Nameexact_genome_1512568488_41_6604_1
Workunit2604316
Created7 Dec 2017, 20:54:48 UTC
Sent7 Dec 2017, 20:59:07 UTC
Report deadline16 Dec 2017, 13:49:37 UTC
Received9 Dec 2017, 13:00:41 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID61123
Run time1 hours 58 min 56 sec
CPU time1 hours 57 min 29 sec
Validate stateValid
Credit2,175.44
Device peak FLOPS3.31 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34

Stderr output

<core_client_version>7.0.80</core_client_version>
<![CDATA[
<stderr_txt>
20219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 158.0510406494s, input_fired_time: 0.9662454724, output_fired_time: 0.6451413631, propagate_forward_time: 50.7326507568, propagate_backward_time: 101.4444580078, weight_update_time: 0.0628720894, other_time: 4.2625427246
epoch time: 10.0827074051s, input_fired_time: 0.1037738845, output_fired_time: 0.0000000000, propagate_forward_time: 9.7359313965, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2430019379
validation[          , genome  6604] predictions:    9698/  10000 (96.98%), best:    9698/10000 (96.98%), error:      1027.49512, best error:      1027.49512 on epoch:    21, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 157.4570465088s, input_fired_time: 0.9731360078, output_fired_time: 0.6465819478, propagate_forward_time: 55.5765953064, propagate_backward_time: 95.8888168335, weight_update_time: 0.0619409382, other_time: 4.3719253540
epoch time: 12.2545738220s, input_fired_time: 0.1040411964, output_fired_time: 0.0000000000, propagate_forward_time: 11.9159145355, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2346181870
validation[          , genome  6604] predictions:    9604/  10000 (96.04%), best:    9698/10000 (96.98%), error:      1270.47937, best error:      1027.49512 on epoch:    21, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 157.0346832275s, input_fired_time: 3.9230778217, output_fired_time: 6.6602668762, propagate_forward_time: 34.5277595520, propagate_backward_time: 107.6636962891, weight_update_time: 0.0617995448, other_time: 4.2598876953
epoch time: 10.1739330292s, input_fired_time: 0.1016289368, output_fired_time: 0.0000000000, propagate_forward_time: 7.7565202713, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3157835007
validation[          , genome  6604] predictions:    9675/  10000 (96.75%), best:    9698/10000 (96.98%), error:      1057.83545, best error:      1027.49512 on epoch:    21, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 168.8676452637s, input_fired_time: 1.0314426422, output_fired_time: 5.6328005791, propagate_forward_time: 46.6081886292, propagate_backward_time: 112.1241912842, weight_update_time: 0.0668835118, other_time: 3.4710235596
epoch time: 9.3843078613s, input_fired_time: 0.1134227291, output_fired_time: 0.0000000000, propagate_forward_time: 9.0067300797, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2641553879
validation[          , genome  6604] predictions:    9659/  10000 (96.59%), best:    9698/10000 (96.98%), error:      1119.52722, best error:      1027.49512 on epoch:    21, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 171.1885986328s, input_fired_time: 3.1239888668, output_fired_time: 4.6380758286, propagate_forward_time: 42.0560684204, propagate_backward_time: 116.9448242188, weight_update_time: 0.0715761855, other_time: 4.4256362915
epoch time: 10.4077272415s, input_fired_time: 0.1132981330, output_fired_time: 0.0000000000, propagate_forward_time: 10.0320444107, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2623844147
validation[          , genome  6604] predictions:    9670/  10000 (96.70%), best:    9698/10000 (96.98%), error:      1049.94604, best error:      1027.49512 on epoch:    21, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 170.8956146240s, input_fired_time: 3.0693223476, output_fired_time: 0.7112082243, propagate_forward_time: 47.9046554565, propagate_backward_time: 116.6808090210, weight_update_time: 0.0698042735, other_time: 2.5296173096
epoch time: 12.3970766068s, input_fired_time: 0.1107097864, output_fired_time: 0.0000000000, propagate_forward_time: 12.0221662521, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2642002106
validation[          , genome  6604] predictions:    9709/  10000 (97.09%), best:    9709/10000 (97.09%), error:       966.46759, best error:       966.46759 on epoch:    26, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 173.1730499268s, input_fired_time: 5.0756635666, output_fired_time: 2.7459480762, propagate_forward_time: 59.1658096313, propagate_backward_time: 104.6741256714, weight_update_time: 0.0707307234, other_time: 1.5115051270
epoch time: 12.1533317566s, input_fired_time: 0.1364333928, output_fired_time: 0.0000000000, propagate_forward_time: 10.6940469742, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3228511810
validation[          , genome  6604] predictions:    9656/  10000 (96.56%), best:    9709/10000 (97.09%), error:      1133.03601, best error:       966.46759 on epoch:    26, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 174.7124633789s, input_fired_time: 5.1130652428, output_fired_time: 2.7471792698, propagate_forward_time: 49.2292633057, propagate_backward_time: 111.1701736450, weight_update_time: 2.0773642063, other_time: 6.4527816772
epoch time: 10.1742372513s, input_fired_time: 1.1103231907, output_fired_time: 0.0000000000, propagate_forward_time: 7.8186678886, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2452464104
validation[          , genome  6604] predictions:    9673/  10000 (96.73%), best:    9709/10000 (97.09%), error:      1060.10791, best error:       966.46759 on epoch:    26, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 170.3758239746s, input_fired_time: 4.0751380920, output_fired_time: 0.7198253870, propagate_forward_time: 41.9166641235, propagate_backward_time: 121.2010498047, weight_update_time: 0.0691239461, other_time: 2.4631576538
epoch time: 12.3414678574s, input_fired_time: 0.1156574190, output_fired_time: 0.0000000000, propagate_forward_time: 11.9575538635, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2682561874
validation[          , genome  6604] predictions:    9683/  10000 (96.83%), best:    9709/10000 (97.09%), error:       999.56909, best error:       966.46759 on epoch:    26, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 171.8453979492s, input_fired_time: 2.0799210072, output_fired_time: 0.7076505423, propagate_forward_time: 50.0298995972, propagate_backward_time: 113.5218353271, weight_update_time: 0.0703104585, other_time: 5.5060806274
epoch time: 10.3377838135s, input_fired_time: 0.1092427894, output_fired_time: 0.0000000000, propagate_forward_time: 8.9669981003, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2615432739
validation[          , genome  6604] predictions:    9689/  10000 (96.89%), best:    9709/10000 (97.09%), error:      1017.45575, best error:       966.46759 on epoch:    26, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 170.8973693848s, input_fired_time: 3.0588815212, output_fired_time: 2.6720647812, propagate_forward_time: 53.8352088928, propagate_backward_time: 108.8529663086, weight_update_time: 0.0681925043, other_time: 2.4782562256
epoch time: 12.1221799850s, input_fired_time: 0.1025461778, output_fired_time: 0.0000000000, propagate_forward_time: 11.7829027176, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2367315292
validation[          , genome  6604] predictions:    9649/  10000 (96.49%), best:    9709/10000 (97.09%), error:      1144.78674, best error:       966.46759 on epoch:    26, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 167.2894744873s, input_fired_time: 1.0348358154, output_fired_time: 0.7003039122, propagate_forward_time: 58.5265655518, propagate_backward_time: 105.5854568481, weight_update_time: 0.0733244866, other_time: 1.4423141479
epoch time: 10.4165048599s, input_fired_time: 0.1187171489, output_fired_time: 0.0000000000, propagate_forward_time: 9.0201244354, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2776632309
validation[          , genome  6604] predictions:    9669/  10000 (96.69%), best:    9709/10000 (97.09%), error:      1057.91150, best error:       966.46759 on epoch:    26, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 179.6351165771s, input_fired_time: 3.1273436546, output_fired_time: 0.7660415173, propagate_forward_time: 53.7647209167, propagate_backward_time: 118.3876266479, weight_update_time: 0.0727619901, other_time: 3.5893783569
epoch time: 10.5502490997s, input_fired_time: 0.1290209740, output_fired_time: 0.0000000000, propagate_forward_time: 10.1330814362, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2881469727
validation[          , genome  6604] predictions:    9659/  10000 (96.59%), best:    9709/10000 (97.09%), error:      1116.61816, best error:       966.46759 on epoch:    26, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 175.2488403320s, input_fired_time: 3.0823345184, output_fired_time: 2.7315683365, propagate_forward_time: 48.3653678894, propagate_backward_time: 118.5549621582, weight_update_time: 0.0704606324, other_time: 2.5146026611
epoch time: 12.8685073853s, input_fired_time: 0.1436119527, output_fired_time: 0.0000000000, propagate_forward_time: 12.4323825836, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2925128937
validation[          , genome  6604] predictions:    9681/  10000 (96.81%), best:    9709/10000 (97.09%), error:       999.75238, best error:       966.46759 on epoch:    26, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 176.5572967529s, input_fired_time: 2.1136491299, output_fired_time: 1.7547166348, propagate_forward_time: 55.3447952271, propagate_backward_time: 111.8598556519, weight_update_time: 0.0778208375, other_time: 5.4842834473
epoch time: 10.5982437134s, input_fired_time: 2.1338772774, output_fired_time: 0.0000000000, propagate_forward_time: 8.1756153107, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2887516022
validation[          , genome  6604] predictions:    9726/  10000 (97.26%), best:    9726/10000 (97.26%), error:       926.54980, best error:       926.54980 on epoch:    35, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 177.4669494629s, input_fired_time: 1.1759504080, output_fired_time: 1.7821440697, propagate_forward_time: 58.7686576843, propagate_backward_time: 110.1076736450, weight_update_time: 0.0798074231, other_time: 5.6325149536
epoch time: 10.4919328690s, input_fired_time: 0.1224844605, output_fired_time: 0.0000000000, propagate_forward_time: 10.0778656006, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2915830612
validation[          , genome  6604] predictions:    9707/  10000 (97.07%), best:    9726/10000 (97.26%), error:       990.14752, best error:       926.54980 on epoch:    35, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 180.7541809082s, input_fired_time: 6.1720867157, output_fired_time: 1.7920157909, propagate_forward_time: 69.1093673706, propagate_backward_time: 101.0359954834, weight_update_time: 0.0855986476, other_time: 2.6447067261
epoch time: 11.3052749634s, input_fired_time: 0.1101910174, output_fired_time: 0.0000000000, propagate_forward_time: 8.9276399612, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2674436569
validation[          , genome  6604] predictions:    9645/  10000 (96.45%), best:    9726/10000 (97.26%), error:      1142.06519, best error:       926.54980 on epoch:    35, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 171.2012786865s, input_fired_time: 1.0739233494, output_fired_time: 0.7482678890, propagate_forward_time: 57.9958992004, propagate_backward_time: 104.9002151489, weight_update_time: 0.0699356794, other_time: 6.4829788208
epoch time: 10.1820201874s, input_fired_time: 0.1108084396, output_fired_time: 0.0000000000, propagate_forward_time: 9.8230409622, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2481708527
validation[          , genome  6604] predictions:    9695/  10000 (96.95%), best:    9726/10000 (97.26%), error:       987.73981, best error:       926.54980 on epoch:    35, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 175.2505798340s, input_fired_time: 7.1847133636, output_fired_time: 0.7731178999, propagate_forward_time: 50.6180496216, propagate_backward_time: 108.1065979004, weight_update_time: 1.1130576134, other_time: 8.5681076050
epoch time: 10.2953681946s, input_fired_time: 0.1135961339, output_fired_time: 0.0000000000, propagate_forward_time: 9.9136896133, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2680826187
validation[          , genome  6604] predictions:    9706/  10000 (97.06%), best:    9726/10000 (97.26%), error:       929.70654, best error:       926.54980 on epoch:    35, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 181.1171569824s, input_fired_time: 5.0183296204, output_fired_time: 1.7184003592, propagate_forward_time: 66.1639099121, propagate_backward_time: 106.7343902588, weight_update_time: 0.0705105364, other_time: 1.4821319580
epoch time: 10.1436347961s, input_fired_time: 0.1086457670, output_fired_time: 0.0000000000, propagate_forward_time: 9.7951307297, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2398586273
validation[          , genome  6604] predictions:    9682/  10000 (96.82%), best:    9726/10000 (97.26%), error:       999.97540, best error:       926.54980 on epoch:    35, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 184.0987854004s, input_fired_time: 1.0236272812, output_fired_time: 0.6751788259, propagate_forward_time: 39.6244583130, propagate_backward_time: 117.2860565186, weight_update_time: 2.0150883198, other_time: 25.4894561768
epoch time: 10.0448427200s, input_fired_time: 2.1503300667, output_fired_time: 0.0000000000, propagate_forward_time: 7.6497192383, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2447934151
validation[          , genome  6604] predictions:    9685/  10000 (96.85%), best:    9726/10000 (97.26%), error:      1008.26624, best error:       926.54980 on epoch:    35, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 167.8819732666s, input_fired_time: 1.0233366489, output_fired_time: 4.7025580406, propagate_forward_time: 48.2830848694, propagate_backward_time: 108.4761581421, weight_update_time: 0.0657181367, other_time: 5.3968429565
epoch time: 10.2277898788s, input_fired_time: 0.1104019135, output_fired_time: 0.0000000000, propagate_forward_time: 9.8710145950, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2463731766
validation[          , genome  6604] predictions:    9677/  10000 (96.77%), best:    9726/10000 (97.26%), error:      1070.00098, best error:       926.54980 on epoch:    35, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 162.9145355225s, input_fired_time: 0.9999549985, output_fired_time: 0.6627209783, propagate_forward_time: 37.1036834717, propagate_backward_time: 117.7840118408, weight_update_time: 1.1418607235, other_time: 6.3641662598
epoch time: 10.1999969482s, input_fired_time: 1.0804655552, output_fired_time: 0.0000000000, propagate_forward_time: 8.8776903152, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2418413162
validation[          , genome  6604] predictions:    9690/  10000 (96.90%), best:    9726/10000 (97.26%), error:       988.47571, best error:       926.54980 on epoch:    35, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 163.1458435059s, input_fired_time: 1.0061999559, output_fired_time: 2.6948044300, propagate_forward_time: 62.7006988525, propagate_backward_time: 94.4221038818, weight_update_time: 0.0644268692, other_time: 2.3220367432
epoch time: 10.0889015198s, input_fired_time: 0.1052167043, output_fired_time: 0.0000000000, propagate_forward_time: 8.6407976151, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3428869247
validation[          , genome  6604] predictions:    9632/  10000 (96.32%), best:    9726/10000 (97.26%), error:      1125.12000, best error:       926.54980 on epoch:    35, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 161.3870697021s, input_fired_time: 0.9975512624, output_fired_time: 0.6573583484, propagate_forward_time: 50.0846366882, propagate_backward_time: 108.3075714111, weight_update_time: 0.0634619445, other_time: 1.3399353027
epoch time: 12.1936597824s, input_fired_time: 2.1263544559, output_fired_time: 0.0000000000, propagate_forward_time: 9.8272199631, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2400856018
validation[          , genome  6604] predictions:    9669/  10000 (96.69%), best:    9726/10000 (97.26%), error:      1053.54187, best error:       926.54980 on epoch:    35, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 163.3494873047s, input_fired_time: 1.0346421003, output_fired_time: 0.6676661372, propagate_forward_time: 56.2712898254, propagate_backward_time: 103.9813308716, weight_update_time: 0.0647249222, other_time: 1.3945693970
epoch time: 10.2074823380s, input_fired_time: 0.1079296470, output_fired_time: 0.0000000000, propagate_forward_time: 9.8576297760, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2419233322
validation[          , genome  6604] predictions:    9715/  10000 (97.15%), best:    9726/10000 (97.26%), error:       944.27155, best error:       926.54980 on epoch:    35, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 163.8827514648s, input_fired_time: 1.0055874586, output_fired_time: 1.6390206814, propagate_forward_time: 51.3051528931, propagate_backward_time: 108.5947647095, weight_update_time: 0.0636755824, other_time: 1.3382263184
epoch time: 10.1997575760s, input_fired_time: 0.1111030281, output_fired_time: 0.0000000000, propagate_forward_time: 9.8337049484, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2549495697
validation[          , genome  6604] predictions:    9667/  10000 (96.67%), best:    9726/10000 (97.26%), error:      1062.61462, best error:       926.54980 on epoch:    35, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 160.7476196289s, input_fired_time: 2.9612812996, output_fired_time: 0.6547720432, propagate_forward_time: 61.0113372803, propagate_backward_time: 92.8339080811, weight_update_time: 0.0634413883, other_time: 3.2863159180
epoch time: 10.0722656250s, input_fired_time: 0.1062503159, output_fired_time: 0.0000000000, propagate_forward_time: 9.7229766846, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2430381775
validation[          , genome  6604] predictions:    9617/  10000 (96.17%), best:    9726/10000 (97.26%), error:      1231.33691, best error:       926.54980 on epoch:    35, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 166.0337982178s, input_fired_time: 1.0468878746, output_fired_time: 2.6243741512, propagate_forward_time: 35.4982833862, propagate_backward_time: 123.5157165527, weight_update_time: 0.0657417029, other_time: 3.3485336304
epoch time: 10.3541879654s, input_fired_time: 0.1176044345, output_fired_time: 0.0000000000, propagate_forward_time: 9.9783143997, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2582693100
validation[          , genome  6604] predictions:    9656/  10000 (96.56%), best:    9726/10000 (97.26%), error:      1154.61169, best error:       926.54980 on epoch:    35, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 166.0270996094s, input_fired_time: 1.0322711468, output_fired_time: 0.6744511127, propagate_forward_time: 44.4287452698, propagate_backward_time: 118.4867858887, weight_update_time: 0.0653142780, other_time: 1.4048461914
epoch time: 10.1155767441s, input_fired_time: 0.1100442484, output_fired_time: 0.0000000000, propagate_forward_time: 9.7683591843, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2371730804
validation[          , genome  6604] predictions:    9699/  10000 (96.99%), best:    9726/10000 (97.26%), error:       965.57758, best error:       926.54980 on epoch:    35, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 163.0879974365s, input_fired_time: 4.0203080177, output_fired_time: 2.5998671055, propagate_forward_time: 49.3862152100, propagate_backward_time: 105.7238922119, weight_update_time: 0.0641961023, other_time: 1.3577117920
epoch time: 10.2141008377s, input_fired_time: 0.1094939783, output_fired_time: 0.0000000000, propagate_forward_time: 9.8595628738, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2450437546
validation[          , genome  6604] predictions:    9709/  10000 (97.09%), best:    9726/10000 (97.26%), error:       944.78308, best error:       926.54980 on epoch:    35, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 165.8546142578s, input_fired_time: 2.9639892578, output_fired_time: 0.7527350783, propagate_forward_time: 60.5750236511, propagate_backward_time: 95.0980834961, weight_update_time: 0.0680521354, other_time: 6.4647827148
epoch time: 10.3551626205s, input_fired_time: 0.1107091159, output_fired_time: 0.0000000000, propagate_forward_time: 10.0010499954, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2434034348
validation[          , genome  6604] predictions:    9671/  10000 (96.71%), best:    9726/10000 (97.26%), error:      1055.52478, best error:       926.54980 on epoch:    35, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 164.3318176270s, input_fired_time: 2.9831590652, output_fired_time: 0.6788595319, propagate_forward_time: 49.0809936523, propagate_backward_time: 107.1914138794, weight_update_time: 0.0653212145, other_time: 4.3973922729
epoch time: 11.2102813721s, input_fired_time: 0.1069336757, output_fired_time: 0.0000000000, propagate_forward_time: 10.8602552414, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2430925369
validation[          , genome  6604] predictions:    9696/  10000 (96.96%), best:    9726/10000 (97.26%), error:       945.59753, best error:       926.54980 on epoch:    35, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 161.5066070557s, input_fired_time: 1.9769560099, output_fired_time: 4.6843118668, propagate_forward_time: 47.1024169922, propagate_backward_time: 106.3867492676, weight_update_time: 0.0669138208, other_time: 1.3561706543
epoch time: 10.2289762497s, input_fired_time: 1.0832804441, output_fired_time: 0.0000000000, propagate_forward_time: 8.8950595856, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2506361008
validation[          , genome  6604] predictions:    9649/  10000 (96.49%), best:    9726/10000 (97.26%), error:      1128.36951, best error:       926.54980 on epoch:    35, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 163.3039550781s, input_fired_time: 1.0105173588, output_fired_time: 4.6907653809, propagate_forward_time: 35.9976539612, propagate_backward_time: 115.3647079468, weight_update_time: 0.0653829500, other_time: 6.2403182983
epoch time: 10.1255693436s, input_fired_time: 0.1096076369, output_fired_time: 0.0000000000, propagate_forward_time: 9.7815408707, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2344207764
validation[          , genome  6604] predictions:    9654/  10000 (96.54%), best:    9726/10000 (97.26%), error:      1155.32776, best error:       926.54980 on epoch:    35, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 166.4257659912s, input_fired_time: 3.0223968029, output_fired_time: 0.6832219958, propagate_forward_time: 42.2769203186, propagate_backward_time: 116.8832473755, weight_update_time: 0.0647491217, other_time: 3.5599746704
epoch time: 12.9307117462s, input_fired_time: 0.1291318983, output_fired_time: 0.0000000000, propagate_forward_time: 10.4447450638, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3568344116
validation[          , genome  6604] predictions:    9684/  10000 (96.84%), best:    9726/10000 (97.26%), error:      1021.95306, best error:       926.54980 on epoch:    35, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 167.2134552002s, input_fired_time: 1.9912219048, output_fired_time: 0.6779829264, propagate_forward_time: 51.5659103394, propagate_backward_time: 108.5195846558, weight_update_time: 0.0659201965, other_time: 4.4587554932
epoch time: 10.1061801910s, input_fired_time: 0.1092994437, output_fired_time: 0.0000000000, propagate_forward_time: 9.7614269257, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2354536057
validation[          , genome  6604] predictions:    9732/  10000 (97.32%), best:    9732/10000 (97.32%), error:       911.23450, best error:       911.23450 on epoch:    57, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 161.6567993164s, input_fired_time: 1.9957963228, output_fired_time: 0.6758117676, propagate_forward_time: 46.0288581848, propagate_backward_time: 108.6235580444, weight_update_time: 0.0664649233, other_time: 4.3327713013
epoch time: 12.1036882401s, input_fired_time: 2.0725517273, output_fired_time: 0.0000000000, propagate_forward_time: 9.7936525345, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2374839783
validation[          , genome  6604] predictions:    9560/  10000 (95.60%), best:    9732/10000 (97.32%), error:      1422.09021, best error:       911.23450 on epoch:    57, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 163.5873107910s, input_fired_time: 2.1018078327, output_fired_time: 1.6387573481, propagate_forward_time: 52.4316711426, propagate_backward_time: 105.0457611084, weight_update_time: 0.0645129383, other_time: 2.3693084717
epoch time: 10.1031732559s, input_fired_time: 0.1093261018, output_fired_time: 0.0000000000, propagate_forward_time: 9.7511653900, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2426815033
validation[          , genome  6604] predictions:    9693/  10000 (96.93%), best:    9732/10000 (97.32%), error:       993.00055, best error:       911.23450 on epoch:    57, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 164.0980529785s, input_fired_time: 6.0739068985, output_fired_time: 0.6587122679, propagate_forward_time: 50.5250892639, propagate_backward_time: 104.5039825439, weight_update_time: 0.0649771392, other_time: 2.3363647461
epoch time: 11.2572536469s, input_fired_time: 0.1111040637, output_fired_time: 0.0000000000, propagate_forward_time: 10.9012632370, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2448863983
validation[          , genome  6604] predictions:    9728/  10000 (97.28%), best:    9732/10000 (97.32%), error:       939.79138, best error:       911.23450 on epoch:    57, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 161.4809570313s, input_fired_time: 1.0082157850, output_fired_time: 0.6615052819, propagate_forward_time: 42.8463058472, propagate_backward_time: 113.6344299316, weight_update_time: 0.0640800521, other_time: 3.3305130005
epoch time: 12.3436470032s, input_fired_time: 0.1092032045, output_fired_time: 0.0000000000, propagate_forward_time: 11.9928979874, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2415456772
validation[          , genome  6604] predictions:    9693/  10000 (96.93%), best:    9732/10000 (97.32%), error:      1009.22003, best error:       911.23450 on epoch:    57, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 161.8058166504s, input_fired_time: 2.9612147808, output_fired_time: 0.6651785970, propagate_forward_time: 45.9830589294, propagate_backward_time: 108.7725524902, weight_update_time: 0.0638230890, other_time: 3.4238128662
epoch time: 10.2887506485s, input_fired_time: 0.1069657430, output_fired_time: 0.0000000000, propagate_forward_time: 7.9853563309, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1964282990
validation[          , genome  6604] predictions:    9677/  10000 (96.77%), best:    9732/10000 (97.32%), error:      1061.21436, best error:       911.23450 on epoch:    57, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 164.0324707031s, input_fired_time: 5.0252141953, output_fired_time: 2.7365615368, propagate_forward_time: 57.4967498779, propagate_backward_time: 96.3601150513, weight_update_time: 0.0633800253, other_time: 2.4138412476
epoch time: 10.1017189026s, input_fired_time: 0.1081125960, output_fired_time: 0.0000000000, propagate_forward_time: 9.7578954697, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2357110977
validation[          , genome  6604] predictions:    9535/  10000 (95.35%), best:    9732/10000 (97.32%), error:      1528.22302, best error:       911.23450 on epoch:    57, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 162.6930999756s, input_fired_time: 1.0051649809, output_fired_time: 0.6585530639, propagate_forward_time: 40.9732017517, propagate_backward_time: 115.5544967651, weight_update_time: 1.1375008821, other_time: 4.5016860962
epoch time: 10.1108179092s, input_fired_time: 0.1107695177, output_fired_time: 0.0000000000, propagate_forward_time: 9.7613859177, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2386627197
validation[          , genome  6604] predictions:    9641/  10000 (96.41%), best:    9732/10000 (97.32%), error:      1139.25562, best error:       911.23450 on epoch:    57, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 169.4357147217s, input_fired_time: 2.3321197033, output_fired_time: 0.6721681952, propagate_forward_time: 53.7555961609, propagate_backward_time: 109.2258300781, weight_update_time: 0.0650945455, other_time: 3.4499969482
epoch time: 11.6909503937s, input_fired_time: 0.1197834462, output_fired_time: 0.0000000000, propagate_forward_time: 11.3055353165, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2656316757
validation[          , genome  6604] predictions:    9711/  10000 (97.11%), best:    9732/10000 (97.32%), error:       993.69861, best error:       911.23450 on epoch:    57, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 184.6903839111s, input_fired_time: 5.1784110069, output_fired_time: 1.7197501659, propagate_forward_time: 44.4133758545, propagate_backward_time: 127.7822418213, weight_update_time: 0.0743736699, other_time: 5.5966033936
epoch time: 10.3796939850s, input_fired_time: 0.1089246497, output_fired_time: 0.0000000000, propagate_forward_time: 10.0228786469, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2478904724
validation[          , genome  6604] predictions:    9694/  10000 (96.94%), best:    9732/10000 (97.32%), error:      1008.37946, best error:       911.23450 on epoch:    57, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 165.6567382813s, input_fired_time: 1.0202379227, output_fired_time: 2.7180926800, propagate_forward_time: 50.4752540588, propagate_backward_time: 108.1126403809, weight_update_time: 0.0661520064, other_time: 3.3305206299
epoch time: 10.1859769821s, input_fired_time: 0.1074559018, output_fired_time: 0.0000000000, propagate_forward_time: 9.8385839462, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2399368286
validation[          , genome  6604] predictions:    9709/  10000 (97.09%), best:    9732/10000 (97.32%), error:       922.47205, best error:       911.23450 on epoch:    57, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 165.6094970703s, input_fired_time: 6.8992667198, output_fired_time: 2.6122164726, propagate_forward_time: 44.5101165771, propagate_backward_time: 107.3306121826, weight_update_time: 0.0637360364, other_time: 4.2572937012
epoch time: 10.5454216003s, input_fired_time: 0.1140459925, output_fired_time: 0.0000000000, propagate_forward_time: 6.2801747322, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.1512007713
validation[          , genome  6604] predictions:    9712/  10000 (97.12%), best:    9732/10000 (97.32%), error:       936.90204, best error:       911.23450 on epoch:    57, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 164.2246093750s, input_fired_time: 1.0098165274, output_fired_time: 2.6910448074, propagate_forward_time: 53.3936653137, propagate_backward_time: 104.7890930176, weight_update_time: 0.0649893656, other_time: 2.3410034180
epoch time: 10.1179904938s, input_fired_time: 0.1082033888, output_fired_time: 0.0000000000, propagate_forward_time: 9.7727622986, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2370252609
validation[          , genome  6604] predictions:    9702/  10000 (97.02%), best:    9732/10000 (97.32%), error:      1029.19055, best error:       911.23450 on epoch:    57, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 163.0620269775s, input_fired_time: 1.0114281178, output_fired_time: 0.6613503695, propagate_forward_time: 39.9500007629, propagate_backward_time: 117.0321426392, weight_update_time: 0.0641138330, other_time: 4.4071121216
epoch time: 10.1175413132s, input_fired_time: 2.0563313961, output_fired_time: 0.0000000000, propagate_forward_time: 7.8254117966, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2357978821
validation[          , genome  6604] predictions:    9723/  10000 (97.23%), best:    9732/10000 (97.32%), error:       911.33875, best error:       911.23450 on epoch:    57, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 163.7662506104s, input_fired_time: 1.0166459084, output_fired_time: 1.6461596489, propagate_forward_time: 50.9999847412, propagate_backward_time: 107.7853851318, weight_update_time: 0.0639995188, other_time: 2.3180694580
epoch time: 10.1189203262s, input_fired_time: 0.1067527458, output_fired_time: 0.0000000000, propagate_forward_time: 7.7271132469, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2850546837
validation[          , genome  6604] predictions:    9700/  10000 (97.00%), best:    9732/10000 (97.32%), error:      1027.03223, best error:       911.23450 on epoch:    57, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 163.0227203369s, input_fired_time: 1.0056781769, output_fired_time: 2.5832691193, propagate_forward_time: 39.2351074219, propagate_backward_time: 116.8891754150, weight_update_time: 0.0640493482, other_time: 3.3094940186
epoch time: 10.0864019394s, input_fired_time: 0.1088962853, output_fired_time: 0.0000000000, propagate_forward_time: 9.7393684387, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2381372452
validation[          , genome  6604] predictions:    9712/  10000 (97.12%), best:    9732/10000 (97.32%), error:       982.12244, best error:       911.23450 on epoch:    57, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 161.4623260498s, input_fired_time: 1.0137580633, output_fired_time: 0.6582261324, propagate_forward_time: 55.8780250549, propagate_backward_time: 99.4354553223, weight_update_time: 0.0642763227, other_time: 4.4768524170
epoch time: 10.2072916031s, input_fired_time: 1.1950204372, output_fired_time: 0.0000000000, propagate_forward_time: 8.7751054764, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2371654510
validation[          , genome  6604] predictions:    9593/  10000 (95.93%), best:    9732/10000 (97.32%), error:      1315.98547, best error:       911.23450 on epoch:    57, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 162.2624816895s, input_fired_time: 1.0065572262, output_fired_time: 0.6605962515, propagate_forward_time: 50.9651412964, propagate_backward_time: 107.3135986328, weight_update_time: 0.0635332912, other_time: 2.3165817261
epoch time: 10.1304082870s, input_fired_time: 0.1090011373, output_fired_time: 0.0000000000, propagate_forward_time: 9.7806978226, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2407093048
validation[          , genome  6604] predictions:    9704/  10000 (97.04%), best:    9732/10000 (97.32%), error:       965.76331, best error:       911.23450 on epoch:    57, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 155.9989776611s, input_fired_time: 2.9734518528, output_fired_time: 1.6367636919, propagate_forward_time: 46.9168281555, propagate_backward_time: 99.1903228760, weight_update_time: 0.0646459982, other_time: 5.2816162109
epoch time: 10.2947759628s, input_fired_time: 0.1095461622, output_fired_time: 0.0000000000, propagate_forward_time: 8.8432579041, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3419723511
validation[          , genome  6604] predictions:    9617/  10000 (96.17%), best:    9732/10000 (97.32%), error:      1214.83594, best error:       911.23450 on epoch:    57, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 160.9093933105s, input_fired_time: 1.0043128729, output_fired_time: 3.5993299484, propagate_forward_time: 36.8175468445, propagate_backward_time: 116.0687103271, weight_update_time: 0.0646022931, other_time: 3.4194793701
epoch time: 10.1092138290s, input_fired_time: 0.1095652878, output_fired_time: 0.0000000000, propagate_forward_time: 7.8036451340, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1960029602
validation[          , genome  6604] predictions:    9656/  10000 (96.56%), best:    9732/10000 (97.32%), error:      1136.78516, best error:       911.23450 on epoch:    57, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 163.7933044434s, input_fired_time: 2.9720690250, output_fired_time: 2.6154537201, propagate_forward_time: 51.2817611694, propagate_backward_time: 104.5984039307, weight_update_time: 0.0636786446, other_time: 2.3256149292
epoch time: 10.2987632751s, input_fired_time: 2.1363749504, output_fired_time: 0.0000000000, propagate_forward_time: 7.9265584946, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2358293533
validation[          , genome  6604] predictions:    9694/  10000 (96.94%), best:    9732/10000 (97.32%), error:      1017.76984, best error:       911.23450 on epoch:    57, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 165.6172637939s, input_fired_time: 2.1025705338, output_fired_time: 0.6559150219, propagate_forward_time: 49.0699424744, propagate_backward_time: 110.2949600220, weight_update_time: 0.0635715425, other_time: 3.4938735962
epoch time: 10.1480951309s, input_fired_time: 0.1103746146, output_fired_time: 0.0000000000, propagate_forward_time: 9.7988853455, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2388353348
validation[          , genome  6604] predictions:    9727/  10000 (97.27%), best:    9732/10000 (97.32%), error:       936.85852, best error:       911.23450 on epoch:    57, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 165.5275268555s, input_fired_time: 1.0207611322, output_fired_time: 3.6985471249, propagate_forward_time: 45.2634887695, propagate_backward_time: 110.2578125000, weight_update_time: 0.0645285547, other_time: 5.2869110107
epoch time: 10.1997871399s, input_fired_time: 0.1081160232, output_fired_time: 0.0000000000, propagate_forward_time: 7.8963003159, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1953706741
validation[          , genome  6604] predictions:    9692/  10000 (96.92%), best:    9732/10000 (97.32%), error:       972.57593, best error:       911.23450 on epoch:    57, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 161.1346130371s, input_fired_time: 6.0086035728, output_fired_time: 0.6630555391, propagate_forward_time: 40.1233749390, propagate_backward_time: 108.8401718140, weight_update_time: 0.0637128279, other_time: 5.4994049072
epoch time: 9.3296699524s, input_fired_time: 0.1077968702, output_fired_time: 0.0000000000, propagate_forward_time: 8.9854240417, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2364492416
validation[          , genome  6604] predictions:    9676/  10000 (96.76%), best:    9732/10000 (97.32%), error:      1050.04517, best error:       911.23450 on epoch:    57, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 164.0596313477s, input_fired_time: 1.0133069754, output_fired_time: 1.7468228340, propagate_forward_time: 45.2466125488, propagate_backward_time: 114.6825637817, weight_update_time: 0.0642995462, other_time: 1.3703231812
epoch time: 10.1981039047s, input_fired_time: 0.1078197584, output_fired_time: 0.0000000000, propagate_forward_time: 8.8624734879, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2278108597
validation[          , genome  6604] predictions:    9672/  10000 (96.72%), best:    9732/10000 (97.32%), error:      1103.30115, best error:       911.23450 on epoch:    57, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 161.2807617188s, input_fired_time: 1.0056487322, output_fired_time: 0.6620438695, propagate_forward_time: 52.6900787354, propagate_backward_time: 102.5348663330, weight_update_time: 0.0640797615, other_time: 4.3881225586
epoch time: 10.1845912933s, input_fired_time: 0.1089884788, output_fired_time: 0.0000000000, propagate_forward_time: 9.8380107880, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2375917435
validation[          , genome  6604] predictions:    9710/  10000 (97.10%), best:    9732/10000 (97.32%), error:       946.44348, best error:       911.23450 on epoch:    57, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 163.9155426025s, input_fired_time: 1.9985468388, output_fired_time: 0.6619958878, propagate_forward_time: 48.2366638184, propagate_backward_time: 109.6074371338, weight_update_time: 0.0645729750, other_time: 3.4108886719
epoch time: 10.2988319397s, input_fired_time: 0.1095195562, output_fired_time: 0.0000000000, propagate_forward_time: 9.9526252747, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2366867065
validation[          , genome  6604] predictions:    9702/  10000 (97.02%), best:    9732/10000 (97.32%), error:       952.11670, best error:       911.23450 on epoch:    57, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 161.2002258301s, input_fired_time: 3.0517270565, output_fired_time: 2.7208018303, propagate_forward_time: 49.8719863892, propagate_backward_time: 100.2865753174, weight_update_time: 0.0638445541, other_time: 5.2691421509
epoch time: 10.1208076477s, input_fired_time: 0.1083682999, output_fired_time: 0.0000000000, propagate_forward_time: 9.7737751007, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2386646271
validation[          , genome  6604] predictions:    9723/  10000 (97.23%), best:    9732/10000 (97.32%), error:       938.21161, best error:       911.23450 on epoch:    57, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 162.9793548584s, input_fired_time: 1.0097919703, output_fired_time: 0.6594490409, propagate_forward_time: 52.1035766602, propagate_backward_time: 106.8018722534, weight_update_time: 0.0640080497, other_time: 2.4046554565
epoch time: 10.3200302124s, input_fired_time: 0.1088174731, output_fired_time: 0.0000000000, propagate_forward_time: 9.9731302261, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2380828857
validation[          , genome  6604] predictions:    9682/  10000 (96.82%), best:    9732/10000 (97.32%), error:      1017.42114, best error:       911.23450 on epoch:    57, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 163.9755096436s, input_fired_time: 3.0594584942, output_fired_time: 2.6042428017, propagate_forward_time: 38.9886779785, propagate_backward_time: 117.9717102051, weight_update_time: 0.0639944375, other_time: 1.3514099121
epoch time: 10.1165952682s, input_fired_time: 0.1087444425, output_fired_time: 0.0000000000, propagate_forward_time: 9.7672023773, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2406482697
validation[          , genome  6604] predictions:    9685/  10000 (96.85%), best:    9732/10000 (97.32%), error:      1035.95557, best error:       911.23450 on epoch:    57, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 163.0404815674s, input_fired_time: 2.9629676342, output_fired_time: 7.5992312431, propagate_forward_time: 36.9527816772, propagate_backward_time: 105.0520095825, weight_update_time: 0.0643848926, other_time: 10.4734954834
epoch time: 9.9962120056s, input_fired_time: 0.1090382710, output_fired_time: 0.0000000000, propagate_forward_time: 9.6487903595, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2383832932
validation[          , genome  6604] predictions:    9709/  10000 (97.09%), best:    9732/10000 (97.32%), error:       970.57739, best error:       911.23450 on epoch:    57, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 163.7983245850s, input_fired_time: 1.9788762331, output_fired_time: 0.6590332985, propagate_forward_time: 51.2345542908, propagate_backward_time: 108.5850830078, weight_update_time: 0.0637773201, other_time: 1.3407745361
epoch time: 10.1169719696s, input_fired_time: 0.1091079265, output_fired_time: 0.0000000000, propagate_forward_time: 8.8021945953, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2056694031
validation[          , genome  6604] predictions:    9713/  10000 (97.13%), best:    9732/10000 (97.32%), error:       964.78094, best error:       911.23450 on epoch:    57, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 162.9008483887s, input_fired_time: 2.9632229805, output_fired_time: 6.6658854485, propagate_forward_time: 59.3925857544, propagate_backward_time: 91.5593795776, weight_update_time: 0.0640643984, other_time: 2.3197784424
epoch time: 10.2240419388s, input_fired_time: 1.0923495293, output_fired_time: 0.0000000000, propagate_forward_time: 8.8934965134, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2381963730
validation[          , genome  6604] predictions:    9729/  10000 (97.29%), best:    9732/10000 (97.32%), error:       925.51947, best error:       911.23450 on epoch:    57, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 163.6670074463s, input_fired_time: 1.9842580557, output_fired_time: 0.6580845714, propagate_forward_time: 52.1707305908, propagate_backward_time: 105.5498046875, weight_update_time: 0.0638343841, other_time: 3.3041381836
epoch time: 10.1908454895s, input_fired_time: 0.1105682328, output_fired_time: 0.0000000000, propagate_forward_time: 9.8430280685, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2372493744
validation[          , genome  6604] predictions:    9711/  10000 (97.11%), best:    9732/10000 (97.32%), error:       962.20349, best error:       911.23450 on epoch:    57, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 163.2731781006s, input_fired_time: 3.0729172230, output_fired_time: 1.6238586903, propagate_forward_time: 43.9988975525, propagate_backward_time: 112.2462539673, weight_update_time: 0.0643677860, other_time: 2.3312454224
epoch time: 10.1472120285s, input_fired_time: 0.1126390100, output_fired_time: 0.0000000000, propagate_forward_time: 9.7899551392, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2446174622
validation[          , genome  6604] predictions:    9707/  10000 (97.07%), best:    9732/10000 (97.32%), error:       991.60535, best error:       911.23450 on epoch:    57, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

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_41_6604.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_41_6604_1_r1807529616_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: 0.985627
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.000111553
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 4.46212e-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: 92
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 57
read number_validation_images: 10000
read best_validation_predictions: 9732
read best_validation_error: 911.234
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: 6604
read normal distribution: '0 1.18437516689301 0.678697764873505'
generator_str: '2039754894'
read generator: 2039754894
read generated_by_map:
1 change_size_x 1
reading 22 nodes.
reading 44 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: 179.621963500977s, input_fired_time: 2.07781624794006, output_fired_time: 0.723323047161102, propagate_forward_time: 45.3466529846191, propagate_backward_time: 129.997131347656, weight_update_time: 0.0721642076969147, other_time: 1.47703552246094
epoch time: 10.2732305526733s, input_fired_time: 0.108865961432457, output_fired_time: 0, propagate_forward_time: 9.93508148193359, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.229283332824707
validation[          , genome  6604] predictions:    9722/  10000 (97.22%), best:    9732/10000 (97.32%), error:       942.40393, best error:       911.23450 on epoch:    57, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 164.3902282715s, input_fired_time: 1.0137662888, output_fired_time: 0.6617413163, propagate_forward_time: 47.2380104065, propagate_backward_time: 112.2030258179, weight_update_time: 0.0654003322, other_time: 3.2736892700
epoch time: 10.1682767868s, input_fired_time: 0.1059611887, output_fired_time: 0.0000000000, propagate_forward_time: 9.8457221985, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2165937424
validation[          , genome  6604] predictions:    9737/  10000 (97.37%), best:    9737/10000 (97.37%), error:       897.29315, best error:       897.29315 on epoch:    93, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 158.0471038818s, input_fired_time: 4.0636658669, output_fired_time: 0.6562351584, propagate_forward_time: 45.4811210632, propagate_backward_time: 106.5840911865, weight_update_time: 0.0635424629, other_time: 1.2619934082
epoch time: 10.0629663467s, input_fired_time: 0.1056638882, output_fired_time: 0.0000000000, propagate_forward_time: 7.6629137993, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2943882942
validation[          , genome  6604] predictions:    9709/  10000 (97.09%), best:    9737/10000 (97.37%), error:       991.19666, best error:       897.29315 on epoch:    93, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 154.9188537598s, input_fired_time: 4.0576291084, output_fired_time: 1.6311409473, propagate_forward_time: 44.2380676270, propagate_backward_time: 103.7396392822, weight_update_time: 0.0632574856, other_time: 1.2523803711
epoch time: 10.0852613449s, input_fired_time: 0.1095848158, output_fired_time: 0.0000000000, propagate_forward_time: 9.7546195984, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2210569382
validation[          , genome  6604] predictions:    9701/  10000 (97.01%), best:    9737/10000 (97.37%), error:      1010.44867, best error:       897.29315 on epoch:    93, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 152.7075653076s, input_fired_time: 2.9646027088, output_fired_time: 0.6480901241, propagate_forward_time: 44.2190437317, propagate_backward_time: 103.6218795776, weight_update_time: 0.0628215075, other_time: 1.2539596558
epoch time: 9.9676284790s, input_fired_time: 0.1079689711, output_fired_time: 0.0000000000, propagate_forward_time: 9.6419229507, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2177362442
validation[          , genome  6604] predictions:    9724/  10000 (97.24%), best:    9737/10000 (97.37%), error:       914.19366, best error:       897.29315 on epoch:    93, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 159.8915252686s, input_fired_time: 0.9984627366, output_fired_time: 3.7143459320, propagate_forward_time: 44.8646926880, propagate_backward_time: 106.9742813110, weight_update_time: 0.0643213838, other_time: 3.3397521973
epoch time: 9.9545993805s, input_fired_time: 0.1072790772, output_fired_time: 0.0000000000, propagate_forward_time: 9.6274080276, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2199125290
validation[          , genome  6604] predictions:    9737/  10000 (97.37%), best:    9737/10000 (97.37%), error:       914.21594, best error:       897.29315 on epoch:    93, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 158.2193298340s, input_fired_time: 5.0405759811, output_fired_time: 2.6172130108, propagate_forward_time: 42.6165657043, propagate_backward_time: 106.6978302002, weight_update_time: 0.0629683062, other_time: 1.2471466064
epoch time: 8.9695863724s, input_fired_time: 0.1077176407, output_fired_time: 0.0000000000, propagate_forward_time: 8.6464910507, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2153778076
validation[          , genome  6604] predictions:    9736/  10000 (97.36%), best:    9737/10000 (97.37%), error:       926.73260, best error:       897.29315 on epoch:    93, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 158.5723419189s, input_fired_time: 0.9989418387, output_fired_time: 0.6505748034, propagate_forward_time: 43.7762680054, propagate_backward_time: 111.8940734863, weight_update_time: 0.0630175620, other_time: 1.2524795532
epoch time: 10.0647220612s, input_fired_time: 0.1076248363, output_fired_time: 0.0000000000, propagate_forward_time: 9.7404680252, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2166290283
validation[          , genome  6604] predictions:    9697/  10000 (96.97%), best:    9737/10000 (97.37%), error:       980.77771, best error:       897.29315 on epoch:    93, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 159.3710784912s, input_fired_time: 2.9732940197, output_fired_time: 2.6180539131, propagate_forward_time: 44.7630271912, propagate_backward_time: 107.7708282471, weight_update_time: 0.0634540617, other_time: 1.2458648682
epoch time: 10.5212182999s, input_fired_time: 0.1176798567, output_fired_time: 0.0000000000, propagate_forward_time: 10.1675729752, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2359657288
validation[          , genome  6604] predictions:    9706/  10000 (97.06%), best:    9737/10000 (97.37%), error:      1025.51221, best error:       897.29315 on epoch:    93, 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: 61.8077278137s, input_fired_time: 1.6504836082, output_fired_time: 0.0000000000, propagate_forward_time: 54.5023307800, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.6549148560
best training[          , genome  6604] predictions:   49568/  50000 (99.14%), best:    9737/10000 (97.37%), error:      1838.13281, best error:       897.29315 on epoch:    93, 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: 12.6639213562s, input_fired_time: 0.1457306147, output_fired_time: 0.0000000000, propagate_forward_time: 12.2273654938, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2908248901
   testing[          , genome  6604] predictions:    9760/  10000 (97.60%), best:    9737/10000 (97.37%), error:       804.91974, best error:       897.29315 on epoch:    93, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
14:48:59 (6064): called boinc_finish(0)

</stderr_txt>
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