_time: 0.0899736434, output_fired_time: 0.0000000000, propagate_forward_time: 5.1820974350, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5322327614
validation[          , genome  4486] predictions:    9646/  10000 (96.46%), best:    9674/10000 (96.74%), error:      1206.08630, best error:      1113.80566 on epoch:    51, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 77.0923538208s, input_fired_time: 1.0019837618, output_fired_time: 0.8160529137, propagate_forward_time: 28.8748893738, propagate_backward_time: 43.5610084534, weight_update_time: 0.1051595062, other_time: 2.8384170532
epoch time: 5.5010342598s, input_fired_time: 0.0862036794, output_fired_time: 0.0000000000, propagate_forward_time: 5.0025277138, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4123029709
validation[          , genome  4486] predictions:    9668/  10000 (96.68%), best:    9668/10000 (96.68%), error:      1101.34546, best error:      1101.34546 on epoch:    73, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 75.1535491943s, input_fired_time: 0.7120357752, output_fired_time: 0.7361797094, propagate_forward_time: 28.1203365326, propagate_backward_time: 42.6820373535, weight_update_time: 0.1052741334, other_time: 2.9029541016
epoch time: 5.7981147766s, input_fired_time: 0.0894508883, output_fired_time: 0.0000000000, propagate_forward_time: 5.2753014565, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4333624840
validation[          , genome  4486] predictions:    9662/  10000 (96.62%), best:    9668/10000 (96.68%), error:      1136.80957, best error:      1101.34546 on epoch:    73, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 72.6912918091s, input_fired_time: 0.9948549271, output_fired_time: 0.7704212666, propagate_forward_time: 27.2325191498, propagate_backward_time: 41.0613136292, weight_update_time: 0.1056058854, other_time: 2.6321754456
epoch time: 5.3477721214s, input_fired_time: 0.0912413895, output_fired_time: 0.0000000000, propagate_forward_time: 4.8203940392, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4361367226
validation[          , genome  4486] predictions:    9644/  10000 (96.44%), best:    9668/10000 (96.68%), error:      1179.95740, best error:      1101.34546 on epoch:    73, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 69.7898406982s, input_fired_time: 0.7213774920, output_fired_time: 0.6891615391, propagate_forward_time: 26.1220531464, propagate_backward_time: 39.7929344177, weight_update_time: 0.1064062342, other_time: 2.4643135071
epoch time: 7.3701252937s, input_fired_time: 0.0809565857, output_fired_time: 0.0000000000, propagate_forward_time: 6.7144036293, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5747652054
validation[          , genome  4486] predictions:    9677/  10000 (96.77%), best:    9668/10000 (96.68%), error:      1140.55188, best error:      1101.34546 on epoch:    73, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 71.9423904419s, input_fired_time: 0.8503234386, output_fired_time: 0.6581995487, propagate_forward_time: 26.6051425934, propagate_backward_time: 41.1046524048, weight_update_time: 0.1074225456, other_time: 2.7240676880
epoch time: 5.6334152222s, input_fired_time: 0.1025230139, output_fired_time: 0.0000000000, propagate_forward_time: 5.0452814102, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4856109619
validation[          , genome  4486] predictions:    9554/  10000 (95.54%), best:    9668/10000 (96.68%), error:      1447.28625, best error:      1101.34546 on epoch:    73, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 72.2308654785s, input_fired_time: 0.7109836340, output_fired_time: 0.7188050151, propagate_forward_time: 27.2831935883, propagate_backward_time: 40.8619613647, weight_update_time: 0.1524997503, other_time: 2.6559219360
epoch time: 5.9039249420s, input_fired_time: 0.1822292060, output_fired_time: 0.0000000000, propagate_forward_time: 5.2310585976, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4906373024
validation[          , genome  4486] predictions:    9674/  10000 (96.74%), best:    9668/10000 (96.68%), error:      1142.36194, best error:      1101.34546 on epoch:    73, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 72.0520248413s, input_fired_time: 0.8025450110, output_fired_time: 0.7455413342, propagate_forward_time: 26.9719924927, propagate_backward_time: 40.8318519592, weight_update_time: 0.1040305048, other_time: 2.7000923157
epoch time: 5.6241326332s, input_fired_time: 0.0902772620, output_fired_time: 0.0000000000, propagate_forward_time: 5.0807871819, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4530682564
validation[          , genome  4486] predictions:    9650/  10000 (96.50%), best:    9668/10000 (96.68%), error:      1227.47974, best error:      1101.34546 on epoch:    73, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 75.0963516235s, input_fired_time: 0.9693371654, output_fired_time: 0.6631904840, propagate_forward_time: 27.8826618195, propagate_backward_time: 42.9883728027, weight_update_time: 0.1029911116, other_time: 2.5927886963
epoch time: 5.0574426651s, input_fired_time: 0.0845826566, output_fired_time: 0.0000000000, propagate_forward_time: 4.5628218651, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4100379944
validation[          , genome  4486] predictions:    9638/  10000 (96.38%), best:    9668/10000 (96.68%), error:      1243.80286, best error:      1101.34546 on epoch:    73, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 77.6985702515s, input_fired_time: 0.8091670275, output_fired_time: 0.7083150148, propagate_forward_time: 28.6266250610, propagate_backward_time: 44.2435951233, weight_update_time: 0.1811596751, other_time: 3.3108711243
epoch time: 5.7013578415s, input_fired_time: 0.0912879407, output_fired_time: 0.0000000000, propagate_forward_time: 5.1255230904, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4845466614
validation[          , genome  4486] predictions:    9654/  10000 (96.54%), best:    9668/10000 (96.68%), error:      1186.54150, best error:      1101.34546 on epoch:    73, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 72.4660491943s, input_fired_time: 0.8238527775, output_fired_time: 0.6686096191, propagate_forward_time: 27.2839107513, propagate_backward_time: 41.2207794189, weight_update_time: 0.1062925681, other_time: 2.4688949585
epoch time: 5.5671162605s, input_fired_time: 0.1167194992, output_fired_time: 0.0000000000, propagate_forward_time: 4.9786000252, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4717965126
validation[          , genome  4486] predictions:    9674/  10000 (96.74%), best:    9668/10000 (96.68%), error:      1167.01379, best error:      1101.34546 on epoch:    73, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 67.8992691040s, input_fired_time: 0.7814456820, output_fired_time: 0.6800674796, propagate_forward_time: 25.5155239105, propagate_backward_time: 38.4948654175, weight_update_time: 0.1007152498, other_time: 2.4273605347
epoch time: 6.4409241676s, input_fired_time: 0.0849605277, output_fired_time: 0.0000000000, propagate_forward_time: 5.8967485428, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4592151642
validation[          , genome  4486] predictions:    9661/  10000 (96.61%), best:    9668/10000 (96.68%), error:      1154.11499, best error:      1101.34546 on epoch:    73, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 72.2678985596s, input_fired_time: 0.8748303652, output_fired_time: 0.7095348835, propagate_forward_time: 26.7454814911, propagate_backward_time: 40.8308982849, weight_update_time: 0.1004137248, other_time: 3.1071510315
epoch time: 5.4130563736s, input_fired_time: 0.0874484330, output_fired_time: 0.0000000000, propagate_forward_time: 4.8425922394, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4830155373
validation[          , genome  4486] predictions:    9672/  10000 (96.72%), best:    9668/10000 (96.68%), error:      1110.71643, best error:      1101.34546 on epoch:    73, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 75.0634384155s, input_fired_time: 0.8361420035, output_fired_time: 0.7329609990, propagate_forward_time: 27.9360580444, propagate_backward_time: 42.9500122070, weight_update_time: 0.1022799984, other_time: 2.6082611084
epoch time: 7.9585585594s, input_fired_time: 0.1283938736, output_fired_time: 0.0000000000, propagate_forward_time: 7.1603326797, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6698322296
validation[          , genome  4486] predictions:    9638/  10000 (96.38%), best:    9668/10000 (96.68%), error:      1209.37109, best error:      1101.34546 on epoch:    73, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 69.2058563232s, input_fired_time: 0.7723287344, output_fired_time: 0.6036934257, propagate_forward_time: 25.6488590240, propagate_backward_time: 39.6435585022, weight_update_time: 0.1008918956, other_time: 2.5374183655
epoch time: 5.0079817772s, input_fired_time: 0.0857131705, output_fired_time: 0.0000000000, propagate_forward_time: 4.5125613213, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4097070694
validation[          , genome  4486] predictions:    9667/  10000 (96.67%), best:    9668/10000 (96.68%), error:      1132.98450, best error:      1101.34546 on epoch:    73, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 71.5566024780s, input_fired_time: 0.8082514405, output_fired_time: 0.7644802332, propagate_forward_time: 26.8640041351, propagate_backward_time: 40.3509902954, weight_update_time: 0.1186607555, other_time: 2.7688751221
epoch time: 5.7187991142s, input_fired_time: 0.0904841125, output_fired_time: 0.0000000000, propagate_forward_time: 5.1457133293, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4826016426
validation[          , genome  4486] predictions:    9673/  10000 (96.73%), best:    9668/10000 (96.68%), error:      1110.25281, best error:      1101.34546 on epoch:    73, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 69.7093505859s, input_fired_time: 0.7948961258, output_fired_time: 0.7230177522, propagate_forward_time: 26.1990852356, propagate_backward_time: 39.4304542542, weight_update_time: 0.1025595218, other_time: 2.5618972778
epoch time: 6.0956406593s, input_fired_time: 0.0882010311, output_fired_time: 0.0000000000, propagate_forward_time: 5.4431824684, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5642571449
validation[          , genome  4486] predictions:    9624/  10000 (96.24%), best:    9668/10000 (96.68%), error:      1304.32715, best error:      1101.34546 on epoch:    73, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 78.6602249146s, input_fired_time: 1.0846410990, output_fired_time: 0.7561607361, propagate_forward_time: 29.0998992920, propagate_backward_time: 44.5127067566, weight_update_time: 0.1678054929, other_time: 3.2068214417
epoch time: 5.7250247002s, input_fired_time: 0.1069130078, output_fired_time: 0.0000000000, propagate_forward_time: 5.1636910439, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4544205666
validation[          , genome  4486] predictions:    9647/  10000 (96.47%), best:    9668/10000 (96.68%), error:      1190.34070, best error:      1101.34546 on epoch:    73, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

arguments:
	'projects/csgrid.org_csg/exact_client_0.34_windows_x86_64.exe'
	'--training_file'
	'training_samples.bin'
	'--validation_file'
	'validation_samples.bin'
	'--testing_file'
	'testing_samples.bin'
	'--genome_file'
	'input_genome.txt'
	'--output_file'
	'output_genome.txt'
	'--checkpoint_file'
	'checkpoint.txt'
converting arguments to vector
boincified training filename: '../../projects/csgrid.org_csg/mnist_training_50k.bin'
boincified validation filename: '../../projects/csgrid.org_csg/mnist_validation_10k.bin'
boincified testing filename: '../../projects/csgrid.org_csg/mnist_testing_new.bin'
boincified genome filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_42_4486.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_42_4486_1_r1884459124_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from checkpoint file: 'checkpoint.txt'
read CNN_Genome file with version string: 'v0.33'
read exact_id: -1
read genome_id: -1
read initial_mu: 0.5
read mu: 0.985155
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.000123604
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 4.94418e-06
read weight_decay_delta: 0.95
read batch_size: 50
read epsilon: 1e-07
read alpha: 0.1
read input_dropout_probability: 0
read hidden_dropout_probability: 0
read velocity_reset: 1000
read epoch: 90
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 73
read number_validation_images: 10000
read best_validation_predictions: 9668
read best_validation_error: 1101.35
read number_training_images: 50000
read training_predictions: 0
read training_error: 1e+07
read number_test_images: 10000
read test_predictions: 0
read test_error: 1e+07
read generation_id: 4486
read normal distribution: '1 0 0'
generator_str: '1552406039'
read generator: 1552406039
read generated_by_map:
1 disable_edge 1
reading 20 nodes.
reading 39 edges.
number input nodes: 1
number softmax nodes: 10
order_size: 50000
parsed input file
loaded genome
loading images
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 4923 images.
reading image set with 5742 images.
reading image set with 4958 images.
reading image set with 5131 images.
reading image set with 4842 images.
reading image set with 4421 images.
reading image set with 4918 images.
reading image set with 5265 images.
reading image set with 4851 images.
reading image set with 4949 images.
image_size: 1x28x28 = 784
read 50000 images.
    class    0: 4923
    class    1: 5742
    class    2: 4958
    class    3: 5131
    class    4: 4842
    class    5: 4421
    class    6: 4918
    class    7: 5265
    class    8: 4851
    class    9: 4949
calculating averages and standard deviations for images
average pixel value for channel 0: 0.130530551075935
pixel variance for channel 0: 0.0948646068572998
pixel standard deviation for channel 0: 0.308000981807709
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
image_size: 1x28x28 = 784
read 10000 images.
    class    0: 1000
    class    1: 1000
    class    2: 1000
    class    3: 1000
    class    4: 1000
    class    5: 1000
    class    6: 1000
    class    7: 1000
    class    8: 1000
    class    9: 1000
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 980 images.
reading image set with 1135 images.
reading image set with 1032 images.
reading image set with 1010 images.
reading image set with 982 images.
reading image set with 892 images.
reading image set with 958 images.
reading image set with 1028 images.
reading image set with 974 images.
reading image set with 1009 images.
image_size: 1x28x28 = 784
read 10000 images.
    class    0: 980
    class    1: 1135
    class    2: 1032
    class    3: 1010
    class    4: 982
    class    5: 892
    class    6: 958
    class    7: 1028
    class    8: 974
    class    9: 1009
loaded images
starting backpropagation!
epoch time: 67.8520660400391s, input_fired_time: 0.78980541229248, output_fired_time: 0.624873578548431, propagate_forward_time: 25.4173889160156, propagate_backward_time: 38.5002136230469, weight_update_time: 0.120358742773533, other_time: 2.51979064941406
epoch time: 5.78080606460571s, input_fired_time: 0.0894176959991455, output_fired_time: 0, propagate_forward_time: 5.17481803894043, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.516570091247559
validation[          , genome  4486] predictions:    9674/  10000 (96.74%), best:    9668/10000 (96.68%), error:      1134.51782, best error:      1101.34546 on epoch:    73, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 70.2239685059s, input_fired_time: 0.7527070045, output_fired_time: 0.6342567205, propagate_forward_time: 26.0364379883, propagate_backward_time: 40.1076354980, weight_update_time: 0.1343211234, other_time: 2.6929321289
epoch time: 5.3500809669s, input_fired_time: 0.0896742195, output_fired_time: 0.0000000000, propagate_forward_time: 4.8239197731, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4364871979
validation[          , genome  4486] predictions:    9663/  10000 (96.63%), best:    9668/10000 (96.68%), error:      1156.64392, best error:      1101.34546 on epoch:    73, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 71.3735122681s, input_fired_time: 0.9151701331, output_fired_time: 0.6661818027, propagate_forward_time: 26.6830730438, propagate_backward_time: 40.6582565308, weight_update_time: 0.1319884211, other_time: 2.4508285522
epoch time: 5.4041814804s, input_fired_time: 0.0897090510, output_fired_time: 0.0000000000, propagate_forward_time: 4.8921084404, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4223637581
validation[          , genome  4486] predictions:    9660/  10000 (96.60%), best:    9668/10000 (96.68%), error:      1159.57275, best error:      1101.34546 on epoch:    73, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 70.1366043091s, input_fired_time: 0.7373926640, output_fired_time: 0.6609461904, propagate_forward_time: 26.2578201294, propagate_backward_time: 39.7171363831, weight_update_time: 0.1027142853, other_time: 2.7633018494
epoch time: 5.1823759079s, input_fired_time: 0.0873000249, output_fired_time: 0.0000000000, propagate_forward_time: 4.6796112061, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4154648781
validation[          , genome  4486] predictions:    9657/  10000 (96.57%), best:    9668/10000 (96.68%), error:      1113.01050, best error:      1101.34546 on epoch:    73, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 69.6889801025s, input_fired_time: 0.7509689331, output_fired_time: 0.6276037693, propagate_forward_time: 25.9967384338, propagate_backward_time: 39.8880729675, weight_update_time: 0.1024460346, other_time: 2.4255981445
epoch time: 5.0951943398s, input_fired_time: 0.1190753654, output_fired_time: 0.0000000000, propagate_forward_time: 4.5415816307, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4345374107
validation[          , genome  4486] predictions:    9597/  10000 (95.97%), best:    9668/10000 (96.68%), error:      1324.41589, best error:      1101.34546 on epoch:    73, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 68.4706954956s, input_fired_time: 0.7466738224, output_fired_time: 0.6280968189, propagate_forward_time: 25.2183113098, propagate_backward_time: 39.3637809753, weight_update_time: 0.1047899574, other_time: 2.5138320923
epoch time: 5.9440751076s, input_fired_time: 0.1221930832, output_fired_time: 0.0000000000, propagate_forward_time: 5.3284959793, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4933862686
validation[          , genome  4486] predictions:    9669/  10000 (96.69%), best:    9668/10000 (96.68%), error:      1118.71912, best error:      1101.34546 on epoch:    73, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 71.1992034912s, input_fired_time: 0.8204326630, output_fired_time: 0.6840412617, propagate_forward_time: 26.7454433441, propagate_backward_time: 40.3583717346, weight_update_time: 0.1349273026, other_time: 2.5909080505
epoch time: 5.1736488342s, input_fired_time: 0.0885314047, output_fired_time: 0.0000000000, propagate_forward_time: 4.6573095322, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4278078079
validation[          , genome  4486] predictions:    9670/  10000 (96.70%), best:    9668/10000 (96.68%), error:      1114.99939, best error:      1101.34546 on epoch:    73, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 71.1170043945s, input_fired_time: 0.7444251180, output_fired_time: 0.7440971136, propagate_forward_time: 26.4301834106, propagate_backward_time: 40.3725471497, weight_update_time: 0.1351398826, other_time: 2.8257560730
epoch time: 6.0439653397s, input_fired_time: 0.0944753811, output_fired_time: 0.0000000000, propagate_forward_time: 5.4527587891, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4967312813
validation[          , genome  4486] predictions:    9629/  10000 (96.29%), best:    9668/10000 (96.68%), error:      1244.95569, best error:      1101.34546 on epoch:    73, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 64.8434448242s, input_fired_time: 0.7403267622, output_fired_time: 0.6592543721, propagate_forward_time: 24.2562618256, propagate_backward_time: 36.8322181702, weight_update_time: 0.1022345573, other_time: 2.3553810120
epoch time: 5.4361586571s, input_fired_time: 0.0878760368, output_fired_time: 0.0000000000, propagate_forward_time: 4.8867583275, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4615244865
validation[          , genome  4486] predictions:    9655/  10000 (96.55%), best:    9668/10000 (96.68%), error:      1184.59802, best error:      1101.34546 on epoch:    73, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 78.3400115967s, input_fired_time: 0.7568675280, output_fired_time: 0.6634758711, propagate_forward_time: 28.8874740601, propagate_backward_time: 44.9656829834, weight_update_time: 0.1391650587, other_time: 3.0665130615
epoch time: 8.2677536011s, input_fired_time: 0.0957865715, output_fired_time: 0.0000000000, propagate_forward_time: 7.0993094444, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0726571083
validation[          , genome  4486] predictions:    9678/  10000 (96.78%), best:    9668/10000 (96.68%), error:      1150.36035, best error:      1101.34546 on epoch:    73, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 100.9020843506s, input_fired_time: 1.2885427475, output_fired_time: 1.0009396076, propagate_forward_time: 36.2695045471, propagate_backward_time: 58.2059516907, weight_update_time: 0.1142866910, other_time: 4.1371459961
epoch time: 8.5732316971s, input_fired_time: 0.0970175117, output_fired_time: 0.0000000000, propagate_forward_time: 7.9785604477, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4976539612
validation[          , genome  4486] predictions:    9662/  10000 (96.62%), best:    9668/10000 (96.68%), error:      1158.55640, best error:      1101.34546 on epoch:    73, 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: 42.8434066772s, input_fired_time: 0.5480700731, output_fired_time: 0.0000000000, propagate_forward_time: 38.4780502319, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8172874451
best training[          , genome  4486] predictions:   48980/  50000 (97.96%), best:    9668/10000 (96.68%), error:      3662.17139, best error:      1101.34546 on epoch:    73, 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: 9.3180990219s, input_fired_time: 0.0958859771, output_fired_time: 0.0000000000, propagate_forward_time: 8.2096309662, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0125818253
   testing[          , genome  4486] predictions:    9701/  10000 (97.01%), best:    9668/10000 (96.68%), error:      1002.97266, best error:      1101.34546 on epoch:    73, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
23:19:12 (5520): called boinc_finish(0)

</stderr_txt>
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