Nameexact_genome_1512568488_41_2172_0
Workunit2582124
Created6 Dec 2017, 22:26:20 UTC
Sent6 Dec 2017, 22:32:16 UTC
Report deadline11 Dec 2017, 8:19:52 UTC
Received7 Dec 2017, 8:05:23 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID49051
Run time2 hours 16 min 5 sec
CPU time2 hours 15 min 39 sec
Validate stateValid
Credit1,102.02
Device peak FLOPS1.56 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size151.32 MB
Peak swap size156.10 MB
Peak disk usage1.48 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
te_time: 0.0000000000, other_time: 0.4332470894
validation[          , genome  2172] predictions:    9373/  10000 (93.73%), best:    9511/10000 (95.11%), error:      2049.84888, best error:      1670.99866 on epoch:    11, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 74.4466476440s, input_fired_time: 0.6682081223, output_fired_time: 0.6181571484, propagate_forward_time: 28.2099666595, propagate_backward_time: 42.5070724487, weight_update_time: 0.1162373573, other_time: 2.4432449341
epoch time: 6.1360802650s, input_fired_time: 0.0843402222, output_fired_time: 0.0000000000, propagate_forward_time: 5.6101703644, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4415698051
validation[          , genome  2172] predictions:    9341/  10000 (93.41%), best:    9511/10000 (95.11%), error:      2186.32080, best error:      1670.99866 on epoch:    11, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 73.6875991821s, input_fired_time: 0.6696595550, output_fired_time: 0.6109750271, propagate_forward_time: 27.9226799011, propagate_backward_time: 42.0007553101, weight_update_time: 0.1163438931, other_time: 2.4835243225
epoch time: 5.9548964500s, input_fired_time: 0.0833919942, output_fired_time: 0.0000000000, propagate_forward_time: 5.4399275780, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4315767288
validation[          , genome  2172] predictions:    9534/  10000 (95.34%), best:    9534/10000 (95.34%), error:      1567.06787, best error:      1567.06787 on epoch:    22, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 73.1288223267s, input_fired_time: 0.6648608446, output_fired_time: 0.6113567948, propagate_forward_time: 27.6338119507, propagate_backward_time: 41.7674407959, weight_update_time: 0.1153511330, other_time: 2.4513473511
epoch time: 6.1987180710s, input_fired_time: 0.0859786272, output_fired_time: 0.0000000000, propagate_forward_time: 5.6691045761, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4436349869
validation[          , genome  2172] predictions:    9467/  10000 (94.67%), best:    9534/10000 (95.34%), error:      1773.45056, best error:      1567.06787 on epoch:    22, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 74.1812973022s, input_fired_time: 0.6657811999, output_fired_time: 0.6156664491, propagate_forward_time: 28.1059589386, propagate_backward_time: 42.3753128052, weight_update_time: 0.1156224534, other_time: 2.4185791016
epoch time: 6.1578435898s, input_fired_time: 0.0843458697, output_fired_time: 0.0000000000, propagate_forward_time: 5.6309461594, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4425516129
validation[          , genome  2172] predictions:    9484/  10000 (94.84%), best:    9534/10000 (95.34%), error:      1675.23401, best error:      1567.06787 on epoch:    22, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 73.7852325439s, input_fired_time: 0.6674386859, output_fired_time: 0.6131023169, propagate_forward_time: 27.9150314331, propagate_backward_time: 42.1294593811, weight_update_time: 0.1163412556, other_time: 2.4601936340
epoch time: 6.1405668259s, input_fired_time: 0.0832460970, output_fired_time: 0.0000000000, propagate_forward_time: 5.6294088364, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4279117584
validation[          , genome  2172] predictions:    9474/  10000 (94.74%), best:    9534/10000 (95.34%), error:      1755.31018, best error:      1567.06787 on epoch:    22, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 72.9330749512s, input_fired_time: 0.6655761600, output_fired_time: 0.6095415354, propagate_forward_time: 27.5807590485, propagate_backward_time: 41.6135787964, weight_update_time: 0.1156388298, other_time: 2.4636230469
epoch time: 6.0908365250s, input_fired_time: 0.0829849690, output_fired_time: 0.0000000000, propagate_forward_time: 5.5834808350, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4243707657
validation[          , genome  2172] predictions:    9469/  10000 (94.69%), best:    9534/10000 (95.34%), error:      1752.66113, best error:      1567.06787 on epoch:    22, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 74.4019241333s, input_fired_time: 0.6703656316, output_fired_time: 0.6167061925, propagate_forward_time: 28.1695423126, propagate_backward_time: 42.4508399963, weight_update_time: 0.1179592311, other_time: 2.4944725037
epoch time: 6.1755018234s, input_fired_time: 0.0839680359, output_fired_time: 0.0000000000, propagate_forward_time: 5.6474709511, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4440627098
validation[          , genome  2172] predictions:    9498/  10000 (94.98%), best:    9534/10000 (95.34%), error:      1683.10095, best error:      1567.06787 on epoch:    22, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 73.9678649902s, input_fired_time: 0.6724641919, output_fired_time: 0.6135104299, propagate_forward_time: 27.9923782349, propagate_backward_time: 42.2139053345, weight_update_time: 0.1169982180, other_time: 2.4756088257
epoch time: 6.1518673897s, input_fired_time: 0.0847836286, output_fired_time: 0.0000000000, propagate_forward_time: 5.6202898026, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4467940331
validation[          , genome  2172] predictions:    9496/  10000 (94.96%), best:    9534/10000 (95.34%), error:      1658.40063, best error:      1567.06787 on epoch:    22, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 74.0893325806s, input_fired_time: 0.6712329984, output_fired_time: 0.6175883412, propagate_forward_time: 27.9553604126, propagate_backward_time: 42.3672103882, weight_update_time: 0.1172583401, other_time: 2.4779357910
epoch time: 6.0766348839s, input_fired_time: 0.0832240656, output_fired_time: 0.0000000000, propagate_forward_time: 5.5637164116, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4296941757
validation[          , genome  2172] predictions:    9509/  10000 (95.09%), best:    9534/10000 (95.34%), error:      1631.82288, best error:      1567.06787 on epoch:    22, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 73.9192352295s, input_fired_time: 0.6700071096, output_fired_time: 0.6140750051, propagate_forward_time: 28.0710773468, propagate_backward_time: 42.1059913635, weight_update_time: 0.1164068654, other_time: 2.4580879211
epoch time: 6.1658163071s, input_fired_time: 0.0840939283, output_fired_time: 0.0000000000, propagate_forward_time: 5.6575002670, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4242219925
validation[          , genome  2172] predictions:    9521/  10000 (95.21%), best:    9534/10000 (95.34%), error:      1606.35779, best error:      1567.06787 on epoch:    22, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 74.2941665649s, input_fired_time: 0.6691524386, output_fired_time: 0.6159538031, propagate_forward_time: 28.1553630829, propagate_backward_time: 42.4161415100, weight_update_time: 0.1162046194, other_time: 2.4375572205
epoch time: 6.1684775352s, input_fired_time: 0.0841763839, output_fired_time: 0.0000000000, propagate_forward_time: 5.6485285759, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4357724190
validation[          , genome  2172] predictions:    9514/  10000 (95.14%), best:    9534/10000 (95.34%), error:      1603.77026, best error:      1567.06787 on epoch:    22, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 73.9024505615s, input_fired_time: 0.6687859893, output_fired_time: 0.6137381792, propagate_forward_time: 27.9829311371, propagate_backward_time: 42.2012367249, weight_update_time: 0.1155717820, other_time: 2.4357566833
epoch time: 6.1743946075s, input_fired_time: 0.0836946070, output_fired_time: 0.0000000000, propagate_forward_time: 5.6594758034, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4312243462
validation[          , genome  2172] predictions:    9482/  10000 (94.82%), best:    9534/10000 (95.34%), error:      1693.78003, best error:      1567.06787 on epoch:    22, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 73.8239822388s, input_fired_time: 0.6671455503, output_fired_time: 0.6146212220, propagate_forward_time: 27.8360481262, propagate_backward_time: 42.2714653015, weight_update_time: 0.1149327978, other_time: 2.4347000122
epoch time: 6.1625623703s, input_fired_time: 0.0866652280, output_fired_time: 0.0000000000, propagate_forward_time: 5.6307463646, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4451508522
validation[          , genome  2172] predictions:    9502/  10000 (95.02%), best:    9534/10000 (95.34%), error:      1640.26099, best error:      1567.06787 on epoch:    22, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 73.5892639160s, input_fired_time: 0.6716663241, output_fired_time: 0.6153553724, propagate_forward_time: 27.8352127075, propagate_backward_time: 42.0172424316, weight_update_time: 0.1163034290, other_time: 2.4497833252
epoch time: 6.2107367516s, input_fired_time: 0.0886850655, output_fired_time: 0.0000000000, propagate_forward_time: 5.6595754623, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4624762535
validation[          , genome  2172] predictions:    9439/  10000 (94.39%), best:    9534/10000 (95.34%), error:      1867.21558, best error:      1567.06787 on epoch:    22, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 73.6098937988s, input_fired_time: 0.6687747240, output_fired_time: 0.6111137867, propagate_forward_time: 27.7900409698, propagate_backward_time: 42.0974197388, weight_update_time: 0.1153244525, other_time: 2.4425430298
epoch time: 6.1400957108s, input_fired_time: 0.0857062191, output_fired_time: 0.0000000000, propagate_forward_time: 5.6113495827, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4430398941
validation[          , genome  2172] predictions:    9529/  10000 (95.29%), best:    9534/10000 (95.34%), error:      1604.84436, best error:      1567.06787 on epoch:    22, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 74.3785247803s, input_fired_time: 0.6743221283, output_fired_time: 0.6181036830, propagate_forward_time: 28.1686763763, propagate_backward_time: 42.4482650757, weight_update_time: 0.1172291338, other_time: 2.4691543579
epoch time: 5.9287500381s, input_fired_time: 0.0841533467, output_fired_time: 0.0000000000, propagate_forward_time: 5.4018659592, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4427309036
validation[          , genome  2172] predictions:    9525/  10000 (95.25%), best:    9534/10000 (95.34%), error:      1603.22412, best error:      1567.06787 on epoch:    22, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 73.6320190430s, input_fired_time: 0.6710079908, output_fired_time: 0.6126241684, propagate_forward_time: 27.8531608582, propagate_backward_time: 42.0380363464, weight_update_time: 0.1158753857, other_time: 2.4571914673
epoch time: 6.2055511475s, input_fired_time: 0.0861588269, output_fired_time: 0.0000000000, propagate_forward_time: 5.6853213310, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4340710640
validation[          , genome  2172] predictions:    9504/  10000 (95.04%), best:    9534/10000 (95.34%), error:      1629.15808, best error:      1567.06787 on epoch:    22, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 74.4241409302s, input_fired_time: 0.6766755581, output_fired_time: 0.6183249354, propagate_forward_time: 28.2198295593, propagate_backward_time: 42.4364166260, weight_update_time: 0.1169270501, other_time: 2.4728965759
epoch time: 5.9939370155s, input_fired_time: 0.0854487047, output_fired_time: 0.0000000000, propagate_forward_time: 5.4762730598, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4322152138
validation[          , genome  2172] predictions:    9494/  10000 (94.94%), best:    9534/10000 (95.34%), error:      1746.70911, best error:      1567.06787 on epoch:    22, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 73.9116058350s, input_fired_time: 0.6765630245, output_fired_time: 0.6140184402, propagate_forward_time: 27.9066944122, propagate_backward_time: 42.2178688049, weight_update_time: 0.1172818616, other_time: 2.4964637756
epoch time: 5.9734039307s, input_fired_time: 0.0840596482, output_fired_time: 0.0000000000, propagate_forward_time: 5.4555563927, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4337878227
validation[          , genome  2172] predictions:    9480/  10000 (94.80%), best:    9534/10000 (95.34%), error:      1722.00354, best error:      1567.06787 on epoch:    22, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 73.1391067505s, input_fired_time: 0.6687006354, output_fired_time: 0.6081204414, propagate_forward_time: 27.5848197937, propagate_backward_time: 41.8165740967, weight_update_time: 0.1156056151, other_time: 2.4608879089
epoch time: 6.0588998795s, input_fired_time: 0.0831636488, output_fired_time: 0.0000000000, propagate_forward_time: 5.5564599037, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4192762375
validation[          , genome  2172] predictions:    9531/  10000 (95.31%), best:    9534/10000 (95.34%), error:      1573.93738, best error:      1567.06787 on epoch:    22, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 74.0588760376s, input_fired_time: 0.6742769480, output_fired_time: 0.6164523959, propagate_forward_time: 28.0980052948, propagate_backward_time: 42.2161636353, weight_update_time: 0.1164759994, other_time: 2.4539718628
epoch time: 6.1912436485s, input_fired_time: 0.0857768804, output_fired_time: 0.0000000000, propagate_forward_time: 5.6656727791, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4397940636
validation[          , genome  2172] predictions:    9466/  10000 (94.66%), best:    9534/10000 (95.34%), error:      1728.46533, best error:      1567.06787 on epoch:    22, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 74.0588378906s, input_fired_time: 0.6727402210, output_fired_time: 0.6149831414, propagate_forward_time: 27.9751529694, propagate_backward_time: 42.3483810425, weight_update_time: 0.1159685925, other_time: 2.4475860596
epoch time: 6.1232614517s, input_fired_time: 0.0841676593, output_fired_time: 0.0000000000, propagate_forward_time: 5.6154813766, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4236125946
validation[          , genome  2172] predictions:    9515/  10000 (95.15%), best:    9534/10000 (95.34%), error:      1605.25195, best error:      1567.06787 on epoch:    22, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 74.1714935303s, input_fired_time: 0.6747344136, output_fired_time: 0.6159425378, propagate_forward_time: 28.0447978973, propagate_backward_time: 42.3880615234, weight_update_time: 0.1161144972, other_time: 2.4479522705
epoch time: 6.2039971352s, input_fired_time: 0.0868362188, output_fired_time: 0.0000000000, propagate_forward_time: 5.6751961708, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4419646263
validation[          , genome  2172] predictions:    9507/  10000 (95.07%), best:    9534/10000 (95.34%), error:      1612.18262, best error:      1567.06787 on epoch:    22, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 74.2818222046s, input_fired_time: 0.6808781624, output_fired_time: 0.6178280115, propagate_forward_time: 28.1000938416, propagate_backward_time: 42.3777618408, weight_update_time: 0.1174109057, other_time: 2.5052604675
epoch time: 6.1387386322s, input_fired_time: 0.0860979185, output_fired_time: 0.0000000000, propagate_forward_time: 5.6132121086, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4394288063
validation[          , genome  2172] predictions:    9507/  10000 (95.07%), best:    9534/10000 (95.34%), error:      1612.35242, best error:      1567.06787 on epoch:    22, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 74.2971343994s, input_fired_time: 0.6774774194, output_fired_time: 0.6176366806, propagate_forward_time: 28.0923252106, propagate_backward_time: 42.4347534180, weight_update_time: 0.1164867431, other_time: 2.4749450684
epoch time: 6.2011785507s, input_fired_time: 0.0848722011, output_fired_time: 0.0000000000, propagate_forward_time: 5.6878185272, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4284877777
validation[          , genome  2172] predictions:    9369/  10000 (93.69%), best:    9534/10000 (95.34%), error:      2144.94800, best error:      1567.06787 on epoch:    22, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 73.7415313721s, input_fired_time: 0.6745620966, output_fired_time: 0.6121997833, propagate_forward_time: 27.9370250702, propagate_backward_time: 42.0729713440, weight_update_time: 0.1148324683, other_time: 2.4447746277
epoch time: 6.1270384789s, input_fired_time: 0.0856279135, output_fired_time: 0.0000000000, propagate_forward_time: 5.6117863655, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4296240807
validation[          , genome  2172] predictions:    9519/  10000 (95.19%), best:    9519/10000 (95.19%), error:      1560.22180, best error:      1560.22180 on epoch:    46, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 73.8568420410s, input_fired_time: 0.6763785481, output_fired_time: 0.6134064198, propagate_forward_time: 27.9312076569, propagate_backward_time: 42.1696853638, weight_update_time: 0.1159578264, other_time: 2.4661712646
epoch time: 6.1826157570s, input_fired_time: 0.0857108459, output_fired_time: 0.0000000000, propagate_forward_time: 5.6682467461, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4286580086
validation[          , genome  2172] predictions:    9457/  10000 (94.57%), best:    9519/10000 (95.19%), error:      1829.60852, best error:      1560.22180 on epoch:    46, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 74.3834152222s, input_fired_time: 0.6832230091, output_fired_time: 0.6161151528, propagate_forward_time: 28.1419181824, propagate_backward_time: 42.4645004272, weight_update_time: 0.1171625555, other_time: 2.4776649475
epoch time: 5.9575219154s, input_fired_time: 0.0852264911, output_fired_time: 0.0000000000, propagate_forward_time: 5.4323525429, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4399428368
validation[          , genome  2172] predictions:    9514/  10000 (95.14%), best:    9519/10000 (95.19%), error:      1616.18103, best error:      1560.22180 on epoch:    46, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 74.4635467529s, input_fired_time: 0.6821599007, output_fired_time: 0.6181185246, propagate_forward_time: 28.1714591980, propagate_backward_time: 42.5218200684, weight_update_time: 0.1170955002, other_time: 2.4699897766
epoch time: 6.1222000122s, input_fired_time: 0.0851476490, output_fired_time: 0.0000000000, propagate_forward_time: 5.6071209908, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4299311638
validation[          , genome  2172] predictions:    9528/  10000 (95.28%), best:    9528/10000 (95.28%), error:      1560.12573, best error:      1560.12573 on epoch:    49, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 73.3504486084s, input_fired_time: 0.6753402352, output_fired_time: 0.6083874702, propagate_forward_time: 27.6729602814, propagate_backward_time: 41.9360656738, weight_update_time: 0.1155088469, other_time: 2.4576950073
epoch time: 6.2163057327s, input_fired_time: 0.0863866732, output_fired_time: 0.0000000000, propagate_forward_time: 5.6857547760, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4441642761
validation[          , genome  2172] predictions:    9517/  10000 (95.17%), best:    9528/10000 (95.28%), error:      1624.30798, best error:      1560.12573 on epoch:    49, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 74.2466278076s, input_fired_time: 0.6807408333, output_fired_time: 0.6182958484, propagate_forward_time: 28.1023445129, propagate_backward_time: 42.3999786377, weight_update_time: 0.1161534339, other_time: 2.4452705383
epoch time: 6.1780524254s, input_fired_time: 0.0847457349, output_fired_time: 0.0000000000, propagate_forward_time: 5.6712641716, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4220423698
validation[          , genome  2172] predictions:    9513/  10000 (95.13%), best:    9528/10000 (95.28%), error:      1638.12097, best error:      1560.12573 on epoch:    49, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 73.5567321777s, input_fired_time: 0.6764660478, output_fired_time: 0.6111956835, propagate_forward_time: 27.8301029205, propagate_backward_time: 41.9874267578, weight_update_time: 0.1158917695, other_time: 2.4515380859
epoch time: 6.1150479317s, input_fired_time: 0.0853304341, output_fired_time: 0.0000000000, propagate_forward_time: 5.6014404297, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4282770157
validation[          , genome  2172] predictions:    9526/  10000 (95.26%), best:    9528/10000 (95.28%), error:      1611.19641, best error:      1560.12573 on epoch:    49, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 74.3471527100s, input_fired_time: 0.6771329641, output_fired_time: 0.6169313192, propagate_forward_time: 28.1057052612, propagate_backward_time: 42.5149650574, weight_update_time: 0.1156454980, other_time: 2.4324226379
epoch time: 6.1625356674s, input_fired_time: 0.0864998400, output_fired_time: 0.0000000000, propagate_forward_time: 5.6480846405, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4279513359
validation[          , genome  2172] predictions:    9506/  10000 (95.06%), best:    9528/10000 (95.28%), error:      1609.11340, best error:      1560.12573 on epoch:    49, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

arguments:
	'projects/csgrid.org_csg/exact_client_0.34_windows_x86_64.exe'
	'--training_file'
	'training_samples.bin'
	'--validation_file'
	'validation_samples.bin'
	'--testing_file'
	'testing_samples.bin'
	'--genome_file'
	'input_genome.txt'
	'--output_file'
	'output_genome.txt'
	'--checkpoint_file'
	'checkpoint.txt'
converting arguments to vector
boincified training filename: '../../projects/csgrid.org_csg/mnist_training_50k.bin'
boincified validation filename: '../../projects/csgrid.org_csg/mnist_validation_10k.bin'
boincified testing filename: '../../projects/csgrid.org_csg/mnist_testing_new.bin'
boincified genome filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_41_2172.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_41_2172_0_r937590749_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: 0.959291
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.000783401
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 3.13361e-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: 54
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 49
read number_validation_images: 10000
read best_validation_predictions: 9528
read best_validation_error: 1560.13
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: 2172
read normal distribution: '0 -0.368574231863022 0.970933675765991'
generator_str: '59363450'
read generator: 59363450
read generated_by_map:
1 change_size_y 1
reading 16 nodes.
reading 23 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: 73.9384765625s, input_fired_time: 0.679098725318909, output_fired_time: 0.612554490566254, propagate_forward_time: 27.9415626525879, propagate_backward_time: 42.234432220459, weight_update_time: 0.117382757365704, other_time: 2.4708251953125
epoch time: 6.14226150512695s, input_fired_time: 0.0873303189873695, output_fired_time: 0, propagate_forward_time: 5.6041464805603, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.450784683227539
validation[          , genome  2172] predictions:    9525/  10000 (95.25%), best:    9528/10000 (95.28%), error:      1583.34851, best error:      1560.12573 on epoch:    49, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 73.9966659546s, input_fired_time: 0.6819152236, output_fired_time: 0.6124966145, propagate_forward_time: 27.9128761292, propagate_backward_time: 42.2940979004, weight_update_time: 0.1183018237, other_time: 2.4952812195
epoch time: 6.1684541702s, input_fired_time: 0.0850431994, output_fired_time: 0.0000000000, propagate_forward_time: 5.6524286270, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4309821129
validation[          , genome  2172] predictions:    9524/  10000 (95.24%), best:    9528/10000 (95.28%), error:      1614.06018, best error:      1560.12573 on epoch:    49, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 74.4995803833s, input_fired_time: 0.6843084097, output_fired_time: 0.6161447167, propagate_forward_time: 28.1923046112, propagate_backward_time: 42.5111083984, weight_update_time: 0.1177851930, other_time: 2.4957122803
epoch time: 6.1660928726s, input_fired_time: 0.0877440199, output_fired_time: 0.0000000000, propagate_forward_time: 5.6375579834, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4407906532
validation[          , genome  2172] predictions:    9548/  10000 (95.48%), best:    9548/10000 (95.48%), error:      1533.43713, best error:      1533.43713 on epoch:    56, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 74.2527465820s, input_fired_time: 0.6848827600, output_fired_time: 0.6127502322, propagate_forward_time: 28.0504112244, propagate_backward_time: 42.3702278137, weight_update_time: 0.1188460663, other_time: 2.5344772339
epoch time: 5.8568048477s, input_fired_time: 0.0833715275, output_fired_time: 0.0000000000, propagate_forward_time: 5.3492541313, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4241790771
validation[          , genome  2172] predictions:    9510/  10000 (95.10%), best:    9548/10000 (95.48%), error:      1649.23267, best error:      1533.43713 on epoch:    56, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 73.3945236206s, input_fired_time: 0.6817805171, output_fired_time: 0.6100525856, propagate_forward_time: 27.6477966309, propagate_backward_time: 41.9384918213, weight_update_time: 0.1179362461, other_time: 2.5164031982
epoch time: 6.1690120697s, input_fired_time: 0.0862986147, output_fired_time: 0.0000000000, propagate_forward_time: 5.6456241608, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4370894432
validation[          , genome  2172] predictions:    9508/  10000 (95.08%), best:    9548/10000 (95.48%), error:      1668.20593, best error:      1533.43713 on epoch:    56, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 74.1880187988s, input_fired_time: 0.6873686910, output_fired_time: 0.6141889691, propagate_forward_time: 28.0369415283, propagate_backward_time: 42.2993316650, weight_update_time: 0.1194410175, other_time: 2.5501861572
epoch time: 6.1719536781s, input_fired_time: 0.0883896425, output_fired_time: 0.0000000000, propagate_forward_time: 5.6275863647, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4559774399
validation[          , genome  2172] predictions:    9562/  10000 (95.62%), best:    9562/10000 (95.62%), error:      1471.57507, best error:      1471.57507 on epoch:    59, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 74.1065444946s, input_fired_time: 0.6856597066, output_fired_time: 0.6135940552, propagate_forward_time: 27.9825115204, propagate_backward_time: 42.2947883606, weight_update_time: 0.1188373566, other_time: 2.5299873352
epoch time: 5.9930787086s, input_fired_time: 0.0851548016, output_fired_time: 0.0000000000, propagate_forward_time: 5.4656496048, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4422740936
validation[          , genome  2172] predictions:    9535/  10000 (95.35%), best:    9562/10000 (95.62%), error:      1545.61926, best error:      1471.57507 on epoch:    59, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 73.5005493164s, input_fired_time: 0.6808220148, output_fired_time: 0.6107568145, propagate_forward_time: 27.7658386230, propagate_backward_time: 41.9290924072, weight_update_time: 0.1173464358, other_time: 2.5140380859
epoch time: 6.2216901779s, input_fired_time: 0.0878197849, output_fired_time: 0.0000000000, propagate_forward_time: 5.6897630692, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4441075325
validation[          , genome  2172] predictions:    9522/  10000 (95.22%), best:    9562/10000 (95.62%), error:      1601.87708, best error:      1471.57507 on epoch:    59, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 74.2721710205s, input_fired_time: 0.6853461862, output_fired_time: 0.6137388945, propagate_forward_time: 28.1029701233, propagate_backward_time: 42.3584060669, weight_update_time: 0.1182500571, other_time: 2.5117073059
epoch time: 5.9798645973s, input_fired_time: 0.0855674893, output_fired_time: 0.0000000000, propagate_forward_time: 5.4602160454, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4340810776
validation[          , genome  2172] predictions:    9518/  10000 (95.18%), best:    9562/10000 (95.62%), error:      1598.46362, best error:      1471.57507 on epoch:    59, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 74.3581008911s, input_fired_time: 0.6928488612, output_fired_time: 0.6157848835, propagate_forward_time: 28.0710258484, propagate_backward_time: 42.3892326355, weight_update_time: 0.1204819083, other_time: 2.5892105103
epoch time: 6.1319456100s, input_fired_time: 0.0863856450, output_fired_time: 0.0000000000, propagate_forward_time: 5.6003723145, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4451875687
validation[          , genome  2172] predictions:    9429/  10000 (94.29%), best:    9562/10000 (95.62%), error:      1998.74255, best error:      1471.57507 on epoch:    59, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 73.6060943604s, input_fired_time: 0.6826056242, output_fired_time: 0.6099672318, propagate_forward_time: 27.8247699738, propagate_backward_time: 41.9811897278, weight_update_time: 0.1184118986, other_time: 2.5075645447
epoch time: 6.1808819771s, input_fired_time: 0.0887070894, output_fired_time: 0.0000000000, propagate_forward_time: 5.6376404762, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4545345306
validation[          , genome  2172] predictions:    9543/  10000 (95.43%), best:    9562/10000 (95.62%), error:      1556.69897, best error:      1471.57507 on epoch:    59, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 74.4680175781s, input_fired_time: 0.6909803748, output_fired_time: 0.6171165109, propagate_forward_time: 28.0329284668, propagate_backward_time: 42.5569267273, weight_update_time: 0.1199878007, other_time: 2.5700645447
epoch time: 6.0668935776s, input_fired_time: 0.0866242722, output_fired_time: 0.0000000000, propagate_forward_time: 5.5478715897, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4323978424
validation[          , genome  2172] predictions:    9499/  10000 (94.99%), best:    9562/10000 (95.62%), error:      1675.60327, best error:      1471.57507 on epoch:    59, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 74.0824737549s, input_fired_time: 0.6879649758, output_fired_time: 0.6118226051, propagate_forward_time: 28.0103225708, propagate_backward_time: 42.2392196655, weight_update_time: 0.1190181077, other_time: 2.5331420898
epoch time: 6.1424174309s, input_fired_time: 0.0870333537, output_fired_time: 0.0000000000, propagate_forward_time: 5.6210155487, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4343686104
validation[          , genome  2172] predictions:    9545/  10000 (95.45%), best:    9562/10000 (95.62%), error:      1538.80334, best error:      1471.57507 on epoch:    59, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 74.3766555786s, input_fired_time: 0.6897265911, output_fired_time: 0.6165568233, propagate_forward_time: 28.1134891510, propagate_backward_time: 42.4060478210, weight_update_time: 0.1198137552, other_time: 2.5508384705
epoch time: 6.1710138321s, input_fired_time: 0.0881966203, output_fired_time: 0.0000000000, propagate_forward_time: 5.6359868050, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4468302727
validation[          , genome  2172] predictions:    9540/  10000 (95.40%), best:    9562/10000 (95.62%), error:      1566.52686, best error:      1471.57507 on epoch:    59, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 74.2974014282s, input_fired_time: 0.6925826669, output_fired_time: 0.6183806062, propagate_forward_time: 28.0438327789, propagate_backward_time: 42.3477020264, weight_update_time: 0.1206283867, other_time: 2.5949096680
epoch time: 6.1701540947s, input_fired_time: 0.0871470273, output_fired_time: 0.0000000000, propagate_forward_time: 5.6431322098, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4398746490
validation[          , genome  2172] predictions:    9517/  10000 (95.17%), best:    9562/10000 (95.62%), error:      1599.68274, best error:      1471.57507 on epoch:    59, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 73.5536041260s, input_fired_time: 0.6864365339, output_fired_time: 0.6092134118, propagate_forward_time: 27.7532043457, propagate_backward_time: 41.9700775146, weight_update_time: 0.1188804135, other_time: 2.5346679688
epoch time: 6.2536931038s, input_fired_time: 0.0913372263, output_fired_time: 0.0000000000, propagate_forward_time: 5.6890497208, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4733061790
validation[          , genome  2172] predictions:    9546/  10000 (95.46%), best:    9562/10000 (95.62%), error:      1517.18726, best error:      1471.57507 on epoch:    59, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 74.0429840088s, input_fired_time: 0.6915494800, output_fired_time: 0.6147155166, propagate_forward_time: 27.9568424225, propagate_backward_time: 42.2415313721, weight_update_time: 0.1194010824, other_time: 2.5383453369
epoch time: 6.1407470703s, input_fired_time: 0.0876856297, output_fired_time: 0.0000000000, propagate_forward_time: 5.6131229401, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4399385452
validation[          , genome  2172] predictions:    9561/  10000 (95.61%), best:    9561/10000 (95.61%), error:      1451.04041, best error:      1451.04041 on epoch:    70, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 74.7399215698s, input_fired_time: 0.6950814128, output_fired_time: 0.6193729043, propagate_forward_time: 28.2579593658, propagate_backward_time: 42.6102905273, weight_update_time: 0.1206385866, other_time: 2.5572204590
epoch time: 6.1604385376s, input_fired_time: 0.0895759314, output_fired_time: 0.0000000000, propagate_forward_time: 5.6152281761, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4556345940
validation[          , genome  2172] predictions:    9521/  10000 (95.21%), best:    9561/10000 (95.61%), error:      1557.04797, best error:      1451.04041 on epoch:    70, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 73.3503112793s, input_fired_time: 0.6890647411, output_fired_time: 0.6093214750, propagate_forward_time: 27.7756156921, propagate_backward_time: 41.7408943176, weight_update_time: 0.1190544814, other_time: 2.5354156494
epoch time: 6.1930212975s, input_fired_time: 0.0895134509, output_fired_time: 0.0000000000, propagate_forward_time: 5.6504693031, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4530386925
validation[          , genome  2172] predictions:    9524/  10000 (95.24%), best:    9561/10000 (95.61%), error:      1623.81592, best error:      1451.04041 on epoch:    70, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 73.9526901245s, input_fired_time: 0.6959429979, output_fired_time: 0.6157436371, propagate_forward_time: 27.9185009003, propagate_backward_time: 42.1048316956, weight_update_time: 0.1213584617, other_time: 2.6176643372
epoch time: 6.1527690887s, input_fired_time: 0.0877010003, output_fired_time: 0.0000000000, propagate_forward_time: 5.6278138161, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4372544289
validation[          , genome  2172] predictions:    9523/  10000 (95.23%), best:    9561/10000 (95.61%), error:      1604.18237, best error:      1451.04041 on epoch:    70, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 74.1182327271s, input_fired_time: 0.6958196163, output_fired_time: 0.6168391109, propagate_forward_time: 27.9855136871, propagate_backward_time: 42.2213973999, weight_update_time: 0.1213174760, other_time: 2.5986709595
epoch time: 6.1857571602s, input_fired_time: 0.0891120806, output_fired_time: 0.0000000000, propagate_forward_time: 5.6445684433, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4520764351
validation[          , genome  2172] predictions:    9550/  10000 (95.50%), best:    9561/10000 (95.61%), error:      1525.57605, best error:      1451.04041 on epoch:    70, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 74.3654403687s, input_fired_time: 0.7015781403, output_fired_time: 0.6203552485, propagate_forward_time: 28.0613002777, propagate_backward_time: 42.3651123047, weight_update_time: 0.1209329963, other_time: 2.6170959473
epoch time: 6.2246789932s, input_fired_time: 0.0885780752, output_fired_time: 0.0000000000, propagate_forward_time: 5.6871018410, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4489989281
validation[          , genome  2172] predictions:    9543/  10000 (95.43%), best:    9561/10000 (95.61%), error:      1567.83374, best error:      1451.04041 on epoch:    70, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 74.4070587158s, input_fired_time: 0.6987887621, output_fired_time: 0.6184469461, propagate_forward_time: 28.1811485291, propagate_backward_time: 42.3009605408, weight_update_time: 0.1211797521, other_time: 2.6077117920
epoch time: 6.0489625931s, input_fired_time: 0.0874112099, output_fired_time: 0.0000000000, propagate_forward_time: 5.5191822052, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4423689842
validation[          , genome  2172] predictions:    9546/  10000 (95.46%), best:    9561/10000 (95.61%), error:      1527.79041, best error:      1451.04041 on epoch:    70, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 73.7976379395s, input_fired_time: 0.6925296783, output_fired_time: 0.6107711792, propagate_forward_time: 27.8504066467, propagate_backward_time: 42.0866394043, weight_update_time: 0.1198070720, other_time: 2.5572929382
epoch time: 6.1873588562s, input_fired_time: 0.0895360112, output_fired_time: 0.0000000000, propagate_forward_time: 5.6448965073, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4529261589
validation[          , genome  2172] predictions:    9531/  10000 (95.31%), best:    9561/10000 (95.61%), error:      1571.99146, best error:      1451.04041 on epoch:    70, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 74.0776062012s, input_fired_time: 0.7008819580, output_fired_time: 0.6178318262, propagate_forward_time: 27.9080238342, propagate_backward_time: 42.2178611755, weight_update_time: 0.1211214289, other_time: 2.6330108643
epoch time: 6.1658329964s, input_fired_time: 0.0901022777, output_fired_time: 0.0000000000, propagate_forward_time: 5.6249780655, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4507527351
validation[          , genome  2172] predictions:    9561/  10000 (95.61%), best:    9561/10000 (95.61%), error:      1481.31079, best error:      1451.04041 on epoch:    70, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 74.3253860474s, input_fired_time: 0.6988797784, output_fired_time: 0.6165199876, propagate_forward_time: 28.0215969086, propagate_backward_time: 42.3752861023, weight_update_time: 0.1217772663, other_time: 2.6130943298
epoch time: 6.1421980858s, input_fired_time: 0.0895334631, output_fired_time: 0.0000000000, propagate_forward_time: 5.5986490250, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4540157318
validation[          , genome  2172] predictions:    9553/  10000 (95.53%), best:    9561/10000 (95.61%), error:      1498.24585, best error:      1451.04041 on epoch:    70, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 74.3470535278s, input_fired_time: 0.6994031072, output_fired_time: 0.6180073023, propagate_forward_time: 28.0514850616, propagate_backward_time: 42.3627738953, weight_update_time: 0.1213646084, other_time: 2.6153907776
epoch time: 6.1788377762s, input_fired_time: 0.0901473463, output_fired_time: 0.0000000000, propagate_forward_time: 5.6324114799, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4562788010
validation[          , genome  2172] predictions:    9563/  10000 (95.63%), best:    9561/10000 (95.61%), error:      1470.14685, best error:      1451.04041 on epoch:    70, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 74.0221557617s, input_fired_time: 0.6954593062, output_fired_time: 0.6156579256, propagate_forward_time: 27.9422893524, propagate_backward_time: 42.2068634033, weight_update_time: 0.1206913590, other_time: 2.5618820190
epoch time: 6.1839685440s, input_fired_time: 0.0898396224, output_fired_time: 0.0000000000, propagate_forward_time: 5.6456823349, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4484467506
validation[          , genome  2172] predictions:    9566/  10000 (95.66%), best:    9561/10000 (95.61%), error:      1484.67236, best error:      1451.04041 on epoch:    70, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 74.2999877930s, input_fired_time: 0.6987422109, output_fired_time: 0.6175357103, propagate_forward_time: 28.0238265991, propagate_backward_time: 42.3653640747, weight_update_time: 0.1210420430, other_time: 2.5945129395
epoch time: 6.0691761971s, input_fired_time: 0.0893609226, output_fired_time: 0.0000000000, propagate_forward_time: 5.5353798866, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4444355965
validation[          , genome  2172] predictions:    9560/  10000 (95.60%), best:    9561/10000 (95.61%), error:      1485.54504, best error:      1451.04041 on epoch:    70, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 74.3126144409s, input_fired_time: 0.7007480264, output_fired_time: 0.6182665229, propagate_forward_time: 27.9802494049, propagate_backward_time: 42.3836441040, weight_update_time: 0.1220445409, other_time: 2.6297149658
epoch time: 6.1756329536s, input_fired_time: 0.0901545361, output_fired_time: 0.0000000000, propagate_forward_time: 5.6353983879, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4500799179
validation[          , genome  2172] predictions:    9561/  10000 (95.61%), best:    9561/10000 (95.61%), error:      1474.76233, best error:      1451.04041 on epoch:    70, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 73.7961425781s, input_fired_time: 0.6946983337, output_fired_time: 0.6136455536, propagate_forward_time: 27.8361186981, propagate_backward_time: 42.0825195313, weight_update_time: 0.1203902513, other_time: 2.5691528320
epoch time: 6.2068119049s, input_fired_time: 0.0896742567, output_fired_time: 0.0000000000, propagate_forward_time: 5.6647477150, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4523897171
validation[          , genome  2172] predictions:    9540/  10000 (95.40%), best:    9561/10000 (95.61%), error:      1534.60083, best error:      1451.04041 on epoch:    70, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 73.9432678223s, input_fired_time: 0.6981891394, output_fired_time: 0.6156550646, propagate_forward_time: 27.8664608002, propagate_backward_time: 42.1860809326, weight_update_time: 0.1198582724, other_time: 2.5768814087
epoch time: 6.1668233871s, input_fired_time: 0.0898877606, output_fired_time: 0.0000000000, propagate_forward_time: 5.6216888428, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4552469254
validation[          , genome  2172] predictions:    9550/  10000 (95.50%), best:    9561/10000 (95.61%), error:      1529.69604, best error:      1451.04041 on epoch:    70, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 74.1888656616s, input_fired_time: 0.7014485598, output_fired_time: 0.6141212583, propagate_forward_time: 28.0042629242, propagate_backward_time: 42.2966423035, weight_update_time: 0.1200615242, other_time: 2.5723915100
epoch time: 6.1684250832s, input_fired_time: 0.0894280002, output_fired_time: 0.0000000000, propagate_forward_time: 5.6326131821, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4463839531
validation[          , genome  2172] predictions:    9544/  10000 (95.44%), best:    9561/10000 (95.61%), error:      1508.16040, best error:      1451.04041 on epoch:    70, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 74.1503448486s, input_fired_time: 0.6954473257, output_fired_time: 0.6153827906, propagate_forward_time: 27.9799442291, propagate_backward_time: 42.3166656494, weight_update_time: 0.1198449805, other_time: 2.5429077148
epoch time: 6.1127300262s, input_fired_time: 0.0884034708, output_fired_time: 0.0000000000, propagate_forward_time: 5.5853013992, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4390249252
validation[          , genome  2172] predictions:    9551/  10000 (95.51%), best:    9561/10000 (95.61%), error:      1554.22412, best error:      1451.04041 on epoch:    70, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 74.5305862427s, input_fired_time: 0.6992481351, output_fired_time: 0.6185245514, propagate_forward_time: 28.1492404938, propagate_backward_time: 42.5036888123, weight_update_time: 0.1201957092, other_time: 2.5598869324
epoch time: 6.1122617722s, input_fired_time: 0.0891878381, output_fired_time: 0.0000000000, propagate_forward_time: 5.5843896866, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4386844635
validation[          , genome  2172] predictions:    9522/  10000 (95.22%), best:    9561/10000 (95.61%), error:      1609.18457, best error:      1451.04041 on epoch:    70, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 74.1258621216s, input_fired_time: 0.7012106776, output_fired_time: 0.6184154153, propagate_forward_time: 27.9871177673, propagate_backward_time: 42.2357254028, weight_update_time: 0.1208730936, other_time: 2.5833930969
epoch time: 6.1426753998s, input_fired_time: 0.0897049680, output_fired_time: 0.0000000000, propagate_forward_time: 5.6101703644, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4428000450
validation[          , genome  2172] predictions:    9572/  10000 (95.72%), best:    9561/10000 (95.61%), error:      1462.44666, best error:      1451.04041 on epoch:    70, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 73.8361434937s, input_fired_time: 0.7035943866, output_fired_time: 0.6151056886, propagate_forward_time: 27.8394832611, propagate_backward_time: 42.0674209595, weight_update_time: 0.1217931658, other_time: 2.6105346680
epoch time: 6.1394271851s, input_fired_time: 0.0923146456, output_fired_time: 0.0000000000, propagate_forward_time: 5.5856099129, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4615025520
validation[          , genome  2172] predictions:    9552/  10000 (95.52%), best:    9561/10000 (95.61%), error:      1508.17383, best error:      1451.04041 on epoch:    70, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 74.1611175537s, input_fired_time: 0.7053772211, output_fired_time: 0.6186665893, propagate_forward_time: 27.9915637970, propagate_backward_time: 42.2065734863, weight_update_time: 0.1220358536, other_time: 2.6389389038
epoch time: 6.2060561180s, input_fired_time: 0.0910822600, output_fired_time: 0.0000000000, propagate_forward_time: 5.6619162560, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4530577660
validation[          , genome  2172] predictions:    9543/  10000 (95.43%), best:    9561/10000 (95.61%), error:      1528.43799, best error:      1451.04041 on epoch:    70, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 74.0125961304s, input_fired_time: 0.7062081099, output_fired_time: 0.6157776117, propagate_forward_time: 27.9753589630, propagate_backward_time: 42.1272773743, weight_update_time: 0.1212698594, other_time: 2.5879783630
epoch time: 6.1448693275s, input_fired_time: 0.0897653997, output_fired_time: 0.0000000000, propagate_forward_time: 5.6075077057, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4475960732
validation[          , genome  2172] predictions:    9557/  10000 (95.57%), best:    9561/10000 (95.61%), error:      1506.38330, best error:      1451.04041 on epoch:    70, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 74.1847457886s, input_fired_time: 0.7061729431, output_fired_time: 0.6196714044, propagate_forward_time: 28.0590076447, propagate_backward_time: 42.2243080139, weight_update_time: 0.1204578280, other_time: 2.5755882263
epoch time: 6.1928234100s, input_fired_time: 0.0924170092, output_fired_time: 0.0000000000, propagate_forward_time: 5.6409935951, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4594125748
validation[          , genome  2172] predictions:    9530/  10000 (95.30%), best:    9561/10000 (95.61%), error:      1594.44788, best error:      1451.04041 on epoch:    70, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 74.2845382690s, input_fired_time: 0.7084592581, output_fired_time: 0.6228175759, propagate_forward_time: 28.0546760559, propagate_backward_time: 42.2599792480, weight_update_time: 0.1230377927, other_time: 2.6386070251
epoch time: 6.1328291893s, input_fired_time: 0.0914524123, output_fired_time: 0.0000000000, propagate_forward_time: 5.5806336403, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4607429504
validation[          , genome  2172] predictions:    9548/  10000 (95.48%), best:    9561/10000 (95.61%), error:      1533.75916, best error:      1451.04041 on epoch:    70, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 74.5432510376s, input_fired_time: 0.7109972835, output_fired_time: 0.6242566109, propagate_forward_time: 28.1694469452, propagate_backward_time: 42.3858451843, weight_update_time: 0.1232349277, other_time: 2.6526985168
epoch time: 5.6238322258s, input_fired_time: 0.0849802420, output_fired_time: 0.0000000000, propagate_forward_time: 5.1026840210, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4361681938
validation[          , genome  2172] predictions:    9546/  10000 (95.46%), best:    9561/10000 (95.61%), error:      1502.92908, best error:      1451.04041 on epoch:    70, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 74.4726638794s, input_fired_time: 0.7147855163, output_fired_time: 0.6239271164, propagate_forward_time: 28.0505867004, propagate_backward_time: 42.3883666992, weight_update_time: 0.1243587583, other_time: 2.6950035095
epoch time: 6.1943097115s, input_fired_time: 0.0922229812, output_fired_time: 0.0000000000, propagate_forward_time: 5.6357145309, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4663720131
validation[          , genome  2172] predictions:    9554/  10000 (95.54%), best:    9561/10000 (95.61%), error:      1509.84790, best error:      1451.04041 on epoch:    70, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 74.0153121948s, input_fired_time: 0.7093157172, output_fired_time: 0.6194766760, propagate_forward_time: 27.8885307312, propagate_backward_time: 42.1558227539, weight_update_time: 0.1225037947, other_time: 2.6421699524
epoch time: 6.0689530373s, input_fired_time: 0.0896527544, output_fired_time: 0.0000000000, propagate_forward_time: 5.5320072174, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4472932816
validation[          , genome  2172] predictions:    9540/  10000 (95.40%), best:    9561/10000 (95.61%), error:      1511.12378, best error:      1451.04041 on epoch:    70, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 74.1059646606s, input_fired_time: 0.7122676373, output_fired_time: 0.6217235327, propagate_forward_time: 27.9026546478, propagate_backward_time: 42.2142486572, weight_update_time: 0.1231939867, other_time: 2.6550674438
epoch time: 6.2326245308s, input_fired_time: 0.0964167714, output_fired_time: 0.0000000000, propagate_forward_time: 5.6477651596, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4884424210
validation[          , genome  2172] predictions:    9534/  10000 (95.34%), best:    9561/10000 (95.61%), error:      1540.93347, best error:      1451.04041 on epoch:    70, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 74.6701126099s, input_fired_time: 0.7171982527, output_fired_time: 0.6236071587, propagate_forward_time: 28.1591949463, propagate_backward_time: 42.5030708313, weight_update_time: 0.1240986884, other_time: 2.6670417786
epoch time: 6.1831769943s, input_fired_time: 0.0911441967, output_fired_time: 0.0000000000, propagate_forward_time: 5.6354894638, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4565434456
validation[          , genome  2172] predictions:    9522/  10000 (95.22%), best:    9561/10000 (95.61%), error:      1604.43689, best error:      1451.04041 on epoch:    70, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 74.1281280518s, input_fired_time: 0.7170884609, output_fired_time: 0.6212742925, propagate_forward_time: 27.8298873901, propagate_backward_time: 42.2801895142, weight_update_time: 0.1228791252, other_time: 2.6796875000
epoch time: 6.1903829575s, input_fired_time: 0.0933862403, output_fired_time: 0.0000000000, propagate_forward_time: 5.6332645416, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4637322426
validation[          , genome  2172] predictions:    9549/  10000 (95.49%), best:    9561/10000 (95.61%), error:      1523.31824, best error:      1451.04041 on epoch:    70, 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: 30.8240585327s, input_fired_time: 0.4498846829, output_fired_time: 0.0000000000, propagate_forward_time: 27.9274444580, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4467296600
best training[          , genome  2172] predictions:   48685/  50000 (97.37%), best:    9561/10000 (95.61%), error:      4711.00635, best error:      1451.04041 on epoch:    70, 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: 6.1476321220s, input_fired_time: 0.0889549106, output_fired_time: 0.0000000000, propagate_forward_time: 5.6143875122, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4442896843
   testing[          , genome  2172] predictions:    9644/  10000 (96.44%), best:    9561/10000 (95.61%), error:      1226.08704, best error:      1451.04041 on epoch:    70, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
16:04:59 (6892): called boinc_finish(0)

</stderr_txt>
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