Nameexact_genome_1512568488_41_2176_1
Workunit2582128
Created6 Dec 2017, 22:26:20 UTC
Sent6 Dec 2017, 22:31:15 UTC
Report deadline10 Dec 2017, 14:11:15 UTC
Received7 Dec 2017, 0:52:40 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID57938
Run time2 hours 5 min 53 sec
CPU time2 hours 2 min 34 sec
Validate stateValid
Credit913.20
Device peak FLOPS2.90 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size151.03 MB
Peak swap size155.80 MB
Peak disk usage1.48 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
e: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4461102486
validation[          , genome  2176] predictions:    9534/  10000 (95.34%), best:    9553/10000 (95.53%), error:      1545.48718, best error:      1526.59314 on epoch:    14, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 65.7209854126s, input_fired_time: 0.5466980338, output_fired_time: 0.5369911790, propagate_forward_time: 25.3761157990, propagate_backward_time: 36.7922325134, weight_update_time: 0.1431597620, other_time: 2.4689445496
epoch time: 5.6717929840s, input_fired_time: 0.0692056641, output_fired_time: 0.0000000000, propagate_forward_time: 5.1678500175, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4347372055
validation[          , genome  2176] predictions:    9401/  10000 (94.01%), best:    9553/10000 (95.53%), error:      2006.02454, best error:      1526.59314 on epoch:    14, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 65.8036346436s, input_fired_time: 0.5436760783, output_fired_time: 0.5412921906, propagate_forward_time: 25.4181137085, propagate_backward_time: 36.8487281799, weight_update_time: 0.1432735622, other_time: 2.4518241882
epoch time: 5.7185907364s, input_fired_time: 0.0713935792, output_fired_time: 0.0000000000, propagate_forward_time: 5.1985015869, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4486956596
validation[          , genome  2176] predictions:    9545/  10000 (95.45%), best:    9553/10000 (95.53%), error:      1549.79712, best error:      1526.59314 on epoch:    14, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 64.9348449707s, input_fired_time: 0.5396799445, output_fired_time: 0.5339327455, propagate_forward_time: 25.0089302063, propagate_backward_time: 36.4188804626, weight_update_time: 0.1436788291, other_time: 2.4334220886
epoch time: 5.4398603439s, input_fired_time: 0.0677492768, output_fired_time: 0.0000000000, propagate_forward_time: 4.9388699532, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4332408905
validation[          , genome  2176] predictions:    9465/  10000 (94.65%), best:    9553/10000 (95.53%), error:      1696.13416, best error:      1526.59314 on epoch:    14, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 64.0782623291s, input_fired_time: 0.5351153612, output_fired_time: 0.5231111050, propagate_forward_time: 24.7862834930, propagate_backward_time: 35.8477630615, weight_update_time: 0.1406313181, other_time: 2.3859939575
epoch time: 5.5520844460s, input_fired_time: 0.0684754699, output_fired_time: 0.0000000000, propagate_forward_time: 5.0452432632, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4383659363
validation[          , genome  2176] predictions:    9547/  10000 (95.47%), best:    9547/10000 (95.47%), error:      1495.20886, best error:      1495.20886 on epoch:    24, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 65.5089416504s, input_fired_time: 0.5415560007, output_fired_time: 0.5369660854, propagate_forward_time: 25.2947502136, propagate_backward_time: 36.6989707947, weight_update_time: 0.1441466212, other_time: 2.4366989136
epoch time: 5.6160564423s, input_fired_time: 0.0692837536, output_fired_time: 0.0000000000, propagate_forward_time: 5.1035294533, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4432430267
validation[          , genome  2176] predictions:    9534/  10000 (95.34%), best:    9547/10000 (95.47%), error:      1534.97632, best error:      1495.20886 on epoch:    24, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 66.4004669189s, input_fired_time: 0.5430321693, output_fired_time: 0.5394188166, propagate_forward_time: 25.7050247192, propagate_backward_time: 37.1862411499, weight_update_time: 0.1436863393, other_time: 2.4267501831
epoch time: 5.4341030121s, input_fired_time: 0.0689088330, output_fired_time: 0.0000000000, propagate_forward_time: 4.9245147705, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4406795502
validation[          , genome  2176] predictions:    9449/  10000 (94.49%), best:    9547/10000 (95.47%), error:      1762.54163, best error:      1495.20886 on epoch:    24, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 65.5869064331s, input_fired_time: 0.5492441654, output_fired_time: 0.5420765877, propagate_forward_time: 25.2060832977, propagate_backward_time: 36.7889442444, weight_update_time: 0.1434976310, other_time: 2.5005531311
epoch time: 5.5993018150s, input_fired_time: 0.0690177232, output_fired_time: 0.0000000000, propagate_forward_time: 5.0967674255, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4335165024
validation[          , genome  2176] predictions:    9495/  10000 (94.95%), best:    9547/10000 (95.47%), error:      1660.31555, best error:      1495.20886 on epoch:    24, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 65.5151596069s, input_fired_time: 0.5403938890, output_fired_time: 0.5378375649, propagate_forward_time: 25.3589801788, propagate_backward_time: 36.6530456543, weight_update_time: 0.1439943910, other_time: 2.4249038696
epoch time: 5.4758586884s, input_fired_time: 0.0685830265, output_fired_time: 0.0000000000, propagate_forward_time: 4.9815106392, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4257650375
validation[          , genome  2176] predictions:    9527/  10000 (95.27%), best:    9527/10000 (95.27%), error:      1488.77551, best error:      1488.77551 on epoch:    28, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 66.0430831909s, input_fired_time: 0.5476052165, output_fired_time: 0.5394630432, propagate_forward_time: 25.5280342102, propagate_backward_time: 36.9839096069, weight_update_time: 0.1432995349, other_time: 2.4440650940
epoch time: 5.5229053497s, input_fired_time: 0.0700634643, output_fired_time: 0.0000000000, propagate_forward_time: 5.0115513802, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4412903786
validation[          , genome  2176] predictions:    9446/  10000 (94.46%), best:    9527/10000 (95.27%), error:      1845.00916, best error:      1488.77551 on epoch:    28, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 64.0879898071s, input_fired_time: 0.5336266756, output_fired_time: 0.5308635831, propagate_forward_time: 24.4810085297, propagate_backward_time: 36.0144042969, weight_update_time: 0.1427629292, other_time: 2.5280838013
epoch time: 5.5486421585s, input_fired_time: 0.0679626241, output_fired_time: 0.0000000000, propagate_forward_time: 5.0515189171, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4291605949
validation[          , genome  2176] predictions:    9450/  10000 (94.50%), best:    9527/10000 (95.27%), error:      1737.66577, best error:      1488.77551 on epoch:    28, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 65.5606918335s, input_fired_time: 0.5404927135, output_fired_time: 0.5360136032, propagate_forward_time: 25.3959712982, propagate_backward_time: 36.6507225037, weight_update_time: 0.1407352090, other_time: 2.4374961853
epoch time: 5.6463055611s, input_fired_time: 0.0711641461, output_fired_time: 0.0000000000, propagate_forward_time: 5.1409487724, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4341926575
validation[          , genome  2176] predictions:    9525/  10000 (95.25%), best:    9527/10000 (95.27%), error:      1508.56763, best error:      1488.77551 on epoch:    28, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 65.4037246704s, input_fired_time: 0.5450080037, output_fired_time: 0.5372676849, propagate_forward_time: 25.2794075012, propagate_backward_time: 36.5353088379, weight_update_time: 0.1437216699, other_time: 2.5067329407
epoch time: 5.7447228432s, input_fired_time: 0.0699965730, output_fired_time: 0.0000000000, propagate_forward_time: 5.2262158394, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4485106468
validation[          , genome  2176] predictions:    9542/  10000 (95.42%), best:    9527/10000 (95.27%), error:      1518.56677, best error:      1488.77551 on epoch:    28, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 65.6336135864s, input_fired_time: 0.5435326099, output_fired_time: 0.5413319468, propagate_forward_time: 25.2543716431, propagate_backward_time: 36.8179817200, weight_update_time: 0.1445612311, other_time: 2.4763984680
epoch time: 5.7054185867s, input_fired_time: 0.0709838048, output_fired_time: 0.0000000000, propagate_forward_time: 5.2008666992, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4335680008
validation[          , genome  2176] predictions:    9547/  10000 (95.47%), best:    9527/10000 (95.27%), error:      1526.48059, best error:      1488.77551 on epoch:    28, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 65.9775161743s, input_fired_time: 0.5444720984, output_fired_time: 0.5395583510, propagate_forward_time: 25.5009899139, propagate_backward_time: 36.9329528809, weight_update_time: 0.1435180902, other_time: 2.4595413208
epoch time: 5.6161866188s, input_fired_time: 0.0688418597, output_fired_time: 0.0000000000, propagate_forward_time: 5.0996890068, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4476556778
validation[          , genome  2176] predictions:    9549/  10000 (95.49%), best:    9527/10000 (95.27%), error:      1526.27271, best error:      1488.77551 on epoch:    28, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 65.5458221436s, input_fired_time: 0.5422224402, output_fired_time: 0.5358185172, propagate_forward_time: 25.2663917542, propagate_backward_time: 36.7566680908, weight_update_time: 0.1427209377, other_time: 2.4447212219
epoch time: 5.7499237061s, input_fired_time: 0.0731815845, output_fired_time: 0.0000000000, propagate_forward_time: 5.2236537933, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4530882835
validation[          , genome  2176] predictions:    9550/  10000 (95.50%), best:    9527/10000 (95.27%), error:      1532.52795, best error:      1488.77551 on epoch:    28, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 66.4367675781s, input_fired_time: 0.5449889898, output_fired_time: 0.5423306823, propagate_forward_time: 25.6735076904, propagate_backward_time: 37.2209663391, weight_update_time: 0.1427442431, other_time: 2.4549751282
epoch time: 5.5187697411s, input_fired_time: 0.0695047006, output_fired_time: 0.0000000000, propagate_forward_time: 5.0159492493, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4333157539
validation[          , genome  2176] predictions:    9543/  10000 (95.43%), best:    9527/10000 (95.27%), error:      1517.10693, best error:      1488.77551 on epoch:    28, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 65.1567001343s, input_fired_time: 0.5379208922, output_fired_time: 0.5355959535, propagate_forward_time: 25.0603847504, propagate_backward_time: 36.5881538391, weight_update_time: 0.1409119666, other_time: 2.4346427917
epoch time: 5.6666450500s, input_fired_time: 0.0700827017, output_fired_time: 0.0000000000, propagate_forward_time: 5.1659574509, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4306049347
validation[          , genome  2176] predictions:    9549/  10000 (95.49%), best:    9527/10000 (95.27%), error:      1489.29370, best error:      1488.77551 on epoch:    28, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 65.9021301270s, input_fired_time: 0.5499583483, output_fired_time: 0.5427628756, propagate_forward_time: 25.4898738861, propagate_backward_time: 36.8656578064, weight_update_time: 0.1430468559, other_time: 2.4538764954
epoch time: 5.8425016403s, input_fired_time: 0.0739028677, output_fired_time: 0.0000000000, propagate_forward_time: 5.3037238121, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4648747444
validation[          , genome  2176] predictions:    9555/  10000 (95.55%), best:    9527/10000 (95.27%), error:      1495.10437, best error:      1488.77551 on epoch:    28, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 66.4019927979s, input_fired_time: 0.5521941185, output_fired_time: 0.5403581262, propagate_forward_time: 25.6739234924, propagate_backward_time: 37.1517143250, weight_update_time: 0.1449339837, other_time: 2.4838027954
epoch time: 5.5695824623s, input_fired_time: 0.0705486611, output_fired_time: 0.0000000000, propagate_forward_time: 5.0613250732, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4377088547
validation[          , genome  2176] predictions:    9593/  10000 (95.93%), best:    9593/10000 (95.93%), error:      1413.13635, best error:      1413.13635 on epoch:    39, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 65.9654312134s, input_fired_time: 0.5517843962, output_fired_time: 0.5394389629, propagate_forward_time: 25.5239925385, propagate_backward_time: 36.9146194458, weight_update_time: 0.1438845396, other_time: 2.4356002808
epoch time: 5.6782956123s, input_fired_time: 0.0711190924, output_fired_time: 0.0000000000, propagate_forward_time: 5.1601586342, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4470176697
validation[          , genome  2176] predictions:    9539/  10000 (95.39%), best:    9593/10000 (95.93%), error:      1492.89868, best error:      1413.13635 on epoch:    39, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 66.1824874878s, input_fired_time: 0.5454733372, output_fired_time: 0.5388029814, propagate_forward_time: 25.6137466431, propagate_backward_time: 37.0301361084, weight_update_time: 0.1433892101, other_time: 2.4543304443
epoch time: 5.7239127159s, input_fired_time: 0.0692373142, output_fired_time: 0.0000000000, propagate_forward_time: 5.2255797386, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4290957451
validation[          , genome  2176] predictions:    9558/  10000 (95.58%), best:    9593/10000 (95.93%), error:      1414.69690, best error:      1413.13635 on epoch:    39, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 66.3551559448s, input_fired_time: 0.5528256893, output_fired_time: 0.5414814353, propagate_forward_time: 25.6373558044, propagate_backward_time: 37.1430587769, weight_update_time: 0.1450174153, other_time: 2.4804344177
epoch time: 5.7271962166s, input_fired_time: 0.0703397691, output_fired_time: 0.0000000000, propagate_forward_time: 5.2115778923, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4452786446
validation[          , genome  2176] predictions:    9577/  10000 (95.77%), best:    9577/10000 (95.77%), error:      1391.00989, best error:      1391.00989 on epoch:    42, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 65.1291427612s, input_fired_time: 0.5474311709, output_fired_time: 0.5349850655, propagate_forward_time: 25.1707744598, propagate_backward_time: 36.3520088196, weight_update_time: 0.1442009509, other_time: 2.5239372253
epoch time: 5.6168007851s, input_fired_time: 0.0697524250, output_fired_time: 0.0000000000, propagate_forward_time: 5.1201891899, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4268593788
validation[          , genome  2176] predictions:    9575/  10000 (95.75%), best:    9577/10000 (95.77%), error:      1405.53040, best error:      1391.00989 on epoch:    42, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 66.0872192383s, input_fired_time: 0.5490788817, output_fired_time: 0.5349803567, propagate_forward_time: 25.5985813141, propagate_backward_time: 36.9896125793, weight_update_time: 0.1424916387, other_time: 2.4149665833
epoch time: 5.6549386978s, input_fired_time: 0.0709766969, output_fired_time: 0.0000000000, propagate_forward_time: 5.1416730881, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4422888756
validation[          , genome  2176] predictions:    9546/  10000 (95.46%), best:    9577/10000 (95.77%), error:      1475.64697, best error:      1391.00989 on epoch:    42, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 64.8806152344s, input_fired_time: 0.5407947302, output_fired_time: 0.5355451107, propagate_forward_time: 24.9058513641, propagate_backward_time: 36.4738502502, weight_update_time: 0.1427356303, other_time: 2.4245719910
epoch time: 5.6160221100s, input_fired_time: 0.0690699518, output_fired_time: 0.0000000000, propagate_forward_time: 5.1181268692, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4288253784
validation[          , genome  2176] predictions:    9530/  10000 (95.30%), best:    9577/10000 (95.77%), error:      1550.31775, best error:      1391.00989 on epoch:    42, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 66.3007507324s, input_fired_time: 0.5486138463, output_fired_time: 0.5400075316, propagate_forward_time: 25.5971584320, propagate_backward_time: 37.1265335083, weight_update_time: 0.1434624940, other_time: 2.4884338379
epoch time: 5.6440958977s, input_fired_time: 0.0699032992, output_fired_time: 0.0000000000, propagate_forward_time: 5.1438670158, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4303255081
validation[          , genome  2176] predictions:    9578/  10000 (95.78%), best:    9577/10000 (95.77%), error:      1399.95508, best error:      1391.00989 on epoch:    42, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 64.4559478760s, input_fired_time: 0.5431422591, output_fired_time: 0.5317909718, propagate_forward_time: 24.8428459167, propagate_backward_time: 36.0745887756, weight_update_time: 0.1421567947, other_time: 2.4635810852
epoch time: 5.7483358383s, input_fired_time: 0.0712739304, output_fired_time: 0.0000000000, propagate_forward_time: 5.2297186852, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4473433495
validation[          , genome  2176] predictions:    9559/  10000 (95.59%), best:    9577/10000 (95.77%), error:      1469.48804, best error:      1391.00989 on epoch:    42, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 65.3227462769s, input_fired_time: 0.5416079760, output_fired_time: 0.5361291170, propagate_forward_time: 25.2230129242, propagate_backward_time: 36.5974540710, weight_update_time: 0.1440724880, other_time: 2.4245338440
epoch time: 5.7686047554s, input_fired_time: 0.0728539675, output_fired_time: 0.0000000000, propagate_forward_time: 5.2340040207, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4617466927
validation[          , genome  2176] predictions:    9504/  10000 (95.04%), best:    9577/10000 (95.77%), error:      1657.26318, best error:      1391.00989 on epoch:    42, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 65.7960052490s, input_fired_time: 0.5445538163, output_fired_time: 0.5343350768, propagate_forward_time: 25.3973484039, propagate_backward_time: 36.9149856567, weight_update_time: 0.1411597729, other_time: 2.4047851563
epoch time: 5.5520930290s, input_fired_time: 0.0697037578, output_fired_time: 0.0000000000, propagate_forward_time: 5.0483756065, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4340138435
validation[          , genome  2176] predictions:    9550/  10000 (95.50%), best:    9577/10000 (95.77%), error:      1484.37720, best error:      1391.00989 on epoch:    42, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 66.3490753174s, input_fired_time: 0.5467836857, output_fired_time: 0.5411580205, propagate_forward_time: 25.6462249756, propagate_backward_time: 37.1387786865, weight_update_time: 0.1452062875, other_time: 2.4761276245
epoch time: 5.6449913979s, input_fired_time: 0.0718331859, output_fired_time: 0.0000000000, propagate_forward_time: 5.1225600243, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4505982399
validation[          , genome  2176] predictions:    9558/  10000 (95.58%), best:    9577/10000 (95.77%), error:      1436.65125, best error:      1391.00989 on epoch:    42, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 64.9837722778s, input_fired_time: 0.5407615304, output_fired_time: 0.5360520482, propagate_forward_time: 24.9154701233, propagate_backward_time: 36.5371513367, weight_update_time: 0.1447825581, other_time: 2.4543342590
epoch time: 5.8183064461s, input_fired_time: 0.0736145452, output_fired_time: 0.0000000000, propagate_forward_time: 5.2838897705, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4608020782
validation[          , genome  2176] predictions:    9559/  10000 (95.59%), best:    9577/10000 (95.77%), error:      1400.01929, best error:      1391.00989 on epoch:    42, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

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_2176.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_41_2176_1_r1667276825_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: 0.955973
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.000868035
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 3.47214e-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: 52
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 42
read number_validation_images: 10000
read best_validation_predictions: 9577
read best_validation_error: 1391.01
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: 2176
read normal distribution: '1 0 0'
generator_str: '1810235275'
read generator: 1810235275
read generated_by_map:
1 disable_edge 1
reading 15 nodes.
reading 24 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: 68.335693359375s, input_fired_time: 0.55520486831665, output_fired_time: 0.547385215759277, propagate_forward_time: 25.3804302215576, propagate_backward_time: 39.3663673400879, weight_update_time: 0.143770352005959, other_time: 2.48630142211914
epoch time: 5.34680366516113s, input_fired_time: 0.0688168928027153, output_fired_time: 0, propagate_forward_time: 4.83575820922852, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.4422287940979
validation[          , genome  2176] predictions:    9516/  10000 (95.16%), best:    9577/10000 (95.77%), error:      1594.69556, best error:      1391.00989 on epoch:    42, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 68.6604690552s, input_fired_time: 0.5481352806, output_fired_time: 0.5511549115, propagate_forward_time: 25.5363178253, propagate_backward_time: 39.6310348511, weight_update_time: 0.1422379762, other_time: 2.3938293457
epoch time: 4.8674964905s, input_fired_time: 0.0676827580, output_fired_time: 0.0000000000, propagate_forward_time: 4.3490815163, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4507322311
validation[          , genome  2176] predictions:    9549/  10000 (95.49%), best:    9577/10000 (95.77%), error:      1505.71326, best error:      1391.00989 on epoch:    42, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 67.9711380005s, input_fired_time: 0.5530866385, output_fired_time: 0.5472841859, propagate_forward_time: 25.1118869781, propagate_backward_time: 39.2908134460, weight_update_time: 0.1432681978, other_time: 2.4680671692
epoch time: 5.5505003929s, input_fired_time: 0.0703754947, output_fired_time: 0.0000000000, propagate_forward_time: 5.0456924438, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4344325066
validation[          , genome  2176] predictions:    9561/  10000 (95.61%), best:    9577/10000 (95.77%), error:      1398.24731, best error:      1391.00989 on epoch:    42, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 68.7242889404s, input_fired_time: 0.5609419346, output_fired_time: 0.5487558842, propagate_forward_time: 25.5320053101, propagate_backward_time: 39.6114768982, weight_update_time: 0.1438041925, other_time: 2.4711036682
epoch time: 5.6759729385s, input_fired_time: 0.0735926405, output_fired_time: 0.0000000000, propagate_forward_time: 5.1504216194, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4519586563
validation[          , genome  2176] predictions:    9590/  10000 (95.90%), best:    9590/10000 (95.90%), error:      1365.78857, best error:      1365.78857 on epoch:    55, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 69.0303039551s, input_fired_time: 0.5599472523, output_fired_time: 0.5524860620, propagate_forward_time: 25.6657581329, propagate_backward_time: 39.7843170166, weight_update_time: 0.1433449537, other_time: 2.4678039551
epoch time: 5.6353650093s, input_fired_time: 0.0714341998, output_fired_time: 0.0000000000, propagate_forward_time: 5.1336975098, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4302334785
validation[          , genome  2176] predictions:    9568/  10000 (95.68%), best:    9590/10000 (95.90%), error:      1402.05786, best error:      1365.78857 on epoch:    55, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 68.2821273804s, input_fired_time: 0.5586140156, output_fired_time: 0.5480183959, propagate_forward_time: 25.3518333435, propagate_backward_time: 39.3007202148, weight_update_time: 0.1444652975, other_time: 2.5229377747
epoch time: 5.6195921898s, input_fired_time: 0.0704134256, output_fired_time: 0.0000000000, propagate_forward_time: 5.1165723801, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4326062202
validation[          , genome  2176] predictions:    9548/  10000 (95.48%), best:    9590/10000 (95.90%), error:      1495.84204, best error:      1365.78857 on epoch:    55, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 66.9801712036s, input_fired_time: 0.5512095094, output_fired_time: 0.5400020480, propagate_forward_time: 24.7821025848, propagate_backward_time: 38.6460876465, weight_update_time: 0.1400859207, other_time: 2.4607696533
epoch time: 5.1477880478s, input_fired_time: 0.0682576448, output_fired_time: 0.0000000000, propagate_forward_time: 4.6632156372, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4163146019
validation[          , genome  2176] predictions:    9564/  10000 (95.64%), best:    9590/10000 (95.90%), error:      1389.83643, best error:      1365.78857 on epoch:    55, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 67.7635498047s, input_fired_time: 0.5481594801, output_fired_time: 0.5450716019, propagate_forward_time: 25.2128372192, propagate_backward_time: 39.0404739380, weight_update_time: 0.1413739324, other_time: 2.4170074463
epoch time: 5.7025694847s, input_fired_time: 0.0708548352, output_fired_time: 0.0000000000, propagate_forward_time: 5.1819753647, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4497394562
validation[          , genome  2176] predictions:    9566/  10000 (95.66%), best:    9590/10000 (95.90%), error:      1456.78833, best error:      1365.78857 on epoch:    55, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 69.1421508789s, input_fired_time: 0.5592146516, output_fired_time: 0.5546205640, propagate_forward_time: 25.7578754425, propagate_backward_time: 39.8189239502, weight_update_time: 0.1433337629, other_time: 2.4515228271
epoch time: 5.7088189125s, input_fired_time: 0.0709490255, output_fired_time: 0.0000000000, propagate_forward_time: 5.2052502632, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4326195717
validation[          , genome  2176] predictions:    9580/  10000 (95.80%), best:    9590/10000 (95.90%), error:      1385.36377, best error:      1365.78857 on epoch:    55, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 68.4259033203s, input_fired_time: 0.5523201227, output_fired_time: 0.5463518500, propagate_forward_time: 25.3603343964, propagate_backward_time: 39.5088729858, weight_update_time: 0.1430570632, other_time: 2.4580230713
epoch time: 5.3005933762s, input_fired_time: 0.0683763549, output_fired_time: 0.0000000000, propagate_forward_time: 4.8068952560, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4253215790
validation[          , genome  2176] predictions:    9567/  10000 (95.67%), best:    9590/10000 (95.90%), error:      1437.70276, best error:      1365.78857 on epoch:    55, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 67.6718750000s, input_fired_time: 0.5474666953, output_fired_time: 0.5485618711, propagate_forward_time: 24.9062938690, propagate_backward_time: 39.1917190552, weight_update_time: 0.1426512897, other_time: 2.4778289795
epoch time: 5.6138620377s, input_fired_time: 0.0716051161, output_fired_time: 0.0000000000, propagate_forward_time: 5.1070284843, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4352283478
validation[          , genome  2176] predictions:    9581/  10000 (95.81%), best:    9581/10000 (95.81%), error:      1359.83105, best error:      1359.83105 on epoch:    62, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 68.4399948120s, input_fired_time: 0.5518103242, output_fired_time: 0.5481505394, propagate_forward_time: 25.4596881866, propagate_backward_time: 39.4206542969, weight_update_time: 0.1434959024, other_time: 2.4596939087
epoch time: 5.8312497139s, input_fired_time: 0.0737274215, output_fired_time: 0.0000000000, propagate_forward_time: 5.2896928787, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4678292274
validation[          , genome  2176] predictions:    9587/  10000 (95.87%), best:    9581/10000 (95.81%), error:      1399.19067, best error:      1359.83105 on epoch:    62, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 68.7484054565s, input_fired_time: 0.5612044930, output_fired_time: 0.5515753031, propagate_forward_time: 25.5896530151, propagate_backward_time: 39.5366477966, weight_update_time: 0.1472030729, other_time: 2.5093269348
epoch time: 5.4443817139s, input_fired_time: 0.0694033951, output_fired_time: 0.0000000000, propagate_forward_time: 4.9474773407, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4275012016
validation[          , genome  2176] predictions:    9544/  10000 (95.44%), best:    9581/10000 (95.81%), error:      1484.53882, best error:      1359.83105 on epoch:    62, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 68.9996566772s, input_fired_time: 0.5598136187, output_fired_time: 0.5501471162, propagate_forward_time: 25.6230640411, propagate_backward_time: 39.8272933960, weight_update_time: 0.1430182457, other_time: 2.4393386841
epoch time: 5.0113744736s, input_fired_time: 0.0680179298, output_fired_time: 0.0000000000, propagate_forward_time: 4.4731612206, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4701952934
validation[          , genome  2176] predictions:    9531/  10000 (95.31%), best:    9581/10000 (95.81%), error:      1470.88611, best error:      1359.83105 on epoch:    62, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 68.6747589111s, input_fired_time: 0.5547157526, output_fired_time: 0.5539774895, propagate_forward_time: 25.5633163452, propagate_backward_time: 39.5322837830, weight_update_time: 0.1427518129, other_time: 2.4704627991
epoch time: 5.6408820152s, input_fired_time: 0.0727647096, output_fired_time: 0.0000000000, propagate_forward_time: 5.1331052780, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4350118637
validation[          , genome  2176] predictions:    9582/  10000 (95.82%), best:    9581/10000 (95.81%), error:      1445.93433, best error:      1359.83105 on epoch:    62, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 68.9530944824s, input_fired_time: 0.5555474162, output_fired_time: 0.5507825017, propagate_forward_time: 25.5866966248, propagate_backward_time: 39.8006706238, weight_update_time: 0.1429775953, other_time: 2.4593963623
epoch time: 5.7051486969s, input_fired_time: 0.0721875876, output_fired_time: 0.0000000000, propagate_forward_time: 5.1890516281, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4439096451
validation[          , genome  2176] predictions:    9591/  10000 (95.91%), best:    9591/10000 (95.91%), error:      1359.31824, best error:      1359.31824 on epoch:    67, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 68.6846618652s, input_fired_time: 0.5546013713, output_fired_time: 0.5470765829, propagate_forward_time: 25.5491237640, propagate_backward_time: 39.6056213379, weight_update_time: 0.1429762989, other_time: 2.4282379150
epoch time: 5.6723222733s, input_fired_time: 0.0739738122, output_fired_time: 0.0000000000, propagate_forward_time: 5.1445407867, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4538078308
validation[          , genome  2176] predictions:    9564/  10000 (95.64%), best:    9591/10000 (95.91%), error:      1392.93103, best error:      1359.31824 on epoch:    67, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 68.0992584229s, input_fired_time: 0.5557411313, output_fired_time: 0.5428739190, propagate_forward_time: 25.2948360443, propagate_backward_time: 39.2782936096, weight_update_time: 0.1436007917, other_time: 2.4275093079
epoch time: 5.4296922684s, input_fired_time: 0.0698845163, output_fired_time: 0.0000000000, propagate_forward_time: 4.9191532135, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4406547546
validation[          , genome  2176] predictions:    9534/  10000 (95.34%), best:    9591/10000 (95.91%), error:      1498.91003, best error:      1359.31824 on epoch:    67, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 67.1763839722s, input_fired_time: 0.5484293103, output_fired_time: 0.5413448811, propagate_forward_time: 24.8613891602, propagate_backward_time: 38.8028602600, weight_update_time: 0.1413614452, other_time: 2.4223594666
epoch time: 5.6708006859s, input_fired_time: 0.0728780702, output_fired_time: 0.0000000000, propagate_forward_time: 5.1519560814, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4459667206
validation[          , genome  2176] predictions:    9590/  10000 (95.90%), best:    9591/10000 (95.91%), error:      1374.95630, best error:      1359.31824 on epoch:    67, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 67.9582748413s, input_fired_time: 0.5512798429, output_fired_time: 0.5484201312, propagate_forward_time: 25.0510635376, propagate_backward_time: 39.3425559998, weight_update_time: 0.1438380927, other_time: 2.4649543762
epoch time: 5.6024332047s, input_fired_time: 0.0701706111, output_fired_time: 0.0000000000, propagate_forward_time: 5.1003150940, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4319477081
validation[          , genome  2176] predictions:    9536/  10000 (95.36%), best:    9591/10000 (95.91%), error:      1507.14258, best error:      1359.31824 on epoch:    67, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 69.0188522339s, input_fired_time: 0.5623033643, output_fired_time: 0.5513839722, propagate_forward_time: 25.7026271820, propagate_backward_time: 39.7236099243, weight_update_time: 0.1431289315, other_time: 2.4789276123
epoch time: 5.1073670387s, input_fired_time: 0.0694341660, output_fired_time: 0.0000000000, propagate_forward_time: 4.5811634064, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4567694664
validation[          , genome  2176] predictions:    9591/  10000 (95.91%), best:    9591/10000 (95.91%), error:      1365.88660, best error:      1359.31824 on epoch:    67, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 68.1529617310s, input_fired_time: 0.5549444556, output_fired_time: 0.5424897075, propagate_forward_time: 25.3292255402, propagate_backward_time: 39.3099555969, weight_update_time: 0.1438060105, other_time: 2.4163475037
epoch time: 5.5678772926s, input_fired_time: 0.0718126670, output_fired_time: 0.0000000000, propagate_forward_time: 5.0615334511, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4345312119
validation[          , genome  2176] predictions:    9580/  10000 (95.80%), best:    9580/10000 (95.80%), error:      1349.06873, best error:      1349.06873 on epoch:    73, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 68.7137298584s, input_fired_time: 0.5603670478, output_fired_time: 0.5526873469, propagate_forward_time: 25.4933586121, propagate_backward_time: 39.6247749329, weight_update_time: 0.1437577605, other_time: 2.4825439453
epoch time: 5.7539153099s, input_fired_time: 0.0748039708, output_fired_time: 0.0000000000, propagate_forward_time: 5.2164797783, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4626317024
validation[          , genome  2176] predictions:    9582/  10000 (95.82%), best:    9580/10000 (95.80%), error:      1360.91895, best error:      1349.06873 on epoch:    73, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 67.7705459595s, input_fired_time: 0.5642564893, output_fired_time: 0.5466175079, propagate_forward_time: 25.0032558441, propagate_backward_time: 39.1479797363, weight_update_time: 0.1442402005, other_time: 2.5084381104
epoch time: 5.6483407021s, input_fired_time: 0.0721469522, output_fired_time: 0.0000000000, propagate_forward_time: 5.1462278366, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4299659729
validation[          , genome  2176] predictions:    9581/  10000 (95.81%), best:    9580/10000 (95.80%), error:      1383.60925, best error:      1349.06873 on epoch:    73, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 68.9972229004s, input_fired_time: 0.5632437468, output_fired_time: 0.5512140393, propagate_forward_time: 25.6744079590, propagate_backward_time: 39.7367362976, weight_update_time: 0.1439497471, other_time: 2.4716224670
epoch time: 5.2197308540s, input_fired_time: 0.0696622431, output_fired_time: 0.0000000000, propagate_forward_time: 4.7018175125, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4482512474
validation[          , genome  2176] predictions:    9573/  10000 (95.73%), best:    9580/10000 (95.80%), error:      1354.90015, best error:      1349.06873 on epoch:    73, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 67.5562362671s, input_fired_time: 0.5532420278, output_fired_time: 0.5449208021, propagate_forward_time: 24.8559284210, propagate_backward_time: 39.1856613159, weight_update_time: 0.1416742206, other_time: 2.4164810181
epoch time: 5.5853033066s, input_fired_time: 0.0727602243, output_fired_time: 0.0000000000, propagate_forward_time: 5.0749301910, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4376130104
validation[          , genome  2176] predictions:    9573/  10000 (95.73%), best:    9580/10000 (95.80%), error:      1431.68652, best error:      1349.06873 on epoch:    73, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 68.4747390747s, input_fired_time: 0.5599714518, output_fired_time: 0.5491928458, propagate_forward_time: 25.4807682037, propagate_backward_time: 39.4149742126, weight_update_time: 0.1431869566, other_time: 2.4698295593
epoch time: 5.7341327667s, input_fired_time: 0.0734761134, output_fired_time: 0.0000000000, propagate_forward_time: 5.2108864784, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4497699738
validation[          , genome  2176] predictions:    9564/  10000 (95.64%), best:    9580/10000 (95.80%), error:      1393.16357, best error:      1349.06873 on epoch:    73, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 68.7343368530s, input_fired_time: 0.5557819605, output_fired_time: 0.5491459370, propagate_forward_time: 25.6220912933, propagate_backward_time: 39.5672302246, weight_update_time: 0.1436493695, other_time: 2.4400863647
epoch time: 5.7035541534s, input_fired_time: 0.0706379116, output_fired_time: 0.0000000000, propagate_forward_time: 5.2040038109, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4289126396
validation[          , genome  2176] predictions:    9565/  10000 (95.65%), best:    9580/10000 (95.80%), error:      1431.40186, best error:      1349.06873 on epoch:    73, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 68.5059432983s, input_fired_time: 0.5584019423, output_fired_time: 0.5480338335, propagate_forward_time: 25.4092178345, propagate_backward_time: 39.5651130676, weight_update_time: 0.1451079994, other_time: 2.4251747131
epoch time: 5.8758130074s, input_fired_time: 0.0771307051, output_fired_time: 0.0000000000, propagate_forward_time: 5.3287229538, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4699592590
validation[          , genome  2176] predictions:    9588/  10000 (95.88%), best:    9580/10000 (95.80%), error:      1351.93896, best error:      1349.06873 on epoch:    73, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 69.6062393188s, input_fired_time: 0.5638577342, output_fired_time: 0.5534914136, propagate_forward_time: 25.9419307709, propagate_backward_time: 40.1040039063, weight_update_time: 0.1441041827, other_time: 2.4429550171
epoch time: 5.2679948807s, input_fired_time: 0.0726549476, output_fired_time: 0.0000000000, propagate_forward_time: 4.7321949005, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4631452560
validation[          , genome  2176] predictions:    9585/  10000 (95.85%), best:    9580/10000 (95.80%), error:      1357.26587, best error:      1349.06873 on epoch:    73, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 67.7933197021s, input_fired_time: 0.5516477823, output_fired_time: 0.5470443368, propagate_forward_time: 25.0756034851, propagate_backward_time: 39.1998863220, weight_update_time: 0.1417889595, other_time: 2.4191360474
epoch time: 5.7075490952s, input_fired_time: 0.0715663061, output_fired_time: 0.0000000000, propagate_forward_time: 5.2050194740, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4309635162
validation[          , genome  2176] predictions:    9566/  10000 (95.66%), best:    9580/10000 (95.80%), error:      1404.64209, best error:      1349.06873 on epoch:    73, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 68.9481735229s, input_fired_time: 0.5662608743, output_fired_time: 0.5490416884, propagate_forward_time: 25.6678714752, propagate_backward_time: 39.6739807129, weight_update_time: 0.1446361989, other_time: 2.4910202026
epoch time: 5.4759755135s, input_fired_time: 0.0713302419, output_fired_time: 0.0000000000, propagate_forward_time: 4.9625577927, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4420876503
validation[          , genome  2176] predictions:    9594/  10000 (95.94%), best:    9594/10000 (95.94%), error:      1325.50012, best error:      1325.50012 on epoch:    83, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 66.7575454712s, input_fired_time: 0.5558557510, output_fired_time: 0.5448802710, propagate_forward_time: 24.4447364807, propagate_backward_time: 38.6753997803, weight_update_time: 0.1452007145, other_time: 2.5366706848
epoch time: 5.7191290855s, input_fired_time: 0.0741331652, output_fired_time: 0.0000000000, propagate_forward_time: 5.1936283112, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4513673782
validation[          , genome  2176] predictions:    9588/  10000 (95.88%), best:    9594/10000 (95.94%), error:      1328.45056, best error:      1325.50012 on epoch:    83, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 68.6451187134s, input_fired_time: 0.5577309132, output_fired_time: 0.5504720807, propagate_forward_time: 25.4687175751, propagate_backward_time: 39.6155700684, weight_update_time: 0.1430343390, other_time: 2.4526290894
epoch time: 5.6755585670s, input_fired_time: 0.0726964250, output_fired_time: 0.0000000000, propagate_forward_time: 5.1577897072, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4450726509
validation[          , genome  2176] predictions:    9590/  10000 (95.90%), best:    9594/10000 (95.94%), error:      1351.30859, best error:      1325.50012 on epoch:    83, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 69.3984603882s, input_fired_time: 0.5690244436, output_fired_time: 0.5515337586, propagate_forward_time: 25.8258094788, propagate_backward_time: 39.9748764038, weight_update_time: 0.1439980417, other_time: 2.4772148132
epoch time: 5.4890046120s, input_fired_time: 0.0714141056, output_fired_time: 0.0000000000, propagate_forward_time: 4.9693274498, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4482631683
validation[          , genome  2176] predictions:    9587/  10000 (95.87%), best:    9594/10000 (95.94%), error:      1341.15991, best error:      1325.50012 on epoch:    83, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 67.9188842773s, input_fired_time: 0.5590050220, output_fired_time: 0.5419459343, propagate_forward_time: 25.2657394409, propagate_backward_time: 39.1281013489, weight_update_time: 0.1416448653, other_time: 2.4240913391
epoch time: 5.7204303741s, input_fired_time: 0.0734430775, output_fired_time: 0.0000000000, propagate_forward_time: 5.1995997429, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4473876953
validation[          , genome  2176] predictions:    9569/  10000 (95.69%), best:    9594/10000 (95.94%), error:      1404.76782, best error:      1325.50012 on epoch:    83, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 68.8294982910s, input_fired_time: 0.5626797080, output_fired_time: 0.5529962778, propagate_forward_time: 25.6176395416, propagate_backward_time: 39.6284523010, weight_update_time: 0.1429224461, other_time: 2.4677314758
epoch time: 5.7872338295s, input_fired_time: 0.0740724578, output_fired_time: 0.0000000000, propagate_forward_time: 5.2570261955, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4561352730
validation[          , genome  2176] predictions:    9529/  10000 (95.29%), best:    9594/10000 (95.94%), error:      1538.88586, best error:      1325.50012 on epoch:    83, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 69.1735229492s, input_fired_time: 0.5631817579, output_fired_time: 0.5558524728, propagate_forward_time: 25.7772426605, propagate_backward_time: 39.8247604370, weight_update_time: 0.1444586068, other_time: 2.4524841309
epoch time: 5.0529794693s, input_fired_time: 0.0679626092, output_fired_time: 0.0000000000, propagate_forward_time: 4.5402331352, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4447836876
validation[          , genome  2176] predictions:    9557/  10000 (95.57%), best:    9594/10000 (95.94%), error:      1391.96484, best error:      1325.50012 on epoch:    83, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 68.0296554565s, input_fired_time: 0.5611082911, output_fired_time: 0.5514900088, propagate_forward_time: 25.1322460175, propagate_backward_time: 39.3038864136, weight_update_time: 0.1432730407, other_time: 2.4809188843
epoch time: 5.7011175156s, input_fired_time: 0.0728803352, output_fired_time: 0.0000000000, propagate_forward_time: 5.1842236519, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4440135956
validation[          , genome  2176] predictions:    9562/  10000 (95.62%), best:    9594/10000 (95.94%), error:      1450.83508, best error:      1325.50012 on epoch:    83, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 69.1669082642s, input_fired_time: 0.5663650036, output_fired_time: 0.5549449921, propagate_forward_time: 25.7593154907, propagate_backward_time: 39.7988510132, weight_update_time: 0.1451628804, other_time: 2.4874267578
epoch time: 5.3902759552s, input_fired_time: 0.0706343651, output_fired_time: 0.0000000000, propagate_forward_time: 4.8808817863, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4387598038
validation[          , genome  2176] predictions:    9566/  10000 (95.66%), best:    9594/10000 (95.94%), error:      1372.17224, best error:      1325.50012 on epoch:    83, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 68.3816299438s, input_fired_time: 0.5604647398, output_fired_time: 0.5462307930, propagate_forward_time: 25.3887310028, propagate_backward_time: 39.4846572876, weight_update_time: 0.1436121613, other_time: 2.4015426636
epoch time: 5.7305908203s, input_fired_time: 0.0734547451, output_fired_time: 0.0000000000, propagate_forward_time: 5.2049689293, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4521670341
validation[          , genome  2176] predictions:    9571/  10000 (95.71%), best:    9594/10000 (95.94%), error:      1435.60461, best error:      1325.50012 on epoch:    83, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 68.2927780151s, input_fired_time: 0.5626004934, output_fired_time: 0.5474880934, propagate_forward_time: 25.3109302521, propagate_backward_time: 39.3885459900, weight_update_time: 0.1443161815, other_time: 2.4832191467
epoch time: 5.6192197800s, input_fired_time: 0.0737787411, output_fired_time: 0.0000000000, propagate_forward_time: 5.0858302116, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4596109390
validation[          , genome  2176] predictions:    9592/  10000 (95.92%), best:    9594/10000 (95.94%), error:      1374.33789, best error:      1325.50012 on epoch:    83, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 69.1008224487s, input_fired_time: 0.5657323003, output_fired_time: 0.5529470444, propagate_forward_time: 25.6563854218, propagate_backward_time: 39.8259429932, weight_update_time: 0.1459296793, other_time: 2.4998092651
epoch time: 5.7457070351s, input_fired_time: 0.0744362101, output_fired_time: 0.0000000000, propagate_forward_time: 5.2192482948, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4520225525
validation[          , genome  2176] predictions:    9598/  10000 (95.98%), best:    9598/10000 (95.98%), error:      1320.26709, best error:      1320.26709 on epoch:    94, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 69.0889358521s, input_fired_time: 0.5689445138, output_fired_time: 0.5550594330, propagate_forward_time: 25.6351642609, propagate_backward_time: 39.8047637939, weight_update_time: 0.1451986730, other_time: 2.5250015259
epoch time: 5.6569499969s, input_fired_time: 0.0715747699, output_fired_time: 0.0000000000, propagate_forward_time: 5.1537036896, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4316716194
validation[          , genome  2176] predictions:    9570/  10000 (95.70%), best:    9598/10000 (95.98%), error:      1394.37109, best error:      1320.26709 on epoch:    94, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 68.6216125488s, input_fired_time: 0.5622169375, output_fired_time: 0.5508684516, propagate_forward_time: 25.6107444763, propagate_backward_time: 39.4741592407, weight_update_time: 0.1434788853, other_time: 2.4236259460
epoch time: 5.7074971199s, input_fired_time: 0.0748213828, output_fired_time: 0.0000000000, propagate_forward_time: 5.1763014793, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4563741684
validation[          , genome  2176] predictions:    9587/  10000 (95.87%), best:    9598/10000 (95.98%), error:      1380.93909, best error:      1320.26709 on epoch:    94, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 69.0295562744s, input_fired_time: 0.5655333996, output_fired_time: 0.5518079400, propagate_forward_time: 25.6561012268, propagate_backward_time: 39.7481117249, weight_update_time: 0.1443737149, other_time: 2.5079956055
epoch time: 5.7449712753s, input_fired_time: 0.0729275793, output_fired_time: 0.0000000000, propagate_forward_time: 5.2212972641, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4507465363
validation[          , genome  2176] predictions:    9560/  10000 (95.60%), best:    9598/10000 (95.98%), error:      1399.80786, best error:      1320.26709 on epoch:    94, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 67.2553329468s, input_fired_time: 0.5561156273, output_fired_time: 0.5434054732, propagate_forward_time: 24.6871967316, propagate_backward_time: 39.0156021118, weight_update_time: 0.1412457824, other_time: 2.4530181885
epoch time: 5.5215411186s, input_fired_time: 0.0733369216, output_fired_time: 0.0000000000, propagate_forward_time: 4.9966864586, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4515175819
validation[          , genome  2176] predictions:    9434/  10000 (94.34%), best:    9598/10000 (95.98%), error:      1770.64063, best error:      1320.26709 on epoch:    94, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 69.2220077515s, input_fired_time: 0.5659257770, output_fired_time: 0.5504852533, propagate_forward_time: 25.8171272278, propagate_backward_time: 39.8322410583, weight_update_time: 0.1434922516, other_time: 2.4562301636
epoch time: 5.7476449013s, input_fired_time: 0.0743032023, output_fired_time: 0.0000000000, propagate_forward_time: 5.2186965942, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4546451569
validation[          , genome  2176] predictions:    9588/  10000 (95.88%), best:    9598/10000 (95.98%), error:      1345.93982, best error:      1320.26709 on epoch:    94, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 68.2942504883s, input_fired_time: 0.5602805614, output_fired_time: 0.5482699275, propagate_forward_time: 25.2327919006, propagate_backward_time: 39.4934654236, weight_update_time: 0.1437872201, other_time: 2.4594421387
epoch time: 5.6771645546s, input_fired_time: 0.0733859912, output_fired_time: 0.0000000000, propagate_forward_time: 5.1617479324, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4420304298
validation[          , genome  2176] predictions:    9583/  10000 (95.83%), best:    9598/10000 (95.98%), error:      1425.64050, best error:      1320.26709 on epoch:    94, 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: 27.7377624512s, input_fired_time: 0.3649269938, output_fired_time: 0.0000000000, propagate_forward_time: 24.9890937805, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3837413788
best training[          , genome  2176] predictions:   48848/  50000 (97.70%), best:    9598/10000 (95.98%), error:      4167.23828, best error:      1320.26709 on epoch:    94, 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: 5.7315397263s, input_fired_time: 0.0717943907, output_fired_time: 0.0000000000, propagate_forward_time: 5.2123956680, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4473495483
   testing[          , genome  2176] predictions:    9649/  10000 (96.49%), best:    9598/10000 (95.98%), error:      1232.57690, best error:      1320.26709 on epoch:    94, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
08:48:14 (568): called boinc_finish(0)

</stderr_txt>
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