Nameexact_genome_1512568488_44_5479_0
Workunit2598687
Created7 Dec 2017, 14:59:08 UTC
Sent7 Dec 2017, 15:05:14 UTC
Report deadline12 Dec 2017, 12:41:58 UTC
Received9 Dec 2017, 8:06:57 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID52322
Run time2 hours 50 min 1 sec
CPU time2 hours 45 min 14 sec
Validate stateValid
Credit1,225.13
Device peak FLOPS2.94 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size155.46 MB
Peak swap size153.86 MB
Peak disk usage1.79 MB

Stderr output

<core_client_version>7.6.33</core_client_version>
<![CDATA[
<stderr_txt>
000000, other_time: 0.5164742470
validation[          , genome  5479] predictions:    8771/  10000 (87.71%), best:    9643/10000 (96.43%), error:      3790.23999, best error:      1201.55322 on epoch:    10, epoch:   14/100, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

resetting weights to those on epoch: 10
epoch time: 90.7405929565s, input_fired_time: 1.1039594412, output_fired_time: 1.1742807627, propagate_forward_time: 33.7229728699, propagate_backward_time: 51.8937263489, weight_update_time: 0.1658759862, other_time: 2.8456573486
epoch time: 7.3243575096s, input_fired_time: 0.1384509653, output_fired_time: 0.0000000000, propagate_forward_time: 6.6570768356, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5288295746
validation[          , genome  5479] predictions:    9646/  10000 (96.46%), best:    9643/10000 (96.43%), error:      1248.29395, best error:      1201.55322 on epoch:    10, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 90.2744522095s, input_fired_time: 1.0990886688, output_fired_time: 1.1714977026, propagate_forward_time: 33.5583992004, propagate_backward_time: 51.6145477295, weight_update_time: 0.1646307409, other_time: 2.8309135437
epoch time: 7.2542219162s, input_fired_time: 0.1344247013, output_fired_time: 0.0000000000, propagate_forward_time: 6.6039042473, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5158929825
validation[          , genome  5479] predictions:    9713/  10000 (97.13%), best:    9713/10000 (97.13%), error:      1017.69769, best error:      1017.69769 on epoch:    16, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 90.5468750000s, input_fired_time: 1.1006757021, output_fired_time: 1.1779267788, propagate_forward_time: 33.4749870300, propagate_backward_time: 51.9459915161, weight_update_time: 0.1652620435, other_time: 2.8472938538
epoch time: 7.3284964561s, input_fired_time: 0.1339920014, output_fired_time: 0.0000000000, propagate_forward_time: 6.6828823090, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5116219521
validation[          , genome  5479] predictions:    9644/  10000 (96.44%), best:    9713/10000 (97.13%), error:      1222.23340, best error:      1017.69769 on epoch:    16, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 89.8618621826s, input_fired_time: 1.0911054611, output_fired_time: 1.1632286310, propagate_forward_time: 33.3685684204, propagate_backward_time: 51.3997650146, weight_update_time: 0.1660193801, other_time: 2.8391952515
epoch time: 7.4770679474s, input_fired_time: 0.1345421970, output_fired_time: 0.0000000000, propagate_forward_time: 6.8216090202, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5209169388
validation[          , genome  5479] predictions:    9610/  10000 (96.10%), best:    9713/10000 (97.13%), error:      1247.59851, best error:      1017.69769 on epoch:    16, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 91.0666351318s, input_fired_time: 1.1114689112, output_fired_time: 1.1735664606, propagate_forward_time: 33.7943916321, propagate_backward_time: 52.1212577820, weight_update_time: 0.1643823534, other_time: 2.8659515381
epoch time: 7.1025905609s, input_fired_time: 0.1299591213, output_fired_time: 0.0000000000, propagate_forward_time: 6.4764456749, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4961857796
validation[          , genome  5479] predictions:    9619/  10000 (96.19%), best:    9713/10000 (97.13%), error:      1276.42554, best error:      1017.69769 on epoch:    16, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 90.4532699585s, input_fired_time: 1.1001838446, output_fired_time: 1.1693524122, propagate_forward_time: 33.6500930786, propagate_backward_time: 51.6905517578, weight_update_time: 0.1662405878, other_time: 2.8430938721
epoch time: 7.3175497055s, input_fired_time: 0.1339996159, output_fired_time: 0.0000000000, propagate_forward_time: 6.6787524223, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5047974586
validation[          , genome  5479] predictions:    9680/  10000 (96.80%), best:    9713/10000 (97.13%), error:      1148.03528, best error:      1017.69769 on epoch:    16, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 90.1617050171s, input_fired_time: 1.1020543575, output_fired_time: 1.1731148958, propagate_forward_time: 33.4329528809, propagate_backward_time: 51.6215019226, weight_update_time: 0.1661836356, other_time: 2.8320808411
epoch time: 7.4070858955s, input_fired_time: 0.1361907423, output_fired_time: 0.0000000000, propagate_forward_time: 6.7521815300, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5187134743
validation[          , genome  5479] predictions:    9607/  10000 (96.07%), best:    9713/10000 (97.13%), error:      1304.80164, best error:      1017.69769 on epoch:    16, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 90.7102813721s, input_fired_time: 1.1061946154, output_fired_time: 1.1752796173, propagate_forward_time: 33.7869606018, propagate_backward_time: 51.7999153137, weight_update_time: 0.1633273214, other_time: 2.8419342041
epoch time: 7.3226280212s, input_fired_time: 0.1325571835, output_fired_time: 0.0000000000, propagate_forward_time: 6.6805992126, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5094714165
validation[          , genome  5479] predictions:    9647/  10000 (96.47%), best:    9713/10000 (97.13%), error:      1199.78394, best error:      1017.69769 on epoch:    16, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 91.0197601318s, input_fired_time: 1.1087349653, output_fired_time: 1.1699045897, propagate_forward_time: 33.8631782532, propagate_backward_time: 52.0184249878, weight_update_time: 0.1686784923, other_time: 2.8595161438
epoch time: 7.4075384140s, input_fired_time: 0.1382666230, output_fired_time: 0.0000000000, propagate_forward_time: 6.7541389465, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5151329041
validation[          , genome  5479] predictions:    9511/  10000 (95.11%), best:    9713/10000 (97.13%), error:      1588.87927, best error:      1017.69769 on epoch:    16, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 90.3389739990s, input_fired_time: 1.1026412249, output_fired_time: 1.1658403873, propagate_forward_time: 33.5737686157, propagate_backward_time: 51.6628417969, weight_update_time: 0.1645137817, other_time: 2.8338851929
epoch time: 7.5526037216s, input_fired_time: 0.1386397034, output_fired_time: 0.0000000000, propagate_forward_time: 6.8930678368, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5208959579
validation[          , genome  5479] predictions:    9246/  10000 (92.46%), best:    9713/10000 (97.13%), error:      2281.24438, best error:      1017.69769 on epoch:    16, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 89.2606430054s, input_fired_time: 1.0962969065, output_fired_time: 1.1595550776, propagate_forward_time: 33.0780525208, propagate_backward_time: 51.0923805237, weight_update_time: 0.1633343846, other_time: 2.8343582153
epoch time: 7.5226101875s, input_fired_time: 0.1355848461, output_fired_time: 0.0000000000, propagate_forward_time: 6.8730068207, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5140185356
validation[          , genome  5479] predictions:    9658/  10000 (96.58%), best:    9713/10000 (97.13%), error:      1146.12329, best error:      1017.69769 on epoch:    16, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 91.4185867310s, input_fired_time: 1.1171251535, output_fired_time: 1.1811791658, propagate_forward_time: 33.9820137024, propagate_backward_time: 52.2550621033, weight_update_time: 0.1683371365, other_time: 2.8832015991
epoch time: 7.2778716087s, input_fired_time: 0.1323242933, output_fired_time: 0.0000000000, propagate_forward_time: 6.6323475838, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5131998062
validation[          , genome  5479] predictions:    9479/  10000 (94.79%), best:    9713/10000 (97.13%), error:      1691.21643, best error:      1017.69769 on epoch:    16, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 92.0308914185s, input_fired_time: 1.1232249737, output_fired_time: 1.1876869202, propagate_forward_time: 34.1775436401, propagate_backward_time: 52.6475982666, weight_update_time: 0.1679928899, other_time: 2.8948440552
epoch time: 7.4249043465s, input_fired_time: 0.1325949579, output_fired_time: 0.0000000000, propagate_forward_time: 6.7912440300, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5010652542
validation[          , genome  5479] predictions:    9651/  10000 (96.51%), best:    9713/10000 (97.13%), error:      1163.01880, best error:      1017.69769 on epoch:    16, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 89.7685928345s, input_fired_time: 1.0947461128, output_fired_time: 1.1614769697, propagate_forward_time: 33.3378448486, propagate_backward_time: 51.3271217346, weight_update_time: 0.1648097932, other_time: 2.8474006653
epoch time: 7.4549012184s, input_fired_time: 0.1384981722, output_fired_time: 0.0000000000, propagate_forward_time: 6.7889013290, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5275015831
validation[          , genome  5479] predictions:    9677/  10000 (96.77%), best:    9713/10000 (97.13%), error:      1074.01379, best error:      1017.69769 on epoch:    16, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 89.4715576172s, input_fired_time: 1.1024866104, output_fired_time: 1.1572716236, propagate_forward_time: 33.1924629211, propagate_backward_time: 51.1927185059, weight_update_time: 0.1640529335, other_time: 2.8266181946
epoch time: 7.4614605904s, input_fired_time: 0.1392843127, output_fired_time: 0.0000000000, propagate_forward_time: 6.8097143173, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5124621391
validation[          , genome  5479] predictions:    9683/  10000 (96.83%), best:    9713/10000 (97.13%), error:      1110.48010, best error:      1017.69769 on epoch:    16, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 91.1057510376s, input_fired_time: 1.1182792187, output_fired_time: 1.1765048504, propagate_forward_time: 33.8047676086, propagate_backward_time: 52.1242599487, weight_update_time: 0.1676762551, other_time: 2.8819389343
epoch time: 7.2967271805s, input_fired_time: 0.1371376961, output_fired_time: 0.0000000000, propagate_forward_time: 6.6351957321, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5243935585
validation[          , genome  5479] predictions:    9399/  10000 (93.99%), best:    9713/10000 (97.13%), error:      1842.45239, best error:      1017.69769 on epoch:    16, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 89.7291870117s, input_fired_time: 1.0974004269, output_fired_time: 1.1618218422, propagate_forward_time: 33.2284393311, propagate_backward_time: 51.4037399292, weight_update_time: 0.1636015773, other_time: 2.8377914429
epoch time: 7.1573166847s, input_fired_time: 0.1329111457, output_fired_time: 0.0000000000, propagate_forward_time: 6.5173425674, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5070629120
validation[          , genome  5479] predictions:    8719/  10000 (87.19%), best:    9713/10000 (97.13%), error:      4273.24756, best error:      1017.69769 on epoch:    16, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

resetting weights to those on epoch: 16
epoch time: 89.9804458618s, input_fired_time: 1.1019889116, output_fired_time: 1.1625022888, propagate_forward_time: 33.3948211670, propagate_backward_time: 51.4726791382, weight_update_time: 0.1639725566, other_time: 2.8484573364
epoch time: 7.3091840744s, input_fired_time: 0.1340498328, output_fired_time: 0.0000000000, propagate_forward_time: 6.6683340073, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5068001747
validation[          , genome  5479] predictions:    9624/  10000 (96.24%), best:    9713/10000 (97.13%), error:      1241.18848, best error:      1017.69769 on epoch:    16, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 88.8829803467s, input_fired_time: 1.0927964449, output_fired_time: 1.1441185474, propagate_forward_time: 33.0237503052, propagate_backward_time: 50.7910728455, weight_update_time: 0.1662477702, other_time: 2.8312416077
epoch time: 7.4531850815s, input_fired_time: 0.1347884834, output_fired_time: 0.0000000000, propagate_forward_time: 6.8028616905, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5155348778
validation[          , genome  5479] predictions:    9636/  10000 (96.36%), best:    9713/10000 (97.13%), error:      1221.30762, best error:      1017.69769 on epoch:    16, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 90.3245697021s, input_fired_time: 1.0924878120, output_fired_time: 1.1649060249, propagate_forward_time: 33.4291648865, propagate_backward_time: 51.7889404297, weight_update_time: 0.1656650305, other_time: 2.8490638733
epoch time: 7.3603806496s, input_fired_time: 0.1357490867, output_fired_time: 0.0000000000, propagate_forward_time: 6.7156419754, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5089898109
validation[          , genome  5479] predictions:    9672/  10000 (96.72%), best:    9713/10000 (97.13%), error:      1084.54749, best error:      1017.69769 on epoch:    16, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 90.8114624023s, input_fired_time: 1.1012316942, output_fired_time: 1.1765642166, propagate_forward_time: 33.5578804016, propagate_backward_time: 52.1148719788, weight_update_time: 0.1657899916, other_time: 2.8609085083
epoch time: 7.2723560333s, input_fired_time: 0.1353012472, output_fired_time: 0.0000000000, propagate_forward_time: 6.6094660759, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5275888443
validation[          , genome  5479] predictions:    9709/  10000 (97.09%), best:    9713/10000 (97.13%), error:      1022.58221, best error:      1017.69769 on epoch:    16, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 90.8654632568s, input_fired_time: 1.1132477522, output_fired_time: 1.1761169434, propagate_forward_time: 33.8881912231, propagate_backward_time: 51.8224334717, weight_update_time: 0.1670899987, other_time: 2.8654708862
epoch time: 7.1437363625s, input_fired_time: 0.1389753371, output_fired_time: 0.0000000000, propagate_forward_time: 6.4902634621, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5144977570
validation[          , genome  5479] predictions:    9608/  10000 (96.08%), best:    9713/10000 (97.13%), error:      1266.38989, best error:      1017.69769 on epoch:    16, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 89.7051391602s, input_fired_time: 1.0971835852, output_fired_time: 1.1584880352, propagate_forward_time: 33.1647529602, propagate_backward_time: 51.4707145691, weight_update_time: 0.1634796113, other_time: 2.8140029907
epoch time: 7.4909462929s, input_fired_time: 0.1365282238, output_fired_time: 0.0000000000, propagate_forward_time: 6.8413882256, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5130300522
validation[          , genome  5479] predictions:    9713/  10000 (97.13%), best:    9713/10000 (97.13%), error:       981.66522, best error:       981.66522 on epoch:    37, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 89.7992324829s, input_fired_time: 1.0992095470, output_fired_time: 1.1680834293, propagate_forward_time: 33.2763366699, propagate_backward_time: 51.4380798340, weight_update_time: 0.1608141363, other_time: 2.8175201416
epoch time: 7.2046890259s, input_fired_time: 0.1324974895, output_fired_time: 0.0000000000, propagate_forward_time: 6.5666165352, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5055751801
validation[          , genome  5479] predictions:    9554/  10000 (95.54%), best:    9713/10000 (97.13%), error:      1482.19592, best error:       981.66522 on epoch:    37, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 89.9564743042s, input_fired_time: 1.1031540632, output_fired_time: 1.1584796906, propagate_forward_time: 33.4811134338, propagate_backward_time: 51.3576164246, weight_update_time: 0.1645889282, other_time: 2.8561096191
epoch time: 7.4712400436s, input_fired_time: 0.1355082691, output_fired_time: 0.0000000000, propagate_forward_time: 6.8156256676, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5201063156
validation[          , genome  5479] predictions:    9698/  10000 (96.98%), best:    9713/10000 (97.13%), error:      1002.68030, best error:       981.66522 on epoch:    37, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 91.1129608154s, input_fired_time: 1.1104123592, output_fired_time: 1.1806303263, propagate_forward_time: 33.8113746643, propagate_backward_time: 52.1509361267, weight_update_time: 0.1672075391, other_time: 2.8596038818
epoch time: 7.4056944847s, input_fired_time: 0.1353551447, output_fired_time: 0.0000000000, propagate_forward_time: 6.7632818222, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5070576668
validation[          , genome  5479] predictions:    9493/  10000 (94.93%), best:    9713/10000 (97.13%), error:      1626.86328, best error:       981.66522 on epoch:    37, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 90.9715042114s, input_fired_time: 1.1118866205, output_fired_time: 1.1691138744, propagate_forward_time: 33.8377456665, propagate_backward_time: 52.0052146912, weight_update_time: 0.1663625389, other_time: 2.8475456238
epoch time: 7.2219028473s, input_fired_time: 0.1318871975, output_fired_time: 0.0000000000, propagate_forward_time: 6.5823578835, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5076575279
validation[          , genome  5479] predictions:    9668/  10000 (96.68%), best:    9713/10000 (97.13%), error:      1071.90283, best error:       981.66522 on epoch:    37, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 90.3453598022s, input_fired_time: 1.0981937647, output_fired_time: 1.1658164263, propagate_forward_time: 33.4955825806, propagate_backward_time: 51.7366523743, weight_update_time: 0.1650185287, other_time: 2.8491172791
epoch time: 7.4289956093s, input_fired_time: 0.1353408992, output_fired_time: 0.0000000000, propagate_forward_time: 6.7832422256, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5104126930
validation[          , genome  5479] predictions:    9689/  10000 (96.89%), best:    9713/10000 (97.13%), error:      1067.45117, best error:       981.66522 on epoch:    37, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 89.6296234131s, input_fired_time: 1.1027321815, output_fired_time: 1.1629004478, propagate_forward_time: 33.3137550354, propagate_backward_time: 51.2096710205, weight_update_time: 0.1628589779, other_time: 2.8405647278
epoch time: 7.4842104912s, input_fired_time: 0.1348173469, output_fired_time: 0.0000000000, propagate_forward_time: 6.8273091316, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5220842361
validation[          , genome  5479] predictions:    9512/  10000 (95.12%), best:    9713/10000 (97.13%), error:      1504.41846, best error:       981.66522 on epoch:    37, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 90.2002182007s, input_fired_time: 1.1025091410, output_fired_time: 1.1685035229, propagate_forward_time: 33.4943771362, propagate_backward_time: 51.5947227478, weight_update_time: 0.1643499136, other_time: 2.8401069641
epoch time: 7.4933743477s, input_fired_time: 0.1380596310, output_fired_time: 0.0000000000, propagate_forward_time: 6.8335976601, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5217170715
validation[          , genome  5479] predictions:    9506/  10000 (95.06%), best:    9713/10000 (97.13%), error:      1584.81641, best error:       981.66522 on epoch:    37, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 90.5800018311s, input_fired_time: 1.1140583754, output_fired_time: 1.1679700613, propagate_forward_time: 33.7639427185, propagate_backward_time: 51.6839752197, weight_update_time: 0.1642061919, other_time: 2.8500556946
epoch time: 7.5519051552s, input_fired_time: 0.1393951476, output_fired_time: 0.0000000000, propagate_forward_time: 6.8806486130, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5318613052
validation[          , genome  5479] predictions:    9697/  10000 (96.97%), best:    9713/10000 (97.13%), error:       989.96857, best error:       981.66522 on epoch:    37, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 88.6546554565s, input_fired_time: 1.0916892290, output_fired_time: 1.1539946795, propagate_forward_time: 32.8682174683, propagate_backward_time: 50.7272262573, weight_update_time: 0.1620308906, other_time: 2.8135299683
epoch time: 7.1790342331s, input_fired_time: 0.1333313733, output_fired_time: 0.0000000000, propagate_forward_time: 6.5425424576, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5031604767
validation[          , genome  5479] predictions:    9251/  10000 (92.51%), best:    9713/10000 (97.13%), error:      2668.84180, best error:       981.66522 on epoch:    37, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

resetting weights to those on epoch: 37
epoch time: 90.1513824463s, input_fired_time: 1.1073875427, output_fired_time: 1.1653541327, propagate_forward_time: 33.5433883667, propagate_backward_time: 51.4861602783, weight_update_time: 0.1656739116, other_time: 2.8490905762
epoch time: 7.2938804626s, input_fired_time: 0.1345199496, output_fired_time: 0.0000000000, propagate_forward_time: 6.6541194916, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5052409172
validation[          , genome  5479] predictions:    9188/  10000 (91.88%), best:    9713/10000 (97.13%), error:      2597.48389, best error:       981.66522 on epoch:    37, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

resetting weights to those on epoch: 37
epoch time: 89.2637786865s, input_fired_time: 1.0919040442, output_fired_time: 1.1604261398, propagate_forward_time: 33.0785903931, propagate_backward_time: 51.0823974609, weight_update_time: 0.1647393852, other_time: 2.8504638672
epoch time: 7.4844765663s, input_fired_time: 0.1344020218, output_fired_time: 0.0000000000, propagate_forward_time: 6.8347301483, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5153446198
validation[          , genome  5479] predictions:    9687/  10000 (96.87%), best:    9713/10000 (97.13%), error:      1022.41449, best error:       981.66522 on epoch:    37, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 89.6774749756s, input_fired_time: 1.1047072411, output_fired_time: 1.1607947350, propagate_forward_time: 33.2555427551, propagate_backward_time: 51.3175430298, weight_update_time: 0.1659547687, other_time: 2.8388862610
epoch time: 7.1124277115s, input_fired_time: 0.1316280067, output_fired_time: 0.0000000000, propagate_forward_time: 6.4832820892, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4975175858
validation[          , genome  5479] predictions:    9634/  10000 (96.34%), best:    9713/10000 (97.13%), error:      1210.18250, best error:       981.66522 on epoch:    37, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 90.6881332397s, input_fired_time: 1.1073529720, output_fired_time: 1.1711019278, propagate_forward_time: 33.6333198547, propagate_backward_time: 51.9287567139, weight_update_time: 0.1654575020, other_time: 2.8475990295
epoch time: 7.5020828247s, input_fired_time: 0.1375454068, output_fired_time: 0.0000000000, propagate_forward_time: 6.8431415558, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5213956833
validation[          , genome  5479] predictions:    9708/  10000 (97.08%), best:    9713/10000 (97.13%), error:      1021.32996, best error:       981.66522 on epoch:    37, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 90.9316940308s, input_fired_time: 1.1083821058, output_fired_time: 1.1782758236, propagate_forward_time: 33.7094535828, propagate_backward_time: 52.0666580200, weight_update_time: 0.1668408066, other_time: 2.8689231873
epoch time: 7.5691747665s, input_fired_time: 0.1398461461, output_fired_time: 0.0000000000, propagate_forward_time: 6.9068303108, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5224981308
validation[          , genome  5479] predictions:    9708/  10000 (97.08%), best:    9713/10000 (97.13%), error:      1013.92841, best error:       981.66522 on epoch:    37, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 90.3908386230s, input_fired_time: 1.1044768095, output_fired_time: 1.1757817268, propagate_forward_time: 33.5013351440, propagate_backward_time: 51.7579116821, weight_update_time: 0.1657627821, other_time: 2.8513336182
epoch time: 7.3532433510s, input_fired_time: 0.1370512992, output_fired_time: 0.0000000000, propagate_forward_time: 6.6873946190, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5287976265
validation[          , genome  5479] predictions:    9720/  10000 (97.20%), best:    9720/10000 (97.20%), error:       932.72644, best error:       932.72644 on epoch:    52, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 89.8865509033s, input_fired_time: 1.1009389162, output_fired_time: 1.1617734432, propagate_forward_time: 33.4175758362, propagate_backward_time: 51.3562469482, weight_update_time: 0.1641975492, other_time: 2.8500175476
epoch time: 7.1665244102s, input_fired_time: 0.1328736842, output_fired_time: 0.0000000000, propagate_forward_time: 6.5373163223, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4963345528
validation[          , genome  5479] predictions:    9695/  10000 (96.95%), best:    9720/10000 (97.20%), error:      1043.02942, best error:       932.72644 on epoch:    52, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 90.4936218262s, input_fired_time: 1.1070958376, output_fired_time: 1.1739454269, propagate_forward_time: 33.5575942993, propagate_backward_time: 51.8204689026, weight_update_time: 0.1655488461, other_time: 2.8345222473
epoch time: 7.3909931183s, input_fired_time: 0.1393582225, output_fired_time: 0.0000000000, propagate_forward_time: 6.7283735275, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5232615471
validation[          , genome  5479] predictions:    9671/  10000 (96.71%), best:    9720/10000 (97.20%), error:      1129.56799, best error:       932.72644 on epoch:    52, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 90.6280746460s, input_fired_time: 1.1152211428, output_fired_time: 1.1723765135, propagate_forward_time: 33.6966400146, propagate_backward_time: 51.7899932861, weight_update_time: 0.1656784117, other_time: 2.8538436890
epoch time: 7.4145517349s, input_fired_time: 0.1365539879, output_fired_time: 0.0000000000, propagate_forward_time: 6.7581453323, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5198526382
validation[          , genome  5479] predictions:    9704/  10000 (97.04%), best:    9720/10000 (97.20%), error:       983.85382, best error:       932.72644 on epoch:    52, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 89.4471969604s, input_fired_time: 1.1001492739, output_fired_time: 1.1671046019, propagate_forward_time: 33.0998573303, propagate_backward_time: 51.2288131714, weight_update_time: 0.1653564572, other_time: 2.8512687683
epoch time: 7.1893668175s, input_fired_time: 0.1339024752, output_fired_time: 0.0000000000, propagate_forward_time: 6.5459709167, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5094933510
validation[          , genome  5479] predictions:    9665/  10000 (96.65%), best:    9720/10000 (97.20%), error:      1091.43018, best error:       932.72644 on epoch:    52, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 89.7688751221s, input_fired_time: 1.1110876799, output_fired_time: 1.1680679321, propagate_forward_time: 33.2046241760, propagate_backward_time: 51.4176597595, weight_update_time: 0.1649563462, other_time: 2.8674392700
epoch time: 7.3855857849s, input_fired_time: 0.1372266859, output_fired_time: 0.0000000000, propagate_forward_time: 6.7297201157, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5186390877
validation[          , genome  5479] predictions:    9637/  10000 (96.37%), best:    9720/10000 (97.20%), error:      1154.49902, best error:       932.72644 on epoch:    52, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 90.5879745483s, input_fired_time: 1.1139676571, output_fired_time: 1.1643723249, propagate_forward_time: 33.6194725037, propagate_backward_time: 51.8277168274, weight_update_time: 0.1642025411, other_time: 2.8624420166
epoch time: 7.3896040916s, input_fired_time: 0.1384033263, output_fired_time: 0.0000000000, propagate_forward_time: 6.7254681587, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5257325172
validation[          , genome  5479] predictions:    9689/  10000 (96.89%), best:    9720/10000 (97.20%), error:      1037.62000, best error:       932.72644 on epoch:    52, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 90.5483932495s, input_fired_time: 1.1116462946, output_fired_time: 1.1705822945, propagate_forward_time: 33.6890411377, propagate_backward_time: 51.7127265930, weight_update_time: 0.1668148935, other_time: 2.8643913269
epoch time: 7.2142601013s, input_fired_time: 0.1355874985, output_fired_time: 0.0000000000, propagate_forward_time: 6.5709114075, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5077610016
validation[          , genome  5479] predictions:    9644/  10000 (96.44%), best:    9720/10000 (97.20%), error:      1154.86707, best error:       932.72644 on epoch:    52, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 89.3799743652s, input_fired_time: 1.1044003963, output_fired_time: 1.1594294310, propagate_forward_time: 33.1061096191, propagate_backward_time: 51.1796150208, weight_update_time: 0.1627205312, other_time: 2.8304176331
epoch time: 7.3527417183s, input_fired_time: 0.1376625896, output_fired_time: 0.0000000000, propagate_forward_time: 6.6938891411, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5211901665
validation[          , genome  5479] predictions:    9693/  10000 (96.93%), best:    9720/10000 (97.20%), error:      1044.03296, best error:       932.72644 on epoch:    52, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 90.7575836182s, input_fired_time: 1.1099222898, output_fired_time: 1.1704045534, propagate_forward_time: 33.6571540833, propagate_backward_time: 51.9703483582, weight_update_time: 0.1637057066, other_time: 2.8497543335
epoch time: 7.5069384575s, input_fired_time: 0.1371888518, output_fired_time: 0.0000000000, propagate_forward_time: 6.8484368324, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5213127136
validation[          , genome  5479] predictions:    9706/  10000 (97.06%), best:    9720/10000 (97.20%), error:       990.83008, best error:       932.72644 on epoch:    52, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 90.9334869385s, input_fired_time: 1.1185830832, output_fired_time: 1.1752958298, propagate_forward_time: 33.7112617493, propagate_backward_time: 52.0506095886, weight_update_time: 0.1673005819, other_time: 2.8777389526
epoch time: 7.5806097984s, input_fired_time: 0.1454794705, output_fired_time: 0.0000000000, propagate_forward_time: 6.9081959724, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5269341469
validation[          , genome  5479] predictions:    9737/  10000 (97.37%), best:    9737/10000 (97.37%), error:       907.96521, best error:       907.96521 on epoch:    62, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 90.4810180664s, input_fired_time: 1.1163151264, output_fired_time: 1.1735303402, propagate_forward_time: 33.6430206299, propagate_backward_time: 51.7034263611, weight_update_time: 0.1646989733, other_time: 2.8447227478
epoch time: 7.4354548454s, input_fired_time: 0.1362326294, output_fired_time: 0.0000000000, propagate_forward_time: 6.7815766335, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5176453590
validation[          , genome  5479] predictions:    9714/  10000 (97.14%), best:    9737/10000 (97.37%), error:       993.15454, best error:       907.96521 on epoch:    62, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 90.3189926147s, input_fired_time: 1.1135387421, output_fired_time: 1.1672174931, propagate_forward_time: 33.5623474121, propagate_backward_time: 51.6116065979, weight_update_time: 0.1651213765, other_time: 2.8642768860
epoch time: 7.3673238754s, input_fired_time: 0.1360313743, output_fired_time: 0.0000000000, propagate_forward_time: 6.7232637405, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5080289841
validation[          , genome  5479] predictions:    9730/  10000 (97.30%), best:    9730/10000 (97.30%), error:       887.34351, best error:       887.34351 on epoch:    64, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 88.5855102539s, input_fired_time: 1.0870410204, output_fired_time: 1.1414159536, propagate_forward_time: 32.8504753113, propagate_backward_time: 50.6947364807, weight_update_time: 0.1633699536, other_time: 2.8118362427
epoch time: 7.4865341187s, input_fired_time: 0.1416326314, output_fired_time: 0.0000000000, propagate_forward_time: 6.8095021248, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5353994370
validation[          , genome  5479] predictions:    9741/  10000 (97.41%), best:    9730/10000 (97.30%), error:       901.61981, best error:       887.34351 on epoch:    64, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 90.6965103149s, input_fired_time: 1.1175905466, output_fired_time: 1.1677891016, propagate_forward_time: 33.6926918030, propagate_backward_time: 51.8570594788, weight_update_time: 0.1655741334, other_time: 2.8613815308
epoch time: 7.3559679985s, input_fired_time: 0.1366195530, output_fired_time: 0.0000000000, propagate_forward_time: 6.7022590637, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5170893669
validation[          , genome  5479] predictions:    9708/  10000 (97.08%), best:    9730/10000 (97.30%), error:      1008.47028, best error:       887.34351 on epoch:    64, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 90.4725875854s, input_fired_time: 1.1126773357, output_fired_time: 1.1708871126, propagate_forward_time: 33.5379257202, propagate_backward_time: 51.8094100952, weight_update_time: 0.1643783599, other_time: 2.8416824341
epoch time: 7.4803171158s, input_fired_time: 0.1375120729, output_fired_time: 0.0000000000, propagate_forward_time: 6.8273563385, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5154485703
validation[          , genome  5479] predictions:    9545/  10000 (95.45%), best:    9730/10000 (97.30%), error:      1451.13464, best error:       887.34351 on epoch:    64, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 90.0821380615s, input_fired_time: 1.1120728254, output_fired_time: 1.1656123400, propagate_forward_time: 33.4821777344, propagate_backward_time: 51.4657592773, weight_update_time: 0.1638499349, other_time: 2.8565139771
epoch time: 7.3573794365s, input_fired_time: 0.1361800432, output_fired_time: 0.0000000000, propagate_forward_time: 6.7107768059, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5104227066
validation[          , genome  5479] predictions:    9707/  10000 (97.07%), best:    9730/10000 (97.30%), error:       962.42303, best error:       887.34351 on epoch:    64, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 90.4693908691s, input_fired_time: 1.1216889620, output_fired_time: 1.1735599041, propagate_forward_time: 33.6631431580, propagate_backward_time: 51.6541099548, weight_update_time: 0.1685947478, other_time: 2.8568878174
epoch time: 7.5611991882s, input_fired_time: 0.1400317699, output_fired_time: 0.0000000000, propagate_forward_time: 6.9094805717, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5116868019
validation[          , genome  5479] predictions:    9673/  10000 (96.73%), best:    9730/10000 (97.30%), error:      1052.57874, best error:       887.34351 on epoch:    64, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 90.8784027100s, input_fired_time: 1.1208825111, output_fired_time: 1.1765577793, propagate_forward_time: 33.8009796143, propagate_backward_time: 51.9060363770, weight_update_time: 0.1663177162, other_time: 2.8739471436
epoch time: 7.4095182419s, input_fired_time: 0.1376099437, output_fired_time: 0.0000000000, propagate_forward_time: 6.7449398041, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5269684792
validation[          , genome  5479] predictions:    9697/  10000 (96.97%), best:    9730/10000 (97.30%), error:      1000.84180, best error:       887.34351 on epoch:    64, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 90.1538848877s, input_fired_time: 1.1131339073, output_fired_time: 1.1687011719, propagate_forward_time: 33.4946670532, propagate_backward_time: 51.5298690796, weight_update_time: 0.1670731157, other_time: 2.8475112915
epoch time: 7.2126164436s, input_fired_time: 0.1344429851, output_fired_time: 0.0000000000, propagate_forward_time: 6.5753722191, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5028014183
validation[          , genome  5479] predictions:    9740/  10000 (97.40%), best:    9740/10000 (97.40%), error:       870.79590, best error:       870.79590 on epoch:    71, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 89.4018173218s, input_fired_time: 1.1115070581, output_fired_time: 1.1619906425, propagate_forward_time: 33.2439613342, propagate_backward_time: 51.0522842407, weight_update_time: 0.1632735133, other_time: 2.8320808411
epoch time: 7.4676218033s, input_fired_time: 0.1372480541, output_fired_time: 0.0000000000, propagate_forward_time: 6.8090534210, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5213203430
validation[          , genome  5479] predictions:    9707/  10000 (97.07%), best:    9740/10000 (97.40%), error:       990.75708, best error:       870.79590 on epoch:    71, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 90.3624038696s, input_fired_time: 1.1207703352, output_fired_time: 1.1707758904, propagate_forward_time: 33.5343017578, propagate_backward_time: 51.6744766235, weight_update_time: 0.1658225656, other_time: 2.8620758057
epoch time: 7.3165836334s, input_fired_time: 0.1363229603, output_fired_time: 0.0000000000, propagate_forward_time: 6.6587548256, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5215058327
validation[          , genome  5479] predictions:    9733/  10000 (97.33%), best:    9740/10000 (97.40%), error:       925.51379, best error:       870.79590 on epoch:    71, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 90.0588989258s, input_fired_time: 1.1090005636, output_fired_time: 1.1693683863, propagate_forward_time: 33.4700164795, propagate_backward_time: 51.4583473206, weight_update_time: 0.1663607508, other_time: 2.8521690369
epoch time: 7.4944543839s, input_fired_time: 0.1379830688, output_fired_time: 0.0000000000, propagate_forward_time: 6.8184819221, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5379896164
validation[          , genome  5479] predictions:    9644/  10000 (96.44%), best:    9740/10000 (97.40%), error:      1173.82178, best error:       870.79590 on epoch:    71, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 90.4882431030s, input_fired_time: 1.1156611443, output_fired_time: 1.1675174236, propagate_forward_time: 33.4906082153, propagate_backward_time: 51.8564491272, weight_update_time: 0.1666158438, other_time: 2.8580055237
epoch time: 7.4072322845s, input_fired_time: 0.1403055489, output_fired_time: 0.0000000000, propagate_forward_time: 6.7470955849, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5198311806
validation[          , genome  5479] predictions:    9672/  10000 (96.72%), best:    9740/10000 (97.40%), error:      1058.86584, best error:       870.79590 on epoch:    71, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 90.5139083862s, input_fired_time: 1.1182699203, output_fired_time: 1.1688077450, propagate_forward_time: 33.6621093750, propagate_backward_time: 51.7044105530, weight_update_time: 0.1650894284, other_time: 2.8603096008
epoch time: 7.3054890633s, input_fired_time: 0.1371398419, output_fired_time: 0.0000000000, propagate_forward_time: 6.6490778923, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5192713737
validation[          , genome  5479] predictions:    9479/  10000 (94.79%), best:    9740/10000 (97.40%), error:      1801.30042, best error:       870.79590 on epoch:    71, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 90.4933547974s, input_fired_time: 1.1136370897, output_fired_time: 1.1690132618, propagate_forward_time: 33.4908828735, propagate_backward_time: 51.8384094238, weight_update_time: 0.1649273336, other_time: 2.8814086914
epoch time: 7.4572091103s, input_fired_time: 0.1395883411, output_fired_time: 0.0000000000, propagate_forward_time: 6.7979617119, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5196590424
validation[          , genome  5479] predictions:    9706/  10000 (97.06%), best:    9740/10000 (97.40%), error:       965.79462, best error:       870.79590 on epoch:    71, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 90.5925598145s, input_fired_time: 1.1247992516, output_fired_time: 1.1704596281, propagate_forward_time: 33.5481948853, propagate_backward_time: 51.8688735962, weight_update_time: 0.1667765975, other_time: 2.8802337646
epoch time: 7.3518013954s, input_fired_time: 0.1358305514, output_fired_time: 0.0000000000, propagate_forward_time: 6.7046756744, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5112953186
validation[          , genome  5479] predictions:    9696/  10000 (96.96%), best:    9740/10000 (97.40%), error:       997.54169, best error:       870.79590 on epoch:    71, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 90.2262725830s, input_fired_time: 1.1136121750, output_fired_time: 1.1759016514, propagate_forward_time: 33.4880676270, propagate_backward_time: 51.5871810913, weight_update_time: 0.1666372120, other_time: 2.8615112305
epoch time: 7.3224105835s, input_fired_time: 0.1379394531, output_fired_time: 0.0000000000, propagate_forward_time: 6.6717567444, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5127143860
validation[          , genome  5479] predictions:    9680/  10000 (96.80%), best:    9740/10000 (97.40%), error:      1051.62817, best error:       870.79590 on epoch:    71, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 88.9506530762s, input_fired_time: 1.1048996449, output_fired_time: 1.1557294130, propagate_forward_time: 32.9008598328, propagate_backward_time: 50.9411430359, weight_update_time: 0.1629212499, other_time: 2.8480224609
epoch time: 7.4968409538s, input_fired_time: 0.1400963366, output_fired_time: 0.0000000000, propagate_forward_time: 6.8408946991, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5158500671
validation[          , genome  5479] predictions:    9728/  10000 (97.28%), best:    9740/10000 (97.40%), error:       885.50275, best error:       870.79590 on epoch:    71, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 89.9802627563s, input_fired_time: 1.1087965965, output_fired_time: 1.1593240499, propagate_forward_time: 33.4888839722, propagate_backward_time: 51.3666496277, weight_update_time: 0.1654593945, other_time: 2.8566093445
epoch time: 7.4032788277s, input_fired_time: 0.1400322616, output_fired_time: 0.0000000000, propagate_forward_time: 6.7508225441, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5124239922
validation[          , genome  5479] predictions:    9730/  10000 (97.30%), best:    9740/10000 (97.40%), error:       900.68091, best error:       870.79590 on epoch:    71, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 91.4796371460s, input_fired_time: 1.1236699820, output_fired_time: 1.1840791702, propagate_forward_time: 33.9283866882, propagate_backward_time: 52.3673820496, weight_update_time: 0.1664686054, other_time: 2.8761138916
epoch time: 7.2913045883s, input_fired_time: 0.1363616884, output_fired_time: 0.0000000000, propagate_forward_time: 6.6389327049, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5160102844
validation[          , genome  5479] predictions:    9746/  10000 (97.46%), best:    9740/10000 (97.40%), error:       872.69110, best error:       870.79590 on epoch:    71, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 90.6147232056s, input_fired_time: 1.1148540974, output_fired_time: 1.1698856354, propagate_forward_time: 33.5418586731, propagate_backward_time: 51.9262161255, weight_update_time: 0.1654268503, other_time: 2.8619117737
epoch time: 7.2901759148s, input_fired_time: 0.1398359686, output_fired_time: 0.0000000000, propagate_forward_time: 6.6306843758, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5196557045
validation[          , genome  5479] predictions:    9665/  10000 (96.65%), best:    9740/10000 (97.40%), error:      1086.64490, best error:       870.79590 on epoch:    71, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 89.8831787109s, input_fired_time: 1.1144013405, output_fired_time: 1.1587971449, propagate_forward_time: 33.3815879822, propagate_backward_time: 51.3795089722, weight_update_time: 0.1637261808, other_time: 2.8488807678
epoch time: 7.5672478676s, input_fired_time: 0.1426757574, output_fired_time: 0.0000000000, propagate_forward_time: 6.8977913857, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5267806053
validation[          , genome  5479] predictions:    9723/  10000 (97.23%), best:    9740/10000 (97.40%), error:       945.67615, best error:       870.79590 on epoch:    71, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 89.0342712402s, input_fired_time: 1.1127941608, output_fired_time: 1.1475595236, propagate_forward_time: 33.0598716736, propagate_backward_time: 50.8834991455, weight_update_time: 0.1637716293, other_time: 2.8305473328
epoch time: 7.3483700752s, input_fired_time: 0.1349095404, output_fired_time: 0.0000000000, propagate_forward_time: 6.7149243355, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4985361099
validation[          , genome  5479] predictions:    9653/  10000 (96.53%), best:    9740/10000 (97.40%), error:      1102.57776, best error:       870.79590 on epoch:    71, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 90.7745056152s, input_fired_time: 1.1237043142, output_fired_time: 1.1721688509, propagate_forward_time: 33.7631912231, propagate_backward_time: 51.8666419983, weight_update_time: 0.1635881811, other_time: 2.8487968445
epoch time: 7.4260706902s, input_fired_time: 0.1399694830, output_fired_time: 0.0000000000, propagate_forward_time: 6.7680187225, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5180826187
validation[          , genome  5479] predictions:    9675/  10000 (96.75%), best:    9740/10000 (97.40%), error:      1012.63855, best error:       870.79590 on epoch:    71, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 90.4387359619s, input_fired_time: 1.1211518049, output_fired_time: 1.1651700735, propagate_forward_time: 33.6112556458, propagate_backward_time: 51.6790618896, weight_update_time: 0.1646241248, other_time: 2.8620948792
epoch time: 7.1483960152s, input_fired_time: 0.1361084133, output_fired_time: 0.0000000000, propagate_forward_time: 6.5020260811, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5102615356
validation[          , genome  5479] predictions:    9593/  10000 (95.93%), best:    9740/10000 (97.40%), error:      1377.66345, best error:       870.79590 on epoch:    71, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 90.6358489990s, input_fired_time: 1.1251792908, output_fired_time: 1.1665365696, propagate_forward_time: 33.7318191528, propagate_backward_time: 51.7422065735, weight_update_time: 0.1658493131, other_time: 2.8701057434
epoch time: 7.4040784836s, input_fired_time: 0.1385452896, output_fired_time: 0.0000000000, propagate_forward_time: 6.7497239113, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5158090591
validation[          , genome  5479] predictions:    9733/  10000 (97.33%), best:    9740/10000 (97.40%), error:       911.35510, best error:       870.79590 on epoch:    71, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 90.1400070190s, input_fired_time: 1.1093764305, output_fired_time: 1.1670593023, propagate_forward_time: 33.4906463623, propagate_backward_time: 51.5429954529, weight_update_time: 0.1649473906, other_time: 2.8299293518
epoch time: 7.5220212936s, input_fired_time: 0.1397285759, output_fired_time: 0.0000000000, propagate_forward_time: 6.8557453156, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5265474319
validation[          , genome  5479] predictions:    9722/  10000 (97.22%), best:    9740/10000 (97.40%), error:       948.91162, best error:       870.79590 on epoch:    71, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 89.2815780640s, input_fired_time: 1.1074415445, output_fired_time: 1.1575746536, propagate_forward_time: 33.0474205017, propagate_backward_time: 51.1312980652, weight_update_time: 0.1629484594, other_time: 2.8378372192
epoch time: 7.3742318153s, input_fired_time: 0.1389374882, output_fired_time: 0.0000000000, propagate_forward_time: 6.7076711655, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5276231766
validation[          , genome  5479] predictions:    9661/  10000 (96.61%), best:    9740/10000 (97.40%), error:      1129.07056, best error:       870.79590 on epoch:    71, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 90.2412872314s, input_fired_time: 1.1175847054, output_fired_time: 1.1687523127, propagate_forward_time: 33.4333915710, propagate_backward_time: 51.6514320374, weight_update_time: 0.1640138477, other_time: 2.8701248169
epoch time: 7.3571238518s, input_fired_time: 0.1368215382, output_fired_time: 0.0000000000, propagate_forward_time: 6.7066855431, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5136165619
validation[          , genome  5479] predictions:    9717/  10000 (97.17%), best:    9740/10000 (97.40%), error:       945.50421, best error:       870.79590 on epoch:    71, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 90.7749099731s, input_fired_time: 1.1260056496, output_fired_time: 1.1702731848, propagate_forward_time: 33.7239151001, propagate_backward_time: 51.8642158508, weight_update_time: 0.1656187475, other_time: 2.8904991150
epoch time: 7.5850205421s, input_fired_time: 0.1434538960, output_fired_time: 0.0000000000, propagate_forward_time: 6.9223599434, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5192065239
validation[          , genome  5479] predictions:    9665/  10000 (96.65%), best:    9740/10000 (97.40%), error:      1122.84875, best error:       870.79590 on epoch:    71, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 90.8039932251s, input_fired_time: 1.1204541922, output_fired_time: 1.1692678928, propagate_forward_time: 33.6626205444, propagate_backward_time: 51.9924087524, weight_update_time: 0.1632266045, other_time: 2.8592453003
epoch time: 7.2413377762s, input_fired_time: 0.1365290582, output_fired_time: 0.0000000000, propagate_forward_time: 6.5885272026, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5162816048
validation[          , genome  5479] predictions:    9699/  10000 (96.99%), best:    9740/10000 (97.40%), error:      1007.76544, best error:       870.79590 on epoch:    71, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 90.7949066162s, input_fired_time: 1.1241357327, output_fired_time: 1.1715663671, propagate_forward_time: 33.7888679504, propagate_backward_time: 51.8423461914, weight_update_time: 0.1679723859, other_time: 2.8679847717
epoch time: 7.4527668953s, input_fired_time: 0.1409328580, output_fired_time: 0.0000000000, propagate_forward_time: 6.7792649269, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5325689316
validation[          , genome  5479] predictions:    9713/  10000 (97.13%), best:    9740/10000 (97.40%), error:       968.37616, best error:       870.79590 on epoch:    71, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 89.7382125854s, input_fired_time: 1.1111263037, output_fired_time: 1.1625658274, propagate_forward_time: 33.3333740234, propagate_backward_time: 51.3005027771, weight_update_time: 0.1628317833, other_time: 2.8306388855
epoch time: 7.1233196259s, input_fired_time: 0.1344541162, output_fired_time: 0.0000000000, propagate_forward_time: 6.4909191132, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4979462624
validation[          , genome  5479] predictions:    9734/  10000 (97.34%), best:    9740/10000 (97.40%), error:       893.06299, best error:       870.79590 on epoch:    71, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 91.1498184204s, input_fired_time: 1.1304286718, output_fired_time: 1.1787145138, propagate_forward_time: 33.8757896423, propagate_backward_time: 52.0757255554, weight_update_time: 0.1672062576, other_time: 2.8891601563
epoch time: 7.3258152008s, input_fired_time: 0.1339826435, output_fired_time: 0.0000000000, propagate_forward_time: 6.6778850555, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5139474869
validation[          , genome  5479] predictions:    9658/  10000 (96.58%), best:    9740/10000 (97.40%), error:      1163.15784, best error:       870.79590 on epoch:    71, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 89.4972000122s, input_fired_time: 1.1079430580, output_fired_time: 1.1541420221, propagate_forward_time: 33.2114944458, propagate_backward_time: 51.1751937866, weight_update_time: 0.1633153111, other_time: 2.8484268188
epoch time: 7.4581637383s, input_fired_time: 0.1387688220, output_fired_time: 0.0000000000, propagate_forward_time: 6.8024125099, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5169825554
validation[          , genome  5479] predictions:    9705/  10000 (97.05%), best:    9740/10000 (97.40%), error:       960.12756, best error:       870.79590 on epoch:    71, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 90.5392990112s, input_fired_time: 1.1200711727, output_fired_time: 1.1714714766, propagate_forward_time: 33.6121711731, propagate_backward_time: 51.7891731262, weight_update_time: 0.1664911360, other_time: 2.8464126587
epoch time: 7.5438375473s, input_fired_time: 0.1428546607, output_fired_time: 0.0000000000, propagate_forward_time: 6.8882031441, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5127797127
validation[          , genome  5479] predictions:    9633/  10000 (96.33%), best:    9740/10000 (97.40%), error:      1274.29871, best error:       870.79590 on epoch:    71, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 90.3068847656s, input_fired_time: 1.1223955154, output_fired_time: 1.1575373411, propagate_forward_time: 33.6235046387, propagate_backward_time: 51.5493049622, weight_update_time: 0.1671888083, other_time: 2.8541374207
epoch time: 7.4072175026s, input_fired_time: 0.1360407323, output_fired_time: 0.0000000000, propagate_forward_time: 6.7561745644, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5150022507
validation[          , genome  5479] predictions:    9720/  10000 (97.20%), best:    9740/10000 (97.40%), error:       933.15466, best error:       870.79590 on epoch:    71, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 90.2800064087s, input_fired_time: 1.1216326952, output_fired_time: 1.1697136164, propagate_forward_time: 33.3285331726, propagate_backward_time: 51.7746887207, weight_update_time: 0.1643459946, other_time: 2.8854331970
epoch time: 7.1936707497s, input_fired_time: 0.1347461492, output_fired_time: 0.0000000000, propagate_forward_time: 6.5534725189, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5054521561
validation[          , genome  5479] predictions:    9732/  10000 (97.32%), best:    9740/10000 (97.40%), error:       882.68921, best error:       870.79590 on epoch:    71, 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: 37.0319328308s, input_fired_time: 0.6965583563, output_fired_time: 0.0000000000, propagate_forward_time: 33.6850738525, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6502990723
best training[          , genome  5479] predictions:   49301/  50000 (98.60%), best:    9740/10000 (97.40%), error:      2625.59570, best error:       870.79590 on epoch:    71, 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: 7.5532422066s, input_fired_time: 0.1407316625, output_fired_time: 0.0000000000, propagate_forward_time: 6.8869013786, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5256090164
   testing[          , genome  5479] predictions:    9765/  10000 (97.65%), best:    9740/10000 (97.40%), error:       793.83691, best error:       870.79590 on epoch:    71, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
16:05:36 (6756): called boinc_finish(0)

</stderr_txt>
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