Nameexact_genome_1512568488_43_6696_1
Workunit2604762
Created7 Dec 2017, 21:20:07 UTC
Sent7 Dec 2017, 21:28:33 UTC
Report deadline13 Dec 2017, 23:20:09 UTC
Received8 Dec 2017, 9:39:23 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID62687
Run time1 hours 27 min 18 sec
CPU time1 hours 23 min 33 sec
Validate stateValid
Credit1,519.38
Device peak FLOPS4.32 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size154.14 MB
Peak swap size157.13 MB
Peak disk usage1.71 MB

Stderr output

<core_client_version>7.6.33</core_client_version>
<![CDATA[
<stderr_txt>
me: 0.0000000000, other_time: 0.4043147564
validation[          , genome  6696] predictions:    9650/  10000 (96.50%), best:    9707/10000 (97.07%), error:      1113.67664, best error:       919.49097 on epoch:    19, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 46.3072547913s, input_fired_time: 0.7163010240, output_fired_time: 0.5875594020, propagate_forward_time: 16.4556236267, propagate_backward_time: 26.1529903412, weight_update_time: 0.1320182979, other_time: 2.3947811127
epoch time: 3.6146061420s, input_fired_time: 0.0732161775, output_fired_time: 0.0000000000, propagate_forward_time: 3.2169570923, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3244328499
validation[          , genome  6696] predictions:    9623/  10000 (96.23%), best:    9707/10000 (97.07%), error:      1147.87146, best error:       919.49097 on epoch:    19, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 48.5840415955s, input_fired_time: 0.8556395769, output_fired_time: 0.7132640481, propagate_forward_time: 16.9432315826, propagate_backward_time: 27.0806751251, weight_update_time: 0.1626965255, other_time: 2.9912300110
epoch time: 3.6745910645s, input_fired_time: 0.0806716979, output_fired_time: 0.0000000000, propagate_forward_time: 3.2312726974, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3626465797
validation[          , genome  6696] predictions:    9735/  10000 (97.35%), best:    9735/10000 (97.35%), error:       860.88678, best error:       860.88678 on epoch:    22, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 46.8176574707s, input_fired_time: 0.7366510034, output_fired_time: 0.6072133780, propagate_forward_time: 16.6048316956, propagate_backward_time: 26.4481792450, weight_update_time: 0.1353894025, other_time: 2.4207820892
epoch time: 3.6759884357s, input_fired_time: 0.0839336663, output_fired_time: 0.0000000000, propagate_forward_time: 3.2391798496, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3528749943
validation[          , genome  6696] predictions:    9690/  10000 (96.90%), best:    9735/10000 (97.35%), error:       972.37494, best error:       860.88678 on epoch:    22, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 47.9027404785s, input_fired_time: 0.7992370129, output_fired_time: 0.6269642115, propagate_forward_time: 16.9446277618, propagate_backward_time: 26.7657413483, weight_update_time: 0.1541560292, other_time: 2.7661705017
epoch time: 5.0981259346s, input_fired_time: 0.2182412595, output_fired_time: 0.0000000000, propagate_forward_time: 3.8680512905, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0118334293
validation[          , genome  6696] predictions:    9498/  10000 (94.98%), best:    9735/10000 (97.35%), error:      1554.63403, best error:       860.88678 on epoch:    22, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 45.2888069153s, input_fired_time: 0.6465534568, output_fired_time: 0.5175109506, propagate_forward_time: 16.2901630402, propagate_backward_time: 25.7320022583, weight_update_time: 0.1178417876, other_time: 2.1025791168
epoch time: 4.5014009476s, input_fired_time: 0.1545320749, output_fired_time: 0.0000000000, propagate_forward_time: 3.6504204273, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6964485645
validation[          , genome  6696] predictions:    9748/  10000 (97.48%), best:    9748/10000 (97.48%), error:       827.05518, best error:       827.05518 on epoch:    25, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 46.2532577515s, input_fired_time: 0.6881238222, output_fired_time: 0.5544808507, propagate_forward_time: 16.5353469849, propagate_backward_time: 26.2293090820, weight_update_time: 0.1290130466, other_time: 2.2459945679
epoch time: 3.5931351185s, input_fired_time: 0.0709697232, output_fired_time: 0.0000000000, propagate_forward_time: 3.2048027515, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3173625469
validation[          , genome  6696] predictions:    9733/  10000 (97.33%), best:    9748/10000 (97.48%), error:       884.41351, best error:       827.05518 on epoch:    25, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 49.7251129150s, input_fired_time: 0.8952615857, output_fired_time: 0.7398738861, propagate_forward_time: 17.3537273407, propagate_backward_time: 27.5886650085, weight_update_time: 0.1727671921, other_time: 3.1475887299
epoch time: 3.6020379066s, input_fired_time: 0.0735748038, output_fired_time: 0.0000000000, propagate_forward_time: 3.1991090775, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3293540478
validation[          , genome  6696] predictions:    9702/  10000 (97.02%), best:    9748/10000 (97.48%), error:       941.98773, best error:       827.05518 on epoch:    25, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 46.9253845215s, input_fired_time: 0.7146742344, output_fired_time: 0.5869963169, propagate_forward_time: 16.6954116821, propagate_backward_time: 26.5120983124, weight_update_time: 0.1375784725, other_time: 2.4162006378
epoch time: 3.5159854889s, input_fired_time: 0.0658561811, output_fired_time: 0.0000000000, propagate_forward_time: 3.1605131626, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2896161079
validation[          , genome  6696] predictions:    9674/  10000 (96.74%), best:    9748/10000 (97.48%), error:      1096.66895, best error:       827.05518 on epoch:    25, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 48.8556327820s, input_fired_time: 0.8930786252, output_fired_time: 0.7139841318, propagate_forward_time: 17.1462879181, propagate_backward_time: 27.1070613861, weight_update_time: 0.1696251631, other_time: 2.9952201843
epoch time: 3.6104700565s, input_fired_time: 0.0729272515, output_fired_time: 0.0000000000, propagate_forward_time: 3.2278330326, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3097097874
validation[          , genome  6696] predictions:    9708/  10000 (97.08%), best:    9748/10000 (97.48%), error:       917.69672, best error:       827.05518 on epoch:    25, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 47.0774993896s, input_fired_time: 0.7323142886, output_fired_time: 0.6049316525, propagate_forward_time: 16.6803092957, propagate_backward_time: 26.5904712677, weight_update_time: 0.1362378150, other_time: 2.4694728851
epoch time: 3.8073856831s, input_fired_time: 0.0919866338, output_fired_time: 0.0000000000, propagate_forward_time: 3.3142163754, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4011826515
validation[          , genome  6696] predictions:    9727/  10000 (97.27%), best:    9748/10000 (97.48%), error:       862.06360, best error:       827.05518 on epoch:    25, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 49.3465805054s, input_fired_time: 0.8667469025, output_fired_time: 0.7087183595, propagate_forward_time: 17.2366046906, propagate_backward_time: 27.6638851166, weight_update_time: 0.1604346633, other_time: 2.8706283569
epoch time: 4.9520692825s, input_fired_time: 0.1799347401, output_fired_time: 0.0000000000, propagate_forward_time: 3.9379384518, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8341963291
validation[          , genome  6696] predictions:    9715/  10000 (97.15%), best:    9748/10000 (97.48%), error:       912.38959, best error:       827.05518 on epoch:    25, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 45.5529251099s, input_fired_time: 0.6581328511, output_fired_time: 0.5275952816, propagate_forward_time: 16.3330879211, propagate_backward_time: 25.9263229370, weight_update_time: 0.1180648357, other_time: 2.1077842712
epoch time: 4.2739539146s, input_fired_time: 0.1402232647, output_fired_time: 0.0000000000, propagate_forward_time: 3.5030338764, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6306970119
validation[          , genome  6696] predictions:    9762/  10000 (97.62%), best:    9762/10000 (97.62%), error:       780.41888, best error:       780.41888 on epoch:    32, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 45.6163444519s, input_fired_time: 0.6594744325, output_fired_time: 0.5454516411, propagate_forward_time: 16.3049774170, propagate_backward_time: 25.9244594574, weight_update_time: 0.1206954494, other_time: 2.1819820404
epoch time: 4.2025151253s, input_fired_time: 0.1085276902, output_fired_time: 0.0000000000, propagate_forward_time: 3.5695593357, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5244281292
validation[          , genome  6696] predictions:    9722/  10000 (97.22%), best:    9762/10000 (97.62%), error:       918.06567, best error:       780.41888 on epoch:    32, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 50.5832328796s, input_fired_time: 0.9249490499, output_fired_time: 0.7522544861, propagate_forward_time: 17.6180629730, propagate_backward_time: 28.3631973267, weight_update_time: 0.1591361016, other_time: 2.9247684479
epoch time: 3.6298906803s, input_fired_time: 0.0782858431, output_fired_time: 0.0000000000, propagate_forward_time: 3.2125778198, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3390269279
validation[          , genome  6696] predictions:    9752/  10000 (97.52%), best:    9762/10000 (97.62%), error:       803.50513, best error:       780.41888 on epoch:    32, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 46.8209228516s, input_fired_time: 0.7396728396, output_fired_time: 0.5940625668, propagate_forward_time: 16.6015949249, propagate_backward_time: 26.4853839874, weight_update_time: 0.1329868734, other_time: 2.4002075195
epoch time: 3.5974495411s, input_fired_time: 0.0743122399, output_fired_time: 0.0000000000, propagate_forward_time: 3.2019636631, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3211736679
validation[          , genome  6696] predictions:    9733/  10000 (97.33%), best:    9762/10000 (97.62%), error:       904.52332, best error:       780.41888 on epoch:    32, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 48.6024360657s, input_fired_time: 0.8696060181, output_fired_time: 0.7249974012, propagate_forward_time: 16.9596271515, propagate_backward_time: 27.0898685455, weight_update_time: 0.1659622490, other_time: 2.9583358765
epoch time: 3.5742185116s, input_fired_time: 0.0702098683, output_fired_time: 0.0000000000, propagate_forward_time: 3.1894495487, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3145589828
validation[          , genome  6696] predictions:    9713/  10000 (97.13%), best:    9762/10000 (97.62%), error:       902.99591, best error:       780.41888 on epoch:    32, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 46.4473533630s, input_fired_time: 0.7220938802, output_fired_time: 0.5759586692, propagate_forward_time: 16.5061912537, propagate_backward_time: 26.2218360901, weight_update_time: 0.1347433627, other_time: 2.4212722778
epoch time: 3.7882633209s, input_fired_time: 0.0882497653, output_fired_time: 0.0000000000, propagate_forward_time: 3.3023076057, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3977060318
validation[          , genome  6696] predictions:    9751/  10000 (97.51%), best:    9762/10000 (97.62%), error:       855.66730, best error:       780.41888 on epoch:    32, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 48.4456329346s, input_fired_time: 0.8321082592, output_fired_time: 0.6868629456, propagate_forward_time: 16.9566040039, propagate_backward_time: 27.1433601379, weight_update_time: 0.1633169800, other_time: 2.8266983032
epoch time: 4.3991727829s, input_fired_time: 0.1396121085, output_fired_time: 0.0000000000, propagate_forward_time: 3.6052770615, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6542835236
validation[          , genome  6696] predictions:    9751/  10000 (97.51%), best:    9762/10000 (97.62%), error:       860.65472, best error:       780.41888 on epoch:    32, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 45.7402496338s, input_fired_time: 0.6724702120, output_fired_time: 0.5387082100, propagate_forward_time: 16.3596782684, propagate_backward_time: 26.0274944305, weight_update_time: 0.1222104356, other_time: 2.1418991089
epoch time: 4.6932063103s, input_fired_time: 0.1717396080, output_fired_time: 0.0000000000, propagate_forward_time: 3.7478501797, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7736165524
validation[          , genome  6696] predictions:    9673/  10000 (96.73%), best:    9762/10000 (97.62%), error:      1077.11194, best error:       780.41888 on epoch:    32, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 44.9091758728s, input_fired_time: 0.6243420839, output_fired_time: 0.4995678663, propagate_forward_time: 16.1364707947, propagate_backward_time: 25.6465148926, weight_update_time: 0.1135390922, other_time: 2.0022773743
epoch time: 4.7082881927s, input_fired_time: 0.1874066740, output_fired_time: 0.0000000000, propagate_forward_time: 3.6807863712, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8400952816
validation[          , genome  6696] predictions:    9740/  10000 (97.40%), best:    9762/10000 (97.62%), error:       848.84961, best error:       780.41888 on epoch:    32, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 47.9654464722s, input_fired_time: 0.8406468034, output_fired_time: 0.6689406037, propagate_forward_time: 16.8773880005, propagate_backward_time: 26.7721118927, weight_update_time: 0.1540994942, other_time: 2.8063564301
epoch time: 3.5928556919s, input_fired_time: 0.0752288178, output_fired_time: 0.0000000000, propagate_forward_time: 3.1836853027, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3339414597
validation[          , genome  6696] predictions:    9752/  10000 (97.52%), best:    9762/10000 (97.62%), error:       801.19580, best error:       780.41888 on epoch:    32, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 46.2508506775s, input_fired_time: 0.7162726521, output_fired_time: 0.5811963081, propagate_forward_time: 16.5005359650, propagate_backward_time: 26.0919647217, weight_update_time: 0.1332011223, other_time: 2.3608798981
epoch time: 3.9081218243s, input_fired_time: 0.1025305912, output_fired_time: 0.0000000000, propagate_forward_time: 3.3585920334, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4469993114
validation[          , genome  6696] predictions:    9743/  10000 (97.43%), best:    9762/10000 (97.62%), error:       803.48694, best error:       780.41888 on epoch:    32, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 48.9610328674s, input_fired_time: 0.8699939847, output_fired_time: 0.7210571170, propagate_forward_time: 17.1096897125, propagate_backward_time: 27.2546157837, weight_update_time: 0.1700563133, other_time: 3.0056743622
epoch time: 3.7676386833s, input_fired_time: 0.0911870450, output_fired_time: 0.0000000000, propagate_forward_time: 3.2804996967, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3959519863
validation[          , genome  6696] predictions:    9753/  10000 (97.53%), best:    9762/10000 (97.62%), error:       794.49768, best error:       780.41888 on epoch:    32, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 46.2538833618s, input_fired_time: 0.7298296690, output_fired_time: 0.5822862387, propagate_forward_time: 16.4568519592, propagate_backward_time: 26.0877246857, weight_update_time: 0.1388749182, other_time: 2.3971920013
epoch time: 3.5618910789s, input_fired_time: 0.0710173175, output_fired_time: 0.0000000000, propagate_forward_time: 3.1823711395, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3085026741
validation[          , genome  6696] predictions:    9709/  10000 (97.09%), best:    9762/10000 (97.62%), error:       979.42145, best error:       780.41888 on epoch:    32, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 46.9884605408s, input_fired_time: 0.7634986043, output_fired_time: 0.6172078252, propagate_forward_time: 16.6982383728, propagate_backward_time: 26.3553943634, weight_update_time: 0.1434311271, other_time: 2.5541210175
epoch time: 4.4312191010s, input_fired_time: 0.1440935582, output_fired_time: 0.0000000000, propagate_forward_time: 3.5276072025, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7595183849
validation[          , genome  6696] predictions:    9757/  10000 (97.57%), best:    9757/10000 (97.57%), error:       780.35394, best error:       780.35394 on epoch:    45, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 46.0646667480s, input_fired_time: 0.7290037274, output_fired_time: 0.5731396675, propagate_forward_time: 16.4138736725, propagate_backward_time: 25.9851779938, weight_update_time: 0.1286728084, other_time: 2.3634719849
epoch time: 3.5776166916s, input_fired_time: 0.0745999366, output_fired_time: 0.0000000000, propagate_forward_time: 3.1786010265, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3244156837
validation[          , genome  6696] predictions:    9763/  10000 (97.63%), best:    9757/10000 (97.57%), error:       831.97272, best error:       780.35394 on epoch:    45, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 46.3147544861s, input_fired_time: 0.7353001833, output_fired_time: 0.5955839157, propagate_forward_time: 16.4942932129, propagate_backward_time: 26.0500316620, weight_update_time: 0.1362205744, other_time: 2.4395427704
epoch time: 3.5845589638s, input_fired_time: 0.0735041797, output_fired_time: 0.0000000000, propagate_forward_time: 3.1906564236, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3203983307
validation[          , genome  6696] predictions:    9744/  10000 (97.44%), best:    9757/10000 (97.57%), error:       817.02979, best error:       780.35394 on epoch:    45, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 48.5014381409s, input_fired_time: 0.8512967229, output_fired_time: 0.6870903373, propagate_forward_time: 16.9679374695, propagate_backward_time: 26.9386692047, weight_update_time: 0.1639679074, other_time: 3.0564441681
epoch time: 4.0853638649s, input_fired_time: 0.1179833487, output_fired_time: 0.0000000000, propagate_forward_time: 3.4556717873, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5117087364
validation[          , genome  6696] predictions:    9688/  10000 (96.88%), best:    9757/10000 (97.57%), error:       964.97461, best error:       780.35394 on epoch:    45, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 45.9534416199s, input_fired_time: 0.7136889100, output_fired_time: 0.5701751113, propagate_forward_time: 16.3641357422, propagate_backward_time: 26.0054359436, weight_update_time: 0.1284528673, other_time: 2.3000068665
epoch time: 3.5434613228s, input_fired_time: 0.0702524930, output_fired_time: 0.0000000000, propagate_forward_time: 3.1528759003, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3203330040
validation[          , genome  6696] predictions:    9730/  10000 (97.30%), best:    9757/10000 (97.57%), error:       847.43604, best error:       780.35394 on epoch:    45, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 50.0911102295s, input_fired_time: 0.9314953089, output_fired_time: 0.7367851138, propagate_forward_time: 17.4685058594, propagate_backward_time: 27.9475517273, weight_update_time: 0.1651882231, other_time: 3.0067710876
epoch time: 3.6123619080s, input_fired_time: 0.0737794638, output_fired_time: 0.0000000000, propagate_forward_time: 3.2170267105, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3215556145
validation[          , genome  6696] predictions:    9757/  10000 (97.57%), best:    9757/10000 (97.57%), error:       816.04065, best error:       780.35394 on epoch:    45, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 47.2799568176s, input_fired_time: 0.7503870726, output_fired_time: 0.5989870429, propagate_forward_time: 16.8072853088, propagate_backward_time: 26.6166934967, weight_update_time: 0.1346901953, other_time: 2.5066051483
epoch time: 3.5557458401s, input_fired_time: 0.0702605769, output_fired_time: 0.0000000000, propagate_forward_time: 3.1843364239, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3011488914
validation[          , genome  6696] predictions:    9703/  10000 (97.03%), best:    9757/10000 (97.57%), error:       986.10779, best error:       780.35394 on epoch:    45, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 47.6442489624s, input_fired_time: 0.7558909059, output_fired_time: 0.6390675902, propagate_forward_time: 16.8021450043, propagate_backward_time: 26.9350566864, weight_update_time: 0.1382959038, other_time: 2.5120887756
epoch time: 4.5414471626s, input_fired_time: 0.1479691714, output_fired_time: 0.0000000000, propagate_forward_time: 3.6537392139, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7397387028
validation[          , genome  6696] predictions:    9722/  10000 (97.22%), best:    9757/10000 (97.57%), error:       880.23151, best error:       780.35394 on epoch:    45, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 46.8487396240s, input_fired_time: 0.7339679599, output_fired_time: 0.5682862401, propagate_forward_time: 16.7398738861, propagate_backward_time: 26.4482421875, weight_update_time: 0.1407922208, other_time: 2.3583698273
epoch time: 3.5116353035s, input_fired_time: 0.0659989864, output_fired_time: 0.0000000000, propagate_forward_time: 3.1441946030, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3014416695
validation[          , genome  6696] predictions:    9768/  10000 (97.68%), best:    9757/10000 (97.57%), error:       811.72131, best error:       780.35394 on epoch:    45, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 46.7664604187s, input_fired_time: 0.7460142374, output_fired_time: 0.5981153250, propagate_forward_time: 16.5885181427, propagate_backward_time: 26.4245414734, weight_update_time: 0.1340885907, other_time: 2.4092731476
epoch time: 3.6156933308s, input_fired_time: 0.0754060969, output_fired_time: 0.0000000000, propagate_forward_time: 3.2179851532, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3223021030
validation[          , genome  6696] predictions:    9665/  10000 (96.65%), best:    9757/10000 (97.57%), error:      1059.05798, best error:       780.35394 on epoch:    45, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 48.9948348999s, input_fired_time: 0.8887894154, output_fired_time: 0.7139167786, propagate_forward_time: 17.1802005768, propagate_backward_time: 27.1809139252, weight_update_time: 0.1742858589, other_time: 3.0310134888
epoch time: 3.8108928204s, input_fired_time: 0.0967909843, output_fired_time: 0.0000000000, propagate_forward_time: 3.3080999851, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4060018063
validation[          , genome  6696] predictions:    9707/  10000 (97.07%), best:    9757/10000 (97.57%), error:       882.43555, best error:       780.35394 on epoch:    45, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 47.3617057800s, input_fired_time: 0.7144989967, output_fired_time: 0.6124613881, propagate_forward_time: 16.7798786163, propagate_backward_time: 26.8516654968, weight_update_time: 0.1387022287, other_time: 2.4032001495
epoch time: 4.3064594269s, input_fired_time: 0.1311796755, output_fired_time: 0.0000000000, propagate_forward_time: 3.5931026936, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5821769238
validation[          , genome  6696] predictions:    9706/  10000 (97.06%), best:    9757/10000 (97.57%), error:       927.73010, best error:       780.35394 on epoch:    45, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 48.6244239807s, input_fired_time: 0.8500018120, output_fired_time: 0.7079489231, propagate_forward_time: 16.9387207031, propagate_backward_time: 27.1894626617, weight_update_time: 0.1628662497, other_time: 2.9382877350
epoch time: 3.6822626591s, input_fired_time: 0.0836621672, output_fired_time: 0.0000000000, propagate_forward_time: 3.2445664406, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3540339470
validation[          , genome  6696] predictions:    9721/  10000 (97.21%), best:    9757/10000 (97.57%), error:       928.85858, best error:       780.35394 on epoch:    45, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 46.8697700500s, input_fired_time: 0.7473942637, output_fired_time: 0.5991529226, propagate_forward_time: 16.6432895660, propagate_backward_time: 26.4490833282, weight_update_time: 0.1361522824, other_time: 2.4308509827
epoch time: 3.6378192902s, input_fired_time: 0.0760713667, output_fired_time: 0.0000000000, propagate_forward_time: 3.2331576347, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3285903931
validation[          , genome  6696] predictions:    9757/  10000 (97.57%), best:    9757/10000 (97.57%), error:       806.41498, best error:       780.35394 on epoch:    45, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 46.9331817627s, input_fired_time: 0.7425388098, output_fired_time: 0.5954447985, propagate_forward_time: 16.6614837646, propagate_backward_time: 26.5187339783, weight_update_time: 0.1371680796, other_time: 2.4149818420
epoch time: 4.3738288879s, input_fired_time: 0.1478550881, output_fired_time: 0.0000000000, propagate_forward_time: 3.5844168663, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6415567398
validation[          , genome  6696] predictions:    9771/  10000 (97.71%), best:    9771/10000 (97.71%), error:       776.03223, best error:       776.03223 on epoch:    59, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 47.3126335144s, input_fired_time: 0.7885102630, output_fired_time: 0.6111580729, propagate_forward_time: 16.8752250671, propagate_backward_time: 26.5517215729, weight_update_time: 0.1395886540, other_time: 2.4860210419
epoch time: 3.6194086075s, input_fired_time: 0.0773832798, output_fired_time: 0.0000000000, propagate_forward_time: 3.2211706638, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3208546638
validation[          , genome  6696] predictions:    9737/  10000 (97.37%), best:    9771/10000 (97.71%), error:       842.23474, best error:       776.03223 on epoch:    59, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 46.6676368713s, input_fired_time: 0.7275766730, output_fired_time: 0.5961776376, propagate_forward_time: 16.5969352722, propagate_backward_time: 26.2827682495, weight_update_time: 0.1398053914, other_time: 2.4641799927
epoch time: 3.7089543343s, input_fired_time: 0.0858296528, output_fired_time: 0.0000000000, propagate_forward_time: 3.2532055378, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3699190617
validation[          , genome  6696] predictions:    9718/  10000 (97.18%), best:    9771/10000 (97.71%), error:       896.44647, best error:       776.03223 on epoch:    59, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 48.5880622864s, input_fired_time: 0.8868595958, output_fired_time: 0.7126029730, propagate_forward_time: 17.0254058838, propagate_backward_time: 27.0075550079, weight_update_time: 0.1631468236, other_time: 2.9556369781
epoch time: 4.1906609535s, input_fired_time: 0.1254889071, output_fired_time: 0.0000000000, propagate_forward_time: 3.4766201973, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5885519981
validation[          , genome  6696] predictions:    9765/  10000 (97.65%), best:    9771/10000 (97.71%), error:       781.22614, best error:       776.03223 on epoch:    59, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 46.6242561340s, input_fired_time: 0.7096672058, output_fired_time: 0.5706102252, propagate_forward_time: 16.6378593445, propagate_backward_time: 26.3796539307, weight_update_time: 0.1522458345, other_time: 2.3264656067
epoch time: 3.7612640858s, input_fired_time: 0.0875564441, output_fired_time: 0.0000000000, propagate_forward_time: 3.2830886841, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3906190395
validation[          , genome  6696] predictions:    9757/  10000 (97.57%), best:    9771/10000 (97.71%), error:       812.27258, best error:       776.03223 on epoch:    59, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 48.4313163757s, input_fired_time: 0.8645492196, output_fired_time: 0.7264714241, propagate_forward_time: 16.9794769287, propagate_backward_time: 26.9864654541, weight_update_time: 0.1544614583, other_time: 2.8743553162
epoch time: 3.5244135857s, input_fired_time: 0.0655585825, output_fired_time: 0.0000000000, propagate_forward_time: 3.1669712067, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2918837070
validation[          , genome  6696] predictions:    9768/  10000 (97.68%), best:    9771/10000 (97.71%), error:       784.81995, best error:       776.03223 on epoch:    59, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 46.7400970459s, input_fired_time: 0.7358155251, output_fired_time: 0.6037706137, propagate_forward_time: 16.6072597504, propagate_backward_time: 26.3645935059, weight_update_time: 0.1343041956, other_time: 2.4286556244
epoch time: 3.5791618824s, input_fired_time: 0.0737564340, output_fired_time: 0.0000000000, propagate_forward_time: 3.1802415848, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3251638412
validation[          , genome  6696] predictions:    9757/  10000 (97.57%), best:    9771/10000 (97.71%), error:       807.12225, best error:       776.03223 on epoch:    59, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 46.4961776733s, input_fired_time: 0.7112109065, output_fired_time: 0.5716090798, propagate_forward_time: 16.6203460693, propagate_backward_time: 26.2382450104, weight_update_time: 0.1271774471, other_time: 2.3547649384
epoch time: 4.3796072006s, input_fired_time: 0.1611798853, output_fired_time: 0.0000000000, propagate_forward_time: 3.5627386570, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6556885242
validation[          , genome  6696] predictions:    9696/  10000 (96.96%), best:    9771/10000 (97.71%), error:       978.85870, best error:       776.03223 on epoch:    59, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 46.7685775757s, input_fired_time: 0.7587679625, output_fired_time: 0.6063902378, propagate_forward_time: 16.5468463898, propagate_backward_time: 26.3344802856, weight_update_time: 0.1395506263, other_time: 2.5220928192
epoch time: 3.6839845181s, input_fired_time: 0.0676246658, output_fired_time: 0.0000000000, propagate_forward_time: 3.3645100594, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2518498898
validation[          , genome  6696] predictions:    9760/  10000 (97.60%), best:    9771/10000 (97.71%), error:       825.92889, best error:       776.03223 on epoch:    59, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 45.7134819031s, input_fired_time: 0.6224181056, output_fired_time: 0.4996915460, propagate_forward_time: 16.4546947479, propagate_backward_time: 26.0867042542, weight_update_time: 0.1079075485, other_time: 2.0499744415
epoch time: 3.7462770939s, input_fired_time: 0.0932497084, output_fired_time: 0.0000000000, propagate_forward_time: 3.2155652046, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4374620914
validation[          , genome  6696] predictions:    9748/  10000 (97.48%), best:    9771/10000 (97.71%), error:       780.31140, best error:       776.03223 on epoch:    59, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 45.2199516296s, input_fired_time: 0.7247648835, output_fired_time: 0.5898881555, propagate_forward_time: 16.0282707214, propagate_backward_time: 25.5989608765, weight_update_time: 0.1358102411, other_time: 2.2780647278
epoch time: 3.7257959843s, input_fired_time: 0.0936866999, output_fired_time: 0.0000000000, propagate_forward_time: 3.2045202255, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4275889397
validation[          , genome  6696] predictions:    9731/  10000 (97.31%), best:    9771/10000 (97.71%), error:       898.32391, best error:       776.03223 on epoch:    59, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 46.2716178894s, input_fired_time: 0.7427793145, output_fired_time: 0.5998761058, propagate_forward_time: 16.4551544189, propagate_backward_time: 26.0317687988, weight_update_time: 0.1379259825, other_time: 2.4420394897
epoch time: 3.8666913509s, input_fired_time: 0.0976938903, output_fired_time: 0.0000000000, propagate_forward_time: 3.2986118793, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4703855515
validation[          , genome  6696] predictions:    9768/  10000 (97.68%), best:    9771/10000 (97.71%), error:       780.34851, best error:       776.03223 on epoch:    59, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 45.8423538208s, input_fired_time: 0.7403441668, output_fired_time: 0.6026024818, propagate_forward_time: 16.3056182861, propagate_backward_time: 25.8531837463, weight_update_time: 0.1301569492, other_time: 2.3406028748
epoch time: 3.7713377476s, input_fired_time: 0.0934154466, output_fired_time: 0.0000000000, propagate_forward_time: 3.2392852306, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4386370182
validation[          , genome  6696] predictions:    9734/  10000 (97.34%), best:    9771/10000 (97.71%), error:       864.55841, best error:       776.03223 on epoch:    59, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 45.3332481384s, input_fired_time: 0.7222080827, output_fired_time: 0.5957146287, propagate_forward_time: 16.1293525696, propagate_backward_time: 25.5764274597, weight_update_time: 0.1281188577, other_time: 2.3095436096
epoch time: 3.8763456345s, input_fired_time: 0.1007266492, output_fired_time: 0.0000000000, propagate_forward_time: 3.3098874092, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4657316208
validation[          , genome  6696] predictions:    9741/  10000 (97.41%), best:    9771/10000 (97.71%), error:       803.86884, best error:       776.03223 on epoch:    59, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 45.8535919189s, input_fired_time: 0.7363160253, output_fired_time: 0.6033201218, propagate_forward_time: 16.2946929932, propagate_backward_time: 25.8299293518, weight_update_time: 0.1338845640, other_time: 2.3893318176
epoch time: 3.7856013775s, input_fired_time: 0.0954539329, output_fired_time: 0.0000000000, propagate_forward_time: 3.2495980263, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4405493736
validation[          , genome  6696] predictions:    9754/  10000 (97.54%), best:    9771/10000 (97.71%), error:       810.69818, best error:       776.03223 on epoch:    59, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

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_43_6696.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_43_6696_1_r156448100_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: 0.978991
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.000280838
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 1.12335e-05
read weight_decay_delta: 0.95
read batch_size: 50
read epsilon: 1e-07
read alpha: 0.1
read input_dropout_probability: 0
read hidden_dropout_probability: 0
read velocity_reset: 1000
read epoch: 74
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 59
read number_validation_images: 10000
read best_validation_predictions: 9771
read best_validation_error: 776.032
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: 6696
read normal distribution: '0 0.28688183426857 -1.31927692890167'
generator_str: '1602473678'
read generator: 1602473678
read generated_by_map:
1 change_size 1
reading 19 nodes.
reading 45 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: 46.4406242370605s, input_fired_time: 0.695977568626404, output_fired_time: 0.560286223888397, propagate_forward_time: 16.5749816894531, propagate_backward_time: 26.2993144989014, weight_update_time: 0.126162245869637, other_time: 2.3100643157959
epoch time: 3.78766441345215s, input_fired_time: 0.089802660048008, output_fired_time: 0, propagate_forward_time: 3.29749798774719, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.400363683700562
validation[          , genome  6696] predictions:    9720/  10000 (97.20%), best:    9771/10000 (97.71%), error:       925.61890, best error:       776.03223 on epoch:    59, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 46.5777244568s, input_fired_time: 0.7306897640, output_fired_time: 0.5757253170, propagate_forward_time: 16.6432437897, propagate_backward_time: 26.3147449493, weight_update_time: 0.1305025369, other_time: 2.3133201599
epoch time: 3.7878425121s, input_fired_time: 0.0913176015, output_fired_time: 0.0000000000, propagate_forward_time: 3.2866189480, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4099059105
validation[          , genome  6696] predictions:    9743/  10000 (97.43%), best:    9771/10000 (97.71%), error:       834.00623, best error:       776.03223 on epoch:    59, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 49.5037689209s, input_fired_time: 0.9205193520, output_fired_time: 0.7320468426, propagate_forward_time: 17.3585205078, propagate_backward_time: 27.4369392395, weight_update_time: 0.1656543911, other_time: 3.0557403564
epoch time: 3.8134500980s, input_fired_time: 0.0928503275, output_fired_time: 0.0000000000, propagate_forward_time: 3.3055815697, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4150180817
validation[          , genome  6696] predictions:    9775/  10000 (97.75%), best:    9775/10000 (97.75%), error:       769.35712, best error:       769.35712 on epoch:    76, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 45.9875221252s, input_fired_time: 0.6951013207, output_fired_time: 0.5453455448, propagate_forward_time: 16.4545459747, propagate_backward_time: 26.0562038422, weight_update_time: 0.1272862554, other_time: 2.2363243103
epoch time: 3.9763541222s, input_fired_time: 0.1070021316, output_fired_time: 0.0000000000, propagate_forward_time: 3.3899731636, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4793789387
validation[          , genome  6696] predictions:    9763/  10000 (97.63%), best:    9775/10000 (97.75%), error:       791.97754, best error:       769.35712 on epoch:    76, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 46.4522781372s, input_fired_time: 0.7126193047, output_fired_time: 0.5669298768, propagate_forward_time: 16.6105308533, propagate_backward_time: 26.3054180145, weight_update_time: 0.1270586252, other_time: 2.2567806244
epoch time: 3.7960779667s, input_fired_time: 0.0915555507, output_fired_time: 0.0000000000, propagate_forward_time: 3.2978374958, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4066848755
validation[          , genome  6696] predictions:    9766/  10000 (97.66%), best:    9775/10000 (97.75%), error:       799.67834, best error:       769.35712 on epoch:    76, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 47.7830963135s, input_fired_time: 0.7951809168, output_fired_time: 0.6349251866, propagate_forward_time: 16.8876590729, propagate_backward_time: 26.8766670227, weight_update_time: 0.1455111206, other_time: 2.5886631012
epoch time: 3.7913613319s, input_fired_time: 0.0903998092, output_fired_time: 0.0000000000, propagate_forward_time: 3.2895903587, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4113712311
validation[          , genome  6696] predictions:    9738/  10000 (97.38%), best:    9775/10000 (97.75%), error:       840.51044, best error:       769.35712 on epoch:    76, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 46.7422714233s, input_fired_time: 0.7104555368, output_fired_time: 0.5730005503, propagate_forward_time: 16.6825733185, propagate_backward_time: 26.4104728699, weight_update_time: 0.1330115199, other_time: 2.3657665253
epoch time: 3.8732318878s, input_fired_time: 0.0923060849, output_fired_time: 0.0000000000, propagate_forward_time: 3.3528251648, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4281005859
validation[          , genome  6696] predictions:    9766/  10000 (97.66%), best:    9766/10000 (97.66%), error:       753.74463, best error:       753.74463 on epoch:    80, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 49.3158226013s, input_fired_time: 0.7679072022, output_fired_time: 0.6609871984, propagate_forward_time: 17.3556156158, propagate_backward_time: 28.1894187927, weight_update_time: 0.1314962506, other_time: 2.3418941498
epoch time: 4.7409377098s, input_fired_time: 0.1761404872, output_fired_time: 0.0000000000, propagate_forward_time: 3.6948244572, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8699729443
validation[          , genome  6696] predictions:    9741/  10000 (97.41%), best:    9766/10000 (97.66%), error:       856.81494, best error:       753.74463 on epoch:    80, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 51.4303054810s, input_fired_time: 0.9241462350, output_fired_time: 0.7602023482, propagate_forward_time: 17.8785915375, propagate_backward_time: 28.9307308197, weight_update_time: 0.1662136465, other_time: 2.9366378784
epoch time: 3.8403155804s, input_fired_time: 0.0946841165, output_fired_time: 0.0000000000, propagate_forward_time: 3.3596904278, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3859410286
validation[          , genome  6696] predictions:    9762/  10000 (97.62%), best:    9766/10000 (97.66%), error:       806.96362, best error:       753.74463 on epoch:    80, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 48.3439292908s, input_fired_time: 0.7627414465, output_fired_time: 0.6343531013, propagate_forward_time: 17.0939731598, propagate_backward_time: 27.4879417419, weight_update_time: 0.1274051219, other_time: 2.3649196625
epoch time: 3.8074402809s, input_fired_time: 0.0916653648, output_fired_time: 0.0000000000, propagate_forward_time: 3.3021416664, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4136333466
validation[          , genome  6696] predictions:    9748/  10000 (97.48%), best:    9766/10000 (97.66%), error:       821.94501, best error:       753.74463 on epoch:    80, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 48.4825439453s, input_fired_time: 0.8015012741, output_fired_time: 0.6402134895, propagate_forward_time: 17.0895938873, propagate_backward_time: 27.4041881561, weight_update_time: 0.1452104747, other_time: 2.5470466614
epoch time: 4.2123432159s, input_fired_time: 0.1220297292, output_fired_time: 0.0000000000, propagate_forward_time: 3.5853905678, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5049228668
validation[          , genome  6696] predictions:    9766/  10000 (97.66%), best:    9766/10000 (97.66%), error:       797.48187, best error:       753.74463 on epoch:    80, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 47.0095710754s, input_fired_time: 0.7322917581, output_fired_time: 0.5616880655, propagate_forward_time: 16.7163867950, propagate_backward_time: 26.6613349915, weight_update_time: 0.1322370917, other_time: 2.3378696442
epoch time: 3.8365421295s, input_fired_time: 0.0916753262, output_fired_time: 0.0000000000, propagate_forward_time: 3.3212509155, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4236159325
validation[          , genome  6696] predictions:    9762/  10000 (97.62%), best:    9766/10000 (97.66%), error:       787.11078, best error:       753.74463 on epoch:    80, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 48.9726676941s, input_fired_time: 0.7783247828, output_fired_time: 0.6261302233, propagate_forward_time: 17.2053375244, propagate_backward_time: 27.9382762909, weight_update_time: 0.1333101094, other_time: 2.4246006012
epoch time: 3.9583101273s, input_fired_time: 0.1007275954, output_fired_time: 0.0000000000, propagate_forward_time: 3.4322476387, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4253349304
validation[          , genome  6696] predictions:    9754/  10000 (97.54%), best:    9766/10000 (97.66%), error:       821.48907, best error:       753.74463 on epoch:    80, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 53.1316986084s, input_fired_time: 1.0064533949, output_fired_time: 0.8352870345, propagate_forward_time: 18.2751045227, propagate_backward_time: 29.8488998413, weight_update_time: 0.1716826707, other_time: 3.1659545898
epoch time: 3.8655712605s, input_fired_time: 0.0914812237, output_fired_time: 0.0000000000, propagate_forward_time: 3.3258733749, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4482166767
validation[          , genome  6696] predictions:    9758/  10000 (97.58%), best:    9766/10000 (97.66%), error:       796.82471, best error:       753.74463 on epoch:    80, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 45.6666908264s, input_fired_time: 0.6833015680, output_fired_time: 0.5305193663, propagate_forward_time: 16.3191890717, propagate_backward_time: 25.9184284210, weight_update_time: 0.1225942075, other_time: 2.2152557373
epoch time: 3.8003635406s, input_fired_time: 0.0881561115, output_fired_time: 0.0000000000, propagate_forward_time: 3.3101062775, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4021010399
validation[          , genome  6696] predictions:    9756/  10000 (97.56%), best:    9766/10000 (97.66%), error:       794.49719, best error:       753.74463 on epoch:    80, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 46.5209579468s, input_fired_time: 0.7117298245, output_fired_time: 0.5672466755, propagate_forward_time: 16.5561962128, propagate_backward_time: 26.3564147949, weight_update_time: 0.1286647171, other_time: 2.3293704987
epoch time: 3.7919263840s, input_fired_time: 0.0915303603, output_fired_time: 0.0000000000, propagate_forward_time: 3.2958540916, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4045419693
validation[          , genome  6696] predictions:    9756/  10000 (97.56%), best:    9766/10000 (97.66%), error:       820.99286, best error:       753.74463 on epoch:    80, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 47.2298316956s, input_fired_time: 0.7704930902, output_fired_time: 0.6295073628, propagate_forward_time: 16.7510967255, propagate_backward_time: 26.5316162109, weight_update_time: 0.1404227465, other_time: 2.5471172333
epoch time: 3.7658624649s, input_fired_time: 0.0854446068, output_fired_time: 0.0000000000, propagate_forward_time: 3.2729773521, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4074404240
validation[          , genome  6696] predictions:    9723/  10000 (97.23%), best:    9766/10000 (97.66%), error:       907.89569, best error:       753.74463 on epoch:    80, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 46.1576881409s, input_fired_time: 0.7315704823, output_fired_time: 0.5669357777, propagate_forward_time: 16.5277385712, propagate_backward_time: 26.0435600281, weight_update_time: 0.1268150955, other_time: 2.2878818512
epoch time: 3.7473940849s, input_fired_time: 0.0862868205, output_fired_time: 0.0000000000, propagate_forward_time: 3.2422318459, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4188754559
validation[          , genome  6696] predictions:    9743/  10000 (97.43%), best:    9766/10000 (97.66%), error:       816.45618, best error:       753.74463 on epoch:    80, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 46.0268402100s, input_fired_time: 0.6986413598, output_fired_time: 0.5714961290, propagate_forward_time: 16.4790592194, propagate_backward_time: 26.0500755310, weight_update_time: 0.1235801652, other_time: 2.2275676727
epoch time: 3.6877655983s, input_fired_time: 0.0827922598, output_fired_time: 0.0000000000, propagate_forward_time: 3.2023279667, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4026453495
validation[          , genome  6696] predictions:    9757/  10000 (97.57%), best:    9766/10000 (97.66%), error:       831.94263, best error:       753.74463 on epoch:    80, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 50.2444534302s, input_fired_time: 0.9543604255, output_fired_time: 0.7520954013, propagate_forward_time: 17.5108547211, propagate_backward_time: 27.9642810822, weight_update_time: 0.1701832861, other_time: 3.0628623962
epoch time: 3.9235162735s, input_fired_time: 0.1000483185, output_fired_time: 0.0000000000, propagate_forward_time: 3.4030849934, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4203829765
validation[          , genome  6696] predictions:    9763/  10000 (97.63%), best:    9766/10000 (97.66%), error:       829.36389, best error:       753.74463 on epoch:    80, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 50.0249099731s, input_fired_time: 0.7884808779, output_fired_time: 0.6761775017, propagate_forward_time: 17.5154609680, propagate_backward_time: 28.6316947937, weight_update_time: 0.1310433894, other_time: 2.4130935669
epoch time: 3.9673845768s, input_fired_time: 0.1031361222, output_fired_time: 0.0000000000, propagate_forward_time: 3.4623868465, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4018616676
validation[          , genome  6696] predictions:    9727/  10000 (97.27%), best:    9766/10000 (97.66%), error:       895.10736, best error:       753.74463 on epoch:    80, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 49.8301353455s, input_fired_time: 0.8147432804, output_fired_time: 0.6882627010, propagate_forward_time: 17.3942394257, propagate_backward_time: 28.4994297028, weight_update_time: 0.1313021481, other_time: 2.4334602356
epoch time: 4.9002313614s, input_fired_time: 0.1761144251, output_fired_time: 0.0000000000, propagate_forward_time: 3.9160015583, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8081152439
validation[          , genome  6696] predictions:    9749/  10000 (97.49%), best:    9766/10000 (97.66%), error:       845.09448, best error:       753.74463 on epoch:    80, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 48.9143371582s, input_fired_time: 0.7640083432, output_fired_time: 0.6503216028, propagate_forward_time: 17.1963634491, propagate_backward_time: 28.0841140747, weight_update_time: 0.1268440038, other_time: 2.2195301056
epoch time: 4.1195507050s, input_fired_time: 0.0998580232, output_fired_time: 0.0000000000, propagate_forward_time: 3.5920250416, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4276678562
validation[          , genome  6696] predictions:    9738/  10000 (97.38%), best:    9766/10000 (97.66%), error:       823.96442, best error:       753.74463 on epoch:    80, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 50.0509986877s, input_fired_time: 0.7937818766, output_fired_time: 0.6931461096, propagate_forward_time: 17.4616947174, propagate_backward_time: 28.7296562195, weight_update_time: 0.1299021989, other_time: 2.3727207184
epoch time: 3.9214668274s, input_fired_time: 0.1021007374, output_fired_time: 0.0000000000, propagate_forward_time: 3.4194922447, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3998737335
validation[          , genome  6696] predictions:    9741/  10000 (97.41%), best:    9766/10000 (97.66%), error:       815.38190, best error:       753.74463 on epoch:    80, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 49.4297065735s, input_fired_time: 0.8941223025, output_fired_time: 0.7169812322, propagate_forward_time: 17.1923255920, propagate_backward_time: 27.4702396393, weight_update_time: 0.1831347644, other_time: 3.1560382843
epoch time: 3.7686696053s, input_fired_time: 0.0867941603, output_fired_time: 0.0000000000, propagate_forward_time: 3.2800638676, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4018115997
validation[          , genome  6696] predictions:    9744/  10000 (97.44%), best:    9766/10000 (97.66%), error:       800.68665, best error:       753.74463 on epoch:    80, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 46.2691116333s, input_fired_time: 0.7049270868, output_fired_time: 0.5677701831, propagate_forward_time: 16.4812049866, propagate_backward_time: 26.2439346313, weight_update_time: 0.1267864406, other_time: 2.2712745667
epoch time: 3.8076639175s, input_fired_time: 0.0870323703, output_fired_time: 0.0000000000, propagate_forward_time: 3.3070631027, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4135684967
validation[          , genome  6696] predictions:    9716/  10000 (97.16%), best:    9766/10000 (97.66%), error:       896.06311, best error:       753.74463 on epoch:    80, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 46.4727325439s, input_fired_time: 0.7103991508, output_fired_time: 0.5704476237, propagate_forward_time: 16.5468425751, propagate_backward_time: 26.3278217316, weight_update_time: 0.1303880513, other_time: 2.3172225952
epoch time: 3.8375480175s, input_fired_time: 0.0901849195, output_fired_time: 0.0000000000, propagate_forward_time: 3.3289430141, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4184200764
validation[          , genome  6696] predictions:    9713/  10000 (97.13%), best:    9766/10000 (97.66%), error:       961.04218, best error:       753.74463 on epoch:    80, 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: 19.2664470673s, input_fired_time: 0.4494501650, output_fired_time: 0.0000000000, propagate_forward_time: 16.4717521667, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3452453613
best training[          , genome  6696] predictions:   49594/  50000 (99.19%), best:    9766/10000 (97.66%), error:      1603.65308, best error:       753.74463 on epoch:    80, 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: 4.8758335114s, input_fired_time: 0.1765881628, output_fired_time: 0.0000000000, propagate_forward_time: 3.9128625393, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7863829136
   testing[          , genome  6696] predictions:    9788/  10000 (97.88%), best:    9766/10000 (97.66%), error:       691.55206, best error:       753.74463 on epoch:    80, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
02:39:53 (11224): called boinc_finish(0)

</stderr_txt>
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