Nameexact_genome_1540784103_184_5372_0
Workunit4076051
Created29 Oct 2018, 4:18:25 UTC
Sent29 Oct 2018, 4:31:27 UTC
Report deadline27 Jan 2019, 10:29:48 UTC
Received10 Dec 2018, 6:56:43 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID64195
Run time1 days 14 hours 39 min 22 sec
CPU time1 days 13 hours 33 min 48 sec
Validate stateValid
Credit22,562.22
Device peak FLOPS3.80 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size524.61 MB
Peak swap size544.29 MB
Peak disk usage9.38 MB

Stderr output

<core_client_version>7.12.1</core_client_version>
<![CDATA[
<stderr_txt>
rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 1120.9112548828s, input_fired_time: 9.3518753052, output_fired_time: 7.8118209839, propagate_forward_time: 408.2640380859, propagate_backward_time: 683.5410156250, weight_update_time: 1.0407766104, other_time: 11.9425048828
epoch time: 88.6237411499s, input_fired_time: 1.1304831505, output_fired_time: 0.0000000000, propagate_forward_time: 85.3785324097, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1147232056
validation[          , genome  5372] predictions:    5563/  10000 (55.63%), best:    5563/10000 (55.63%), error:     13265.95996, best error:     13265.95996 on epoch:    22, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 1031.8952636719s, input_fired_time: 8.9623765945, output_fired_time: 7.2623286247, propagate_forward_time: 371.6121520996, propagate_backward_time: 632.6320190430, weight_update_time: 0.9950199127, other_time: 11.4263305664
epoch time: 62.6901779175s, input_fired_time: 0.9272369146, output_fired_time: 0.0000000000, propagate_forward_time: 59.8799133301, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8830261230
validation[          , genome  5372] predictions:    5170/  10000 (51.70%), best:    5563/10000 (55.63%), error:     15166.78809, best error:     13265.95996 on epoch:    22, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 1068.3031005859s, input_fired_time: 9.1802473068, output_fired_time: 7.5419182777, propagate_forward_time: 386.3195495605, propagate_backward_time: 653.4871826172, weight_update_time: 1.0158520937, other_time: 11.7741699219
epoch time: 105.0731124878s, input_fired_time: 1.2982730865, output_fired_time: 0.0000000000, propagate_forward_time: 101.3461914063, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4286499023
validation[          , genome  5372] predictions:    5396/  10000 (53.96%), best:    5563/10000 (55.63%), error:     13854.50586, best error:     13265.95996 on epoch:    22, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 999.0035400391s, input_fired_time: 8.8713035583, output_fired_time: 7.1213908195, propagate_forward_time: 358.0513916016, propagate_backward_time: 613.5844116211, weight_update_time: 0.9804159999, other_time: 11.3750610352
epoch time: 64.8992080688s, input_fired_time: 0.9499923587, output_fired_time: 0.0000000000, propagate_forward_time: 62.0424575806, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9067573547
validation[          , genome  5372] predictions:    5446/  10000 (54.46%), best:    5563/10000 (55.63%), error:     13835.42188, best error:     13265.95996 on epoch:    22, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 1006.0388183594s, input_fired_time: 8.8951225281, output_fired_time: 7.1394438744, propagate_forward_time: 360.5832824707, propagate_backward_time: 618.0772094727, weight_update_time: 0.9807460308, other_time: 11.3436889648
epoch time: 71.2802124023s, input_fired_time: 0.9970207810, output_fired_time: 0.0000000000, propagate_forward_time: 68.3310317993, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9521560669
validation[          , genome  5372] predictions:    5556/  10000 (55.56%), best:    5563/10000 (55.63%), error:     13491.84570, best error:     13265.95996 on epoch:    22, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 1013.2295532227s, input_fired_time: 8.9297761917, output_fired_time: 7.1734895706, propagate_forward_time: 363.8245544434, propagate_backward_time: 621.9473266602, weight_update_time: 0.9868083000, other_time: 11.3544311523
epoch time: 95.4380187988s, input_fired_time: 1.2353953123, output_fired_time: 0.0000000000, propagate_forward_time: 91.8609161377, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3417053223
validation[          , genome  5372] predictions:    5523/  10000 (55.23%), best:    5563/10000 (55.63%), error:     13395.46191, best error:     13265.95996 on epoch:    22, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 988.4946899414s, input_fired_time: 8.8318758011, output_fired_time: 7.0294985771, propagate_forward_time: 353.5272216797, propagate_backward_time: 607.8452758789, weight_update_time: 0.9739960432, other_time: 11.2608642578
epoch time: 76.1672439575s, input_fired_time: 1.0466816425, output_fired_time: 0.0000000000, propagate_forward_time: 73.0792617798, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0412979126
validation[          , genome  5372] predictions:    5284/  10000 (52.84%), best:    5563/10000 (55.63%), error:     14641.48340, best error:     13265.95996 on epoch:    22, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 1068.7949218750s, input_fired_time: 9.2291707993, output_fired_time: 7.5496797562, propagate_forward_time: 386.7751464844, propagate_backward_time: 653.4956665039, weight_update_time: 1.0153379440, other_time: 11.7453002930
epoch time: 63.3024024963s, input_fired_time: 0.9414529204, output_fired_time: 0.0000000000, propagate_forward_time: 60.4697761536, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8911743164
validation[          , genome  5372] predictions:    5603/  10000 (56.03%), best:    5563/10000 (55.63%), error:     13510.40332, best error:     13265.95996 on epoch:    22, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 1091.9843750000s, input_fired_time: 9.3142023087, output_fired_time: 7.6378359795, propagate_forward_time: 396.6384582520, propagate_backward_time: 666.5940551758, weight_update_time: 1.0265100002, other_time: 11.7998657227
epoch time: 62.6990776062s, input_fired_time: 0.9400827289, output_fired_time: 0.0000000000, propagate_forward_time: 59.8790855408, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8799095154
validation[          , genome  5372] predictions:    5683/  10000 (56.83%), best:    5563/10000 (55.63%), error:     13315.03516, best error:     13265.95996 on epoch:    22, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 1086.5349121094s, input_fired_time: 9.3140792847, output_fired_time: 7.6264095306, propagate_forward_time: 393.2310485840, propagate_backward_time: 664.5426635742, weight_update_time: 1.0244383812, other_time: 11.8206176758
epoch time: 70.2688598633s, input_fired_time: 1.0043661594, output_fired_time: 0.0000000000, propagate_forward_time: 67.3142623901, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9502334595
validation[          , genome  5372] predictions:    5723/  10000 (57.23%), best:    5723/10000 (57.23%), error:     12743.44434, best error:     12743.44434 on epoch:    31, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 1099.9329833984s, input_fired_time: 9.3716602325, output_fired_time: 7.7003359795, propagate_forward_time: 399.2686462402, propagate_backward_time: 671.7431030273, weight_update_time: 1.0287119150, other_time: 11.8491821289
epoch time: 72.8729400635s, input_fired_time: 1.0211150646, output_fired_time: 0.0000000000, propagate_forward_time: 69.8797378540, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9720840454
validation[          , genome  5372] predictions:    5636/  10000 (56.36%), best:    5723/10000 (57.23%), error:     13115.33105, best error:     12743.44434 on epoch:    31, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 1095.9185791016s, input_fired_time: 9.3967580795, output_fired_time: 7.7170000076, propagate_forward_time: 397.4797363281, propagate_backward_time: 669.3947753906, weight_update_time: 1.0294742584, other_time: 11.9302978516
epoch time: 82.7146987915s, input_fired_time: 1.1097536087, output_fired_time: 0.0000000000, propagate_forward_time: 79.5481719971, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0567703247
validation[          , genome  5372] predictions:    5529/  10000 (55.29%), best:    5723/10000 (57.23%), error:     13435.84473, best error:     12743.44434 on epoch:    31, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 1162.9075927734s, input_fired_time: 9.6603631973, output_fired_time: 8.0505161285, propagate_forward_time: 425.9148864746, propagate_backward_time: 707.1169433594, weight_update_time: 1.0634222031, other_time: 12.1647949219
epoch time: 71.6129684448s, input_fired_time: 1.0272337198, output_fired_time: 0.0000000000, propagate_forward_time: 68.5807266235, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0050048828
validation[          , genome  5372] predictions:    5752/  10000 (57.52%), best:    5723/10000 (57.23%), error:     12790.68945, best error:     12743.44434 on epoch:    31, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 1191.6826171875s, input_fired_time: 9.8319435120, output_fired_time: 8.2794466019, propagate_forward_time: 437.5840454102, propagate_backward_time: 723.5422973633, weight_update_time: 1.0791432858, other_time: 12.4449462891
epoch time: 115.2363662720s, input_fired_time: 1.4202766418, output_fired_time: 0.0000000000, propagate_forward_time: 111.2141418457, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6019439697
validation[          , genome  5372] predictions:    5582/  10000 (55.82%), best:    5723/10000 (57.23%), error:     13470.10742, best error:     12743.44434 on epoch:    31, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 1113.1990966797s, input_fired_time: 9.4626636505, output_fired_time: 7.7487645149, propagate_forward_time: 404.9901733398, propagate_backward_time: 679.1307983398, weight_update_time: 1.0362746716, other_time: 11.8666992188
epoch time: 74.8423767090s, input_fired_time: 1.0564837456, output_fired_time: 0.0000000000, propagate_forward_time: 71.7358932495, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0500030518
validation[          , genome  5372] predictions:    5488/  10000 (54.88%), best:    5723/10000 (57.23%), error:     13636.19238, best error:     12743.44434 on epoch:    31, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 1047.8112792969s, input_fired_time: 9.2085332870, output_fired_time: 7.3992142677, propagate_forward_time: 377.8427734375, propagate_backward_time: 641.7499389648, weight_update_time: 1.0034276247, other_time: 11.6109008789
epoch time: 65.0314788818s, input_fired_time: 0.9705042243, output_fired_time: 0.0000000000, propagate_forward_time: 62.1450347900, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9159393311
validation[          , genome  5372] predictions:    5690/  10000 (56.90%), best:    5723/10000 (57.23%), error:     13173.66992, best error:     12743.44434 on epoch:    31, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 1100.1690673828s, input_fired_time: 9.4488029480, output_fired_time: 7.7142381668, propagate_forward_time: 399.0977478027, propagate_backward_time: 672.0034179688, weight_update_time: 1.0301883221, other_time: 11.9047851563
epoch time: 122.6512298584s, input_fired_time: 1.4373461008, output_fired_time: 0.0000000000, propagate_forward_time: 118.7944259644, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4194564819
validation[          , genome  5372] predictions:    5666/  10000 (56.66%), best:    5723/10000 (57.23%), error:     12929.26563, best error:     12743.44434 on epoch:    31, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 1136.6082763672s, input_fired_time: 9.6239519119, output_fired_time: 7.9397916794, propagate_forward_time: 415.0437622070, propagate_backward_time: 691.9237670898, weight_update_time: 1.0509742498, other_time: 12.0770263672
epoch time: 93.4527740479s, input_fired_time: 1.2276667356, output_fired_time: 0.0000000000, propagate_forward_time: 89.9639358521, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2611694336
validation[          , genome  5372] predictions:    5756/  10000 (57.56%), best:    5723/10000 (57.23%), error:     12964.69824, best error:     12743.44434 on epoch:    31, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 1177.9105224609s, input_fired_time: 9.7906990051, output_fired_time: 8.1490173340, propagate_forward_time: 431.8140869141, propagate_backward_time: 715.9010009766, weight_update_time: 1.0693751574, other_time: 12.2557373047
epoch time: 98.0583953857s, input_fired_time: 1.2624261379, output_fired_time: 0.0000000000, propagate_forward_time: 94.4848785400, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3110885620
validation[          , genome  5372] predictions:    5760/  10000 (57.60%), best:    5723/10000 (57.23%), error:     12953.36523, best error:     12743.44434 on epoch:    31, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 1246.7346191406s, input_fired_time: 10.1146926880, output_fired_time: 8.5729742050, propagate_forward_time: 459.7908935547, propagate_backward_time: 755.5682983398, weight_update_time: 1.1070921421, other_time: 12.6876831055
epoch time: 102.3096771240s, input_fired_time: 1.2821129560, output_fired_time: 0.0000000000, propagate_forward_time: 98.7605819702, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2669830322
validation[          , genome  5372] predictions:    5750/  10000 (57.50%), best:    5750/10000 (57.50%), error:     12718.31836, best error:     12718.31836 on epoch:    41, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 1346.1851806641s, input_fired_time: 10.5614318848, output_fired_time: 9.1729202271, propagate_forward_time: 500.9173583984, propagate_backward_time: 812.3515014648, weight_update_time: 1.1548370123, other_time: 13.1819458008
epoch time: 83.9671630859s, input_fired_time: 1.1337141991, output_fired_time: 0.0000000000, propagate_forward_time: 80.7664642334, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0669860840
validation[          , genome  5372] predictions:    5710/  10000 (57.10%), best:    5750/10000 (57.50%), error:     13381.90527, best error:     12718.31836 on epoch:    41, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 1305.3850097656s, input_fired_time: 10.4011058807, output_fired_time: 8.9427003860, propagate_forward_time: 483.8093261719, propagate_backward_time: 789.2394409180, weight_update_time: 1.1375888586, other_time: 12.9923706055
epoch time: 103.3272247314s, input_fired_time: 1.2989888191, output_fired_time: 0.0000000000, propagate_forward_time: 99.7580032349, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2702331543
validation[          , genome  5372] predictions:    5920/  10000 (59.20%), best:    5920/10000 (59.20%), error:     12483.50879, best error:     12483.50879 on epoch:    43, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 1293.3175048828s, input_fired_time: 10.3361425400, output_fired_time: 8.8437166214, propagate_forward_time: 479.7384033203, propagate_backward_time: 781.5165405273, weight_update_time: 1.1270352602, other_time: 12.8826293945
epoch time: 65.8835372925s, input_fired_time: 0.9867485166, output_fired_time: 0.0000000000, propagate_forward_time: 62.9944496155, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9023399353
validation[          , genome  5372] predictions:    5779/  10000 (57.79%), best:    5920/10000 (59.20%), error:     12728.66797, best error:     12483.50879 on epoch:    43, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 1198.9930419922s, input_fired_time: 9.8883676529, output_fired_time: 8.2143621445, propagate_forward_time: 440.5748901367, propagate_backward_time: 728.1069946289, weight_update_time: 1.0799498558, other_time: 12.2083740234
epoch time: 102.4882965088s, input_fired_time: 1.2861547470, output_fired_time: 0.0000000000, propagate_forward_time: 98.9710693359, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2310714722
validation[          , genome  5372] predictions:    5623/  10000 (56.23%), best:    5920/10000 (59.20%), error:     13285.51074, best error:     12483.50879 on epoch:    43, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 1377.6690673828s, input_fired_time: 10.6652870178, output_fired_time: 9.2381734848, propagate_forward_time: 514.6508789063, propagate_backward_time: 829.9683227539, weight_update_time: 1.1695398092, other_time: 13.1464233398
epoch time: 90.3500137329s, input_fired_time: 1.1983127594, output_fired_time: 0.0000000000, propagate_forward_time: 87.0060348511, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1456680298
validation[          , genome  5372] predictions:    5816/  10000 (58.16%), best:    5920/10000 (59.20%), error:     12655.70215, best error:     12483.50879 on epoch:    43, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 1342.8172607422s, input_fired_time: 10.5326747894, output_fired_time: 9.0609159470, propagate_forward_time: 500.4088439941, propagate_backward_time: 809.7884521484, weight_update_time: 1.1522262096, other_time: 13.0263671875
epoch time: 95.2682113647s, input_fired_time: 1.2475566864, output_fired_time: 0.0000000000, propagate_forward_time: 91.7687377930, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2519149780
validation[          , genome  5372] predictions:    5710/  10000 (57.10%), best:    5920/10000 (59.20%), error:     13072.63281, best error:     12483.50879 on epoch:    43, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 1270.5694580078s, input_fired_time: 10.2418079376, output_fired_time: 8.6473264694, propagate_forward_time: 471.3680725098, propagate_backward_time: 767.7473144531, weight_update_time: 1.1140931845, other_time: 12.5649414063
epoch time: 110.1274719238s, input_fired_time: 1.3634403944, output_fired_time: 0.0000000000, propagate_forward_time: 106.3998794556, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3641510010
validation[          , genome  5372] predictions:    5894/  10000 (58.94%), best:    5894/10000 (58.94%), error:     12264.99219, best error:     12264.99219 on epoch:    48, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 1273.3509521484s, input_fired_time: 10.2406425476, output_fired_time: 8.6562891006, propagate_forward_time: 470.5560913086, propagate_backward_time: 771.2580566406, weight_update_time: 1.1135036945, other_time: 12.6399536133
epoch time: 95.5534591675s, input_fired_time: 1.2473928928, output_fired_time: 0.0000000000, propagate_forward_time: 92.0897140503, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2163543701
validation[          , genome  5372] predictions:    6010/  10000 (60.10%), best:    6010/10000 (60.10%), error:     12204.60938, best error:     12204.60938 on epoch:    49, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 1227.3095703125s, input_fired_time: 10.0488262177, output_fired_time: 8.3665685654, propagate_forward_time: 452.4746398926, propagate_backward_time: 744.0172729492, weight_update_time: 1.0965836048, other_time: 12.4022827148
epoch time: 99.9347686768s, input_fired_time: 1.2985060215, output_fired_time: 0.0000000000, propagate_forward_time: 96.3080291748, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3282318115
validation[          , genome  5372] predictions:    5978/  10000 (59.78%), best:    6010/10000 (60.10%), error:     12408.55664, best error:     12204.60938 on epoch:    49, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 1270.3865966797s, input_fired_time: 10.2841615677, output_fired_time: 8.6326961517, propagate_forward_time: 472.0375061035, propagate_backward_time: 766.7271728516, weight_update_time: 1.1182056665, other_time: 12.7050781250
epoch time: 91.3491134644s, input_fired_time: 1.2159237862, output_fired_time: 0.0000000000, propagate_forward_time: 87.9569778442, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1762084961
validation[          , genome  5372] predictions:    5973/  10000 (59.73%), best:    6010/10000 (60.10%), error:     12261.37988, best error:     12204.60938 on epoch:    49, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 1295.5367431641s, input_fired_time: 10.3569316864, output_fired_time: 8.8342189789, propagate_forward_time: 479.0514526367, propagate_backward_time: 784.4893798828, weight_update_time: 1.1300123930, other_time: 12.8047485352
epoch time: 102.5827636719s, input_fired_time: 1.3216956854, output_fired_time: 0.0000000000, propagate_forward_time: 98.9154663086, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3456039429
validation[          , genome  5372] predictions:    5979/  10000 (59.79%), best:    6010/10000 (60.10%), error:     12226.19141, best error:     12204.60938 on epoch:    49, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

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/cifar_10_training.bin'
boincified validation filename: '../../projects/csgrid.org_csg/cifar_10_testing.bin'
boincified testing filename: '../../projects/csgrid.org_csg/cifar_10_testing.bin'
boincified genome filename: '../../projects/csgrid.org_csg/exact_genome_1540784103_184_5372.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1540784103_184_5372_0_r251779030_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: 0.957674
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.000824633
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 3.29853e-05
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: 53
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 49
read number_validation_images: 10000
read best_validation_predictions: 6010
read best_validation_error: 12204.6
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: 5372
read normal distribution: '1 -0.261380732059479 0.824063003063202'
generator_str: '700612198'
read generator: 700612198
read generated_by_map:
1 split_node 1
reading 80 nodes.
reading 266 edges.
number input nodes: 3
number softmax nodes: 10
order_size: 50000
parsed input file
loaded genome
loading images
number_classes: 10
channels: 3
width: 32
height: 32
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
image_size: 3x32x32 = 3072
read 50000 images.
    class    0: 5000
    class    1: 5000
    class    2: 5000
    class    3: 5000
    class    4: 5000
    class    5: 5000
    class    6: 5000
    class    7: 5000
    class    8: 5000
    class    9: 5000
calculating averages and standard deviations for images
average pixel value for channel 0: 0.491399973630905
average pixel value for channel 1: 0.482159107923508
average pixel value for channel 2: 0.446530401706696
pixel variance for channel 0: 0.0610253289341927
pixel standard deviation for channel 0: 0.247033059597015
pixel variance for channel 1: 0.0592849254608154
pixel standard deviation for channel 1: 0.24348495900631
pixel variance for channel 2: 0.0684280395507813
pixel standard deviation for channel 2: 0.261587530374527
number_classes: 10
channels: 3
width: 32
height: 32
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: 3x32x32 = 3072
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: 3
width: 32
height: 32
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: 3x32x32 = 3072
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
loaded images
starting backpropagation!
epoch time: 1545.98071289063s, input_fired_time: 22.4934482574463, output_fired_time: 17.9638290405273, propagate_forward_time: 546.875854492188, propagate_backward_time: 906.713256835938, weight_update_time: 2.39337539672852, other_time: 51.934326171875
epoch time: 125.645614624023s, input_fired_time: 3.29808831214905, output_fired_time: 0, propagate_forward_time: 112.84294128418, propagate_backward_time: 0, weight_update_time: 0, other_time: 9.50458526611328
validation[          , genome  5372] predictions:    5822/  10000 (58.22%), best:    6010/10000 (60.10%), error:     12988.49707, best error:     12204.60938 on epoch:    49, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 1565.8719482422s, input_fired_time: 22.9470062256, output_fired_time: 18.4455928802, propagate_forward_time: 551.0547485352, propagate_backward_time: 919.9262695313, weight_update_time: 2.4452214241, other_time: 53.4983520508
epoch time: 125.0469818115s, input_fired_time: 3.3382146358, output_fired_time: 0.0000000000, propagate_forward_time: 111.2444915771, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.4642791748
validation[          , genome  5372] predictions:    5914/  10000 (59.14%), best:    6010/10000 (60.10%), error:     12554.97168, best error:     12204.60938 on epoch:    49, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 1612.2996826172s, input_fired_time: 23.3370571136, output_fired_time: 18.8607425690, propagate_forward_time: 571.3587036133, propagate_backward_time: 944.7137451172, weight_update_time: 2.4779624939, other_time: 54.0294799805
epoch time: 134.2591400146s, input_fired_time: 3.6592438221, output_fired_time: 0.0000000000, propagate_forward_time: 119.3687438965, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 11.2311553955
validation[          , genome  5372] predictions:    6008/  10000 (60.08%), best:    6008/10000 (60.08%), error:     12169.11914, best error:     12169.11914 on epoch:    55, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 1627.5825195313s, input_fired_time: 23.5222225189, output_fired_time: 18.9737339020, propagate_forward_time: 575.3329467773, propagate_backward_time: 953.2346801758, weight_update_time: 2.5167739391, other_time: 56.5189208984
epoch time: 128.8824920654s, input_fired_time: 3.4063563347, output_fired_time: 0.0000000000, propagate_forward_time: 115.1850357056, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.2910995483
validation[          , genome  5372] predictions:    5896/  10000 (58.96%), best:    6008/10000 (60.08%), error:     12699.24023, best error:     12169.11914 on epoch:    55, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 1574.8692626953s, input_fired_time: 23.2119750977, output_fired_time: 18.5921783447, propagate_forward_time: 555.9226684570, propagate_backward_time: 922.7831420898, weight_update_time: 2.4549040794, other_time: 54.3592529297
epoch time: 125.7762832642s, input_fired_time: 3.5898323059, output_fired_time: 0.0000000000, propagate_forward_time: 111.2330780029, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.9533691406
validation[          , genome  5372] predictions:    5990/  10000 (59.90%), best:    6008/10000 (60.08%), error:     12278.88770, best error:     12169.11914 on epoch:    55, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 1548.1206054688s, input_fired_time: 23.2355213165, output_fired_time: 18.5941276550, propagate_forward_time: 543.3427734375, propagate_backward_time: 907.7944946289, weight_update_time: 2.4628634453, other_time: 55.1537475586
epoch time: 119.8655319214s, input_fired_time: 3.4002315998, output_fired_time: 0.0000000000, propagate_forward_time: 106.6563796997, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.8089218140
validation[          , genome  5372] predictions:    5910/  10000 (59.10%), best:    6008/10000 (60.08%), error:     12536.63867, best error:     12169.11914 on epoch:    55, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 1547.3081054688s, input_fired_time: 23.0189647675, output_fired_time: 18.4945297241, propagate_forward_time: 543.3866577148, propagate_backward_time: 908.4348754883, weight_update_time: 2.4405145645, other_time: 53.9731445313
epoch time: 124.8842468262s, input_fired_time: 3.5647168159, output_fired_time: 0.0000000000, propagate_forward_time: 110.7479705811, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.5715560913
validation[          , genome  5372] predictions:    6033/  10000 (60.33%), best:    6033/10000 (60.33%), error:     12030.96387, best error:     12030.96387 on epoch:    59, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 1542.2043457031s, input_fired_time: 23.1171379089, output_fired_time: 18.5246505737, propagate_forward_time: 540.6137695313, propagate_backward_time: 906.0263061523, weight_update_time: 2.4815728664, other_time: 53.9224243164
epoch time: 118.8864364624s, input_fired_time: 3.3174004555, output_fired_time: 0.0000000000, propagate_forward_time: 105.9879379272, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.5811004639
validation[          , genome  5372] predictions:    6019/  10000 (60.19%), best:    6033/10000 (60.33%), error:     12102.36328, best error:     12030.96387 on epoch:    59, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 1522.2851562500s, input_fired_time: 22.7343940735, output_fired_time: 18.3067703247, propagate_forward_time: 535.2844848633, propagate_backward_time: 892.1491088867, weight_update_time: 2.4711184502, other_time: 53.8104248047
epoch time: 118.5521926880s, input_fired_time: 3.4659719467, output_fired_time: 0.0000000000, propagate_forward_time: 104.4023666382, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.6838531494
validation[          , genome  5372] predictions:    5959/  10000 (59.59%), best:    6033/10000 (60.33%), error:     12244.31348, best error:     12030.96387 on epoch:    59, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 1489.5394287109s, input_fired_time: 22.3422565460, output_fired_time: 18.0061950684, propagate_forward_time: 518.8707885742, propagate_backward_time: 879.4304199219, weight_update_time: 2.3830111027, other_time: 50.8897094727
epoch time: 108.2517547607s, input_fired_time: 3.0865435600, output_fired_time: 0.0000000000, propagate_forward_time: 96.6599807739, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.5052337646
validation[          , genome  5372] predictions:    6011/  10000 (60.11%), best:    6011/10000 (60.11%), error:     11969.17969, best error:     11969.17969 on epoch:    62, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 1437.0209960938s, input_fired_time: 22.9841003418, output_fired_time: 18.3688087463, propagate_forward_time: 501.2592468262, propagate_backward_time: 842.1111450195, weight_update_time: 2.4211595058, other_time: 52.2976684570
epoch time: 102.8385696411s, input_fired_time: 3.0606801510, output_fired_time: 0.0000000000, propagate_forward_time: 91.4662017822, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.3116912842
validation[          , genome  5372] predictions:    6085/  10000 (60.85%), best:    6011/10000 (60.11%), error:     12055.61719, best error:     11969.17969 on epoch:    62, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 1411.1718750000s, input_fired_time: 22.1245136261, output_fired_time: 17.7271823883, propagate_forward_time: 494.9747009277, propagate_backward_time: 827.2960815430, weight_update_time: 2.3240900040, other_time: 49.0493774414
epoch time: 109.4647903442s, input_fired_time: 3.3381798267, output_fired_time: 0.0000000000, propagate_forward_time: 96.6265563965, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.5000534058
validation[          , genome  5372] predictions:    6024/  10000 (60.24%), best:    6011/10000 (60.11%), error:     12041.61719, best error:     11969.17969 on epoch:    62, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 1406.2589111328s, input_fired_time: 22.8128700256, output_fired_time: 18.1899394989, propagate_forward_time: 489.3375549316, propagate_backward_time: 825.4851074219, weight_update_time: 2.3812918663, other_time: 50.4334716797
epoch time: 111.5248107910s, input_fired_time: 3.4286384583, output_fired_time: 0.0000000000, propagate_forward_time: 99.1910705566, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.9051055908
validation[          , genome  5372] predictions:    6149/  10000 (61.49%), best:    6149/10000 (61.49%), error:     11838.89551, best error:     11838.89551 on epoch:    65, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 1398.4299316406s, input_fired_time: 23.1588401794, output_fired_time: 18.4573211670, propagate_forward_time: 486.0845336914, propagate_backward_time: 819.6829223633, weight_update_time: 2.4173369408, other_time: 51.0463867188
epoch time: 100.2349395752s, input_fired_time: 3.1711344719, output_fired_time: 0.0000000000, propagate_forward_time: 88.8431777954, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.2206268311
validation[          , genome  5372] predictions:    6065/  10000 (60.65%), best:    6149/10000 (61.49%), error:     12029.19922, best error:     11838.89551 on epoch:    65, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 1480.9489746094s, input_fired_time: 24.1208896637, output_fired_time: 19.2955150604, propagate_forward_time: 515.7018432617, propagate_backward_time: 866.6533203125, weight_update_time: 2.5187423229, other_time: 55.1774291992
epoch time: 108.9985504150s, input_fired_time: 3.4703850746, output_fired_time: 0.0000000000, propagate_forward_time: 96.3187561035, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.2094116211
validation[          , genome  5372] predictions:    6014/  10000 (60.14%), best:    6149/10000 (61.49%), error:     12173.30664, best error:     11838.89551 on epoch:    65, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 1440.0736083984s, input_fired_time: 23.8044605255, output_fired_time: 18.9015464783, propagate_forward_time: 501.0021972656, propagate_backward_time: 843.3650512695, weight_update_time: 2.4516294003, other_time: 53.0004272461
epoch time: 92.0254135132s, input_fired_time: 3.0587515831, output_fired_time: 0.0000000000, propagate_forward_time: 81.5683364868, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.3983230591
validation[          , genome  5372] predictions:    6050/  10000 (60.50%), best:    6149/10000 (61.49%), error:     12030.34277, best error:     11838.89551 on epoch:    65, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 1434.5554199219s, input_fired_time: 23.4445114136, output_fired_time: 18.5009841919, propagate_forward_time: 499.5040588379, propagate_backward_time: 841.0586547852, weight_update_time: 2.4416689873, other_time: 52.0473022461
epoch time: 113.0372543335s, input_fired_time: 3.5230202675, output_fired_time: 0.0000000000, propagate_forward_time: 100.2163238525, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.2979125977
validation[          , genome  5372] predictions:    6032/  10000 (60.32%), best:    6149/10000 (61.49%), error:     12174.65723, best error:     11838.89551 on epoch:    65, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 1527.2504882813s, input_fired_time: 24.4637088776, output_fired_time: 19.1074771881, propagate_forward_time: 536.0643920898, propagate_backward_time: 893.9958496094, weight_update_time: 2.4869675636, other_time: 53.6190795898
epoch time: 117.9647750854s, input_fired_time: 3.3334147930, output_fired_time: 0.0000000000, propagate_forward_time: 105.8132019043, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.8181610107
validation[          , genome  5372] predictions:    6055/  10000 (60.55%), best:    6149/10000 (61.49%), error:     12102.89941, best error:     11838.89551 on epoch:    65, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 1512.7460937500s, input_fired_time: 24.5884494781, output_fired_time: 19.0041961670, propagate_forward_time: 531.7718505859, propagate_backward_time: 883.3262939453, weight_update_time: 2.5133051872, other_time: 54.0552978516
epoch time: 118.9401931763s, input_fired_time: 3.5750219822, output_fired_time: 0.0000000000, propagate_forward_time: 105.5386581421, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.8265151978
validation[          , genome  5372] predictions:    6077/  10000 (60.77%), best:    6149/10000 (61.49%), error:     11916.14551, best error:     11838.89551 on epoch:    65, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 1529.8039550781s, input_fired_time: 24.3355541229, output_fired_time: 19.0595245361, propagate_forward_time: 535.3257446289, propagate_backward_time: 896.9733886719, weight_update_time: 2.5032267570, other_time: 54.1096801758
epoch time: 125.1217346191s, input_fired_time: 3.6968202591, output_fired_time: 0.0000000000, propagate_forward_time: 110.7712554932, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.6536560059
validation[          , genome  5372] predictions:    6069/  10000 (60.69%), best:    6149/10000 (61.49%), error:     11891.89160, best error:     11838.89551 on epoch:    65, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 1548.5640869141s, input_fired_time: 21.2431945801, output_fired_time: 16.7116374969, propagate_forward_time: 548.7830810547, propagate_backward_time: 914.3778686523, weight_update_time: 2.2627823353, other_time: 47.4483032227
epoch time: 111.0911178589s, input_fired_time: 2.3672788143, output_fired_time: 0.0000000000, propagate_forward_time: 102.3334808350, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.3903579712
validation[          , genome  5372] predictions:    6064/  10000 (60.64%), best:    6149/10000 (61.49%), error:     12190.03418, best error:     11838.89551 on epoch:    65, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 1427.8338623047s, input_fired_time: 18.5697040558, output_fired_time: 14.4848918915, propagate_forward_time: 507.7632751465, propagate_backward_time: 847.9161987305, weight_update_time: 1.9612208605, other_time: 39.0997924805
epoch time: 118.8061065674s, input_fired_time: 2.8226482868, output_fired_time: 0.0000000000, propagate_forward_time: 107.2318420410, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.7516174316
validation[          , genome  5372] predictions:    6070/  10000 (60.70%), best:    6149/10000 (61.49%), error:     11870.20605, best error:     11838.89551 on epoch:    65, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 1508.5880126953s, input_fired_time: 18.7742538452, output_fired_time: 14.7901544571, propagate_forward_time: 535.0887451172, propagate_backward_time: 897.6622314453, weight_update_time: 2.0609123707, other_time: 42.2725830078
epoch time: 117.5587005615s, input_fired_time: 2.5581653118, output_fired_time: 0.0000000000, propagate_forward_time: 107.5422821045, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.4582519531
validation[          , genome  5372] predictions:    6118/  10000 (61.18%), best:    6149/10000 (61.49%), error:     12055.83789, best error:     11838.89551 on epoch:    65, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 1472.5396728516s, input_fired_time: 17.7945632935, output_fired_time: 14.1580209732, propagate_forward_time: 526.8176879883, propagate_backward_time: 875.5882568359, weight_update_time: 1.9280540943, other_time: 38.1810913086
epoch time: 125.7346649170s, input_fired_time: 2.1481418610, output_fired_time: 0.0000000000, propagate_forward_time: 116.4851608276, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.1013641357
validation[          , genome  5372] predictions:    6126/  10000 (61.26%), best:    6126/10000 (61.26%), error:     11798.54199, best error:     11798.54199 on epoch:    76, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 1398.9073486328s, input_fired_time: 12.9833927155, output_fired_time: 10.9011306763, propagate_forward_time: 509.8030090332, propagate_backward_time: 839.9921264648, weight_update_time: 1.4671345949, other_time: 25.2277221680
epoch time: 137.4344024658s, input_fired_time: 1.8841347694, output_fired_time: 0.0000000000, propagate_forward_time: 129.8332061768, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.7170562744
validation[          , genome  5372] predictions:    6108/  10000 (61.08%), best:    6126/10000 (61.26%), error:     11832.74414, best error:     11798.54199 on epoch:    76, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 1354.8220214844s, input_fired_time: 12.2224674225, output_fired_time: 10.1080989838, propagate_forward_time: 494.0466613770, propagate_backward_time: 817.5676879883, weight_update_time: 1.3637837172, other_time: 20.8771362305
epoch time: 119.0417175293s, input_fired_time: 1.7288421392, output_fired_time: 0.0000000000, propagate_forward_time: 111.7869110107, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.5259628296
validation[          , genome  5372] predictions:    6139/  10000 (61.39%), best:    6126/10000 (61.26%), error:     11814.72559, best error:     11798.54199 on epoch:    76, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 1324.9698486328s, input_fired_time: 11.9967927933, output_fired_time: 9.8255224228, propagate_forward_time: 482.1807250977, propagate_backward_time: 800.9086914063, weight_update_time: 1.3267222643, other_time: 20.0580444336
epoch time: 100.8267517090s, input_fired_time: 1.3848149776, output_fired_time: 0.0000000000, propagate_forward_time: 96.3283462524, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1135940552
validation[          , genome  5372] predictions:    6127/  10000 (61.27%), best:    6126/10000 (61.26%), error:     11916.84766, best error:     11798.54199 on epoch:    76, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 868.1319580078s, input_fired_time: 8.7739362717, output_fired_time: 6.3319149017, propagate_forward_time: 303.3740844727, propagate_backward_time: 538.9306640625, weight_update_time: 0.9169759750, other_time: 10.7213745117
epoch time: 63.7197952271s, input_fired_time: 1.0299384594, output_fired_time: 0.0000000000, propagate_forward_time: 60.7868499756, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9030075073
validation[          , genome  5372] predictions:    6119/  10000 (61.19%), best:    6126/10000 (61.26%), error:     11809.07813, best error:     11798.54199 on epoch:    76, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 945.4006347656s, input_fired_time: 9.1169424057, output_fired_time: 6.7860574722, propagate_forward_time: 335.4294738770, propagate_backward_time: 582.9635620117, weight_update_time: 0.9544851184, other_time: 11.1045532227
epoch time: 68.7050018311s, input_fired_time: 1.0737270117, output_fired_time: 0.0000000000, propagate_forward_time: 65.6571350098, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9741363525
validation[          , genome  5372] predictions:    6104/  10000 (61.04%), best:    6126/10000 (61.26%), error:     11975.72266, best error:     11798.54199 on epoch:    76, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 995.4232788086s, input_fired_time: 9.3384256363, output_fired_time: 7.0947580338, propagate_forward_time: 356.3832702637, propagate_backward_time: 611.2466430664, weight_update_time: 0.9775758386, other_time: 11.3601684570
epoch time: 76.3959579468s, input_fired_time: 1.1336236000, output_fired_time: 0.0000000000, propagate_forward_time: 73.2513122559, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0110244751
validation[          , genome  5372] predictions:    6184/  10000 (61.84%), best:    6184/10000 (61.84%), error:     11761.91699, best error:     11761.91699 on epoch:    82, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 1048.7923583984s, input_fired_time: 9.5853281021, output_fired_time: 7.4310235977, propagate_forward_time: 377.9332275391, propagate_backward_time: 642.1359252930, weight_update_time: 1.0089712143, other_time: 11.7068481445
epoch time: 74.4488906860s, input_fired_time: 1.1191219091, output_fired_time: 0.0000000000, propagate_forward_time: 71.2980728149, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0316925049
validation[          , genome  5372] predictions:    6057/  10000 (60.57%), best:    6184/10000 (61.84%), error:     12139.13867, best error:     11761.91699 on epoch:    82, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 966.6706542969s, input_fired_time: 9.1868410110, output_fired_time: 6.8752460480, propagate_forward_time: 343.8649291992, propagate_backward_time: 595.6059570313, weight_update_time: 0.9627637863, other_time: 11.1376953125
epoch time: 72.6693801880s, input_fired_time: 1.0992121696, output_fired_time: 0.0000000000, propagate_forward_time: 69.5986785889, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9714889526
validation[          , genome  5372] predictions:    6082/  10000 (60.82%), best:    6184/10000 (61.84%), error:     11930.82031, best error:     11761.91699 on epoch:    82, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 983.4502563477s, input_fired_time: 9.2884130478, output_fired_time: 7.0186562538, propagate_forward_time: 350.8882141113, propagate_backward_time: 604.9257812500, weight_update_time: 0.9750867486, other_time: 11.3292236328
epoch time: 79.7315597534s, input_fired_time: 1.1780303717, output_fired_time: 0.0000000000, propagate_forward_time: 76.4391250610, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1144027710
validation[          , genome  5372] predictions:    6091/  10000 (60.91%), best:    6184/10000 (61.84%), error:     11900.08496, best error:     11761.91699 on epoch:    82, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 1007.9413452148s, input_fired_time: 9.3998689651, output_fired_time: 7.1615967751, propagate_forward_time: 361.7240905762, propagate_backward_time: 618.2235717773, weight_update_time: 0.9867530465, other_time: 11.4321899414
epoch time: 71.7830352783s, input_fired_time: 1.1031955481, output_fired_time: 0.0000000000, propagate_forward_time: 68.6751098633, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0047302246
validation[          , genome  5372] predictions:    6132/  10000 (61.32%), best:    6132/10000 (61.32%), error:     11727.57910, best error:     11727.57910 on epoch:    86, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 950.0245971680s, input_fired_time: 9.1565704346, output_fired_time: 6.8288035393, propagate_forward_time: 336.9896240234, propagate_backward_time: 585.9061279297, weight_update_time: 0.9559152722, other_time: 11.1434936523
epoch time: 68.5290527344s, input_fired_time: 1.0679801702, output_fired_time: 0.0000000000, propagate_forward_time: 65.5307312012, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9303436279
validation[          , genome  5372] predictions:    6194/  10000 (61.94%), best:    6132/10000 (61.32%), error:     11829.37305, best error:     11727.57910 on epoch:    86, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 860.4147949219s, input_fired_time: 8.7582950592, output_fired_time: 6.2796549797, propagate_forward_time: 300.2480773926, propagate_backward_time: 534.4779052734, weight_update_time: 0.9106547832, other_time: 10.6508789063
epoch time: 62.9159660339s, input_fired_time: 1.0240000486, output_fired_time: 0.0000000000, propagate_forward_time: 60.0052757263, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8866920471
validation[          , genome  5372] predictions:    6135/  10000 (61.35%), best:    6132/10000 (61.32%), error:     11932.24609, best error:     11727.57910 on epoch:    86, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 912.9843750000s, input_fired_time: 8.9924488068, output_fired_time: 6.5995097160, propagate_forward_time: 321.7132263184, propagate_backward_time: 564.7171630859, weight_update_time: 0.9377189279, other_time: 10.9620361328
epoch time: 85.8296661377s, input_fired_time: 1.2095925808, output_fired_time: 0.0000000000, propagate_forward_time: 82.5211944580, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0988769531
validation[          , genome  5372] predictions:    6190/  10000 (61.90%), best:    6132/10000 (61.32%), error:     11737.84766, best error:     11727.57910 on epoch:    86, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 944.0175170898s, input_fired_time: 9.1015415192, output_fired_time: 6.7345499992, propagate_forward_time: 335.0573730469, propagate_backward_time: 582.1324462891, weight_update_time: 0.9529904723, other_time: 10.9915771484
epoch time: 83.7545318604s, input_fired_time: 1.1957955360, output_fired_time: 0.0000000000, propagate_forward_time: 80.4941940308, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0645446777
validation[          , genome  5372] predictions:    6183/  10000 (61.83%), best:    6132/10000 (61.32%), error:     11845.47949, best error:     11727.57910 on epoch:    86, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 952.6155395508s, input_fired_time: 9.1850166321, output_fired_time: 6.8538889885, propagate_forward_time: 338.2140808105, propagate_backward_time: 587.1679687500, weight_update_time: 0.9585070610, other_time: 11.1945800781
epoch time: 98.8279495239s, input_fired_time: 1.3153550625, output_fired_time: 0.0000000000, propagate_forward_time: 95.3101654053, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2024307251
validation[          , genome  5372] predictions:    6150/  10000 (61.50%), best:    6132/10000 (61.32%), error:     11791.64746, best error:     11727.57910 on epoch:    86, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 1030.4786376953s, input_fired_time: 9.5030899048, output_fired_time: 7.2727150917, propagate_forward_time: 370.8311462402, propagate_backward_time: 631.3682250977, weight_update_time: 0.9977446198, other_time: 11.5034790039
epoch time: 113.9585113525s, input_fired_time: 1.4361875057, output_fired_time: 0.0000000000, propagate_forward_time: 110.1772613525, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3450622559
validation[          , genome  5372] predictions:    6182/  10000 (61.82%), best:    6132/10000 (61.32%), error:     11750.13574, best error:     11727.57910 on epoch:    86, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 979.5500488281s, input_fired_time: 9.2849140167, output_fired_time: 6.9724850655, propagate_forward_time: 349.7485046387, propagate_backward_time: 602.2955932617, weight_update_time: 0.9703602791, other_time: 11.2485961914
epoch time: 86.4834976196s, input_fired_time: 1.2163583040, output_fired_time: 0.0000000000, propagate_forward_time: 83.1684417725, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0986938477
validation[          , genome  5372] predictions:    6119/  10000 (61.19%), best:    6132/10000 (61.32%), error:     12060.75781, best error:     11727.57910 on epoch:    86, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 884.1229248047s, input_fired_time: 8.8657712936, output_fired_time: 6.4085636139, propagate_forward_time: 310.5015869141, propagate_backward_time: 547.6230468750, weight_update_time: 0.9208602309, other_time: 10.7239379883
epoch time: 62.7912979126s, input_fired_time: 1.0305149555, output_fired_time: 0.0000000000, propagate_forward_time: 59.8848190308, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8759651184
validation[          , genome  5372] predictions:    6207/  10000 (62.07%), best:    6132/10000 (61.32%), error:     11770.33887, best error:     11727.57910 on epoch:    86, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 928.4755859375s, input_fired_time: 9.0542192459, output_fired_time: 6.6586146355, propagate_forward_time: 328.4266967773, propagate_backward_time: 573.3740234375, weight_update_time: 0.9429315329, other_time: 10.9620361328
epoch time: 78.3610153198s, input_fired_time: 1.1525378227, output_fired_time: 0.0000000000, propagate_forward_time: 75.1842956543, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0241851807
validation[          , genome  5372] predictions:    6162/  10000 (61.62%), best:    6132/10000 (61.32%), error:     11908.77051, best error:     11727.57910 on epoch:    86, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 936.9702758789s, input_fired_time: 9.0939321518, output_fired_time: 6.7152762413, propagate_forward_time: 332.0552368164, propagate_backward_time: 578.0858154297, weight_update_time: 0.9485432506, other_time: 11.0200195313
epoch time: 109.0213851929s, input_fired_time: 1.4411916733, output_fired_time: 0.0000000000, propagate_forward_time: 105.0729751587, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5072174072
validation[          , genome  5372] predictions:    6181/  10000 (61.81%), best:    6132/10000 (61.32%), error:     11827.94824, best error:     11727.57910 on epoch:    86, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 1047.3913574219s, input_fired_time: 9.5204677582, output_fired_time: 7.3165082932, propagate_forward_time: 378.3560180664, propagate_backward_time: 640.7290649414, weight_update_time: 1.0008245707, other_time: 11.4692382813
epoch time: 71.7271652222s, input_fired_time: 1.0956766605, output_fired_time: 0.0000000000, propagate_forward_time: 68.6921234131, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9393615723
validation[          , genome  5372] predictions:    6215/  10000 (62.15%), best:    6215/10000 (62.15%), error:     11696.86523, best error:     11696.86523 on epoch:    97, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 993.8760375977s, input_fired_time: 9.2831707001, output_fired_time: 7.0003452301, propagate_forward_time: 355.6015319824, propagate_backward_time: 610.8108520508, weight_update_time: 0.9740173221, other_time: 11.1801147461
epoch time: 82.7475891113s, input_fired_time: 1.1860060692, output_fired_time: 0.0000000000, propagate_forward_time: 79.5194549561, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0421295166
validation[          , genome  5372] predictions:    6227/  10000 (62.27%), best:    6215/10000 (62.15%), error:     11751.51367, best error:     11696.86523 on epoch:    97, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 1125.5146484375s, input_fired_time: 9.9094467163, output_fired_time: 7.8648543358, propagate_forward_time: 410.0660400391, propagate_backward_time: 685.6688842773, weight_update_time: 1.0423107147, other_time: 12.0054321289
epoch time: 103.4291915894s, input_fired_time: 1.3544616699, output_fired_time: 0.0000000000, propagate_forward_time: 99.8475112915, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2272186279
validation[          , genome  5372] predictions:    6225/  10000 (62.25%), best:    6215/10000 (62.15%), error:     11737.01953, best error:     11696.86523 on epoch:    97, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 1069.9418945313s, input_fired_time: 9.6242408752, output_fired_time: 7.4602861404, propagate_forward_time: 387.3299255371, propagate_backward_time: 653.9795532227, weight_update_time: 1.0106039047, other_time: 11.5477905273
epoch time: 87.0278549194s, input_fired_time: 1.2174886465, output_fired_time: 0.0000000000, propagate_forward_time: 83.7307128906, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0796508789
validation[          , genome  5372] predictions:    6190/  10000 (61.90%), best:    6215/10000 (62.15%), error:     11771.78027, best error:     11696.86523 on epoch:    97, 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: 420.8101501465s, input_fired_time: 6.0115699768, output_fired_time: 0.0000000000, propagate_forward_time: 404.3241882324, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.4743957520
best training[          , genome  5372] predictions:   40948/  50000 (81.90%), best:    6215/10000 (62.15%), error:     28368.03711, best error:     11696.86523 on epoch:    97, 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: 106.0019760132s, input_fired_time: 1.4036184549, output_fired_time: 0.0000000000, propagate_forward_time: 102.1905822754, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4077758789
   testing[          , genome  5372] predictions:    6215/  10000 (62.15%), best:    6215/10000 (62.15%), error:     11696.86523, best error:     11696.86523 on epoch:    97, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
06:56:06 (28096): called boinc_finish(0)

</stderr_txt>
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