Nameexact_genome_1517574602_50_18326_0
Workunit2991142
Created9 Feb 2018, 9:50:39 UTC
Sent9 Feb 2018, 10:16:46 UTC
Report deadline18 Mar 2018, 8:12:59 UTC
Received10 Feb 2018, 15:35:52 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID52260
Run time16 hours 11 min 1 sec
CPU time15 hours 57 min 49 sec
Validate stateInitial
Credit0.00
Device peak FLOPS4.44 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size187.19 MB
Peak swap size190.40 MB
Peak disk usage8.02 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
, propagate_backward_time: 287.1220397949, weight_update_time: 0.3743042052, other_time: 12.2359619141
epoch time: 43.9299736023s, input_fired_time: 1.1107782125, output_fired_time: 0.0000000000, propagate_forward_time: 40.4971427917, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3220520020
validation[          , genome 18326] predictions:    9807/  10000 (98.07%), best:    9858/10000 (98.58%), error:       622.01062, best error:       431.26715 on epoch:    20, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 520.5631713867s, input_fired_time: 9.4560728073, output_fired_time: 8.3505582809, propagate_forward_time: 202.3067016602, propagate_backward_time: 288.1896362305, weight_update_time: 0.3706141114, other_time: 12.2601928711
epoch time: 44.6134872437s, input_fired_time: 1.1291111708, output_fired_time: 0.0000000000, propagate_forward_time: 41.2024383545, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2819366455
validation[          , genome 18326] predictions:    9852/  10000 (98.52%), best:    9858/10000 (98.58%), error:       485.24854, best error:       431.26715 on epoch:    20, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 519.1487426758s, input_fired_time: 9.4336814880, output_fired_time: 8.3538627625, propagate_forward_time: 201.3065795898, propagate_backward_time: 287.7763061523, weight_update_time: 0.3694013059, other_time: 12.2783203125
epoch time: 45.2619094849s, input_fired_time: 1.1395754814, output_fired_time: 0.0000000000, propagate_forward_time: 41.7220115662, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4003219604
validation[          , genome 18326] predictions:    9862/  10000 (98.62%), best:    9858/10000 (98.58%), error:       474.28873, best error:       431.26715 on epoch:    20, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 520.9018554688s, input_fired_time: 9.5064287186, output_fired_time: 8.3449325562, propagate_forward_time: 203.5955047607, propagate_backward_time: 287.0342102051, weight_update_time: 0.3884172142, other_time: 12.4207458496
epoch time: 44.6401023865s, input_fired_time: 1.1315958500, output_fired_time: 0.0000000000, propagate_forward_time: 41.1202011108, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3883056641
validation[          , genome 18326] predictions:    9827/  10000 (98.27%), best:    9858/10000 (98.58%), error:       535.24408, best error:       431.26715 on epoch:    20, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 519.2764282227s, input_fired_time: 9.4454202652, output_fired_time: 8.3126535416, propagate_forward_time: 201.8111572266, propagate_backward_time: 287.3059387207, weight_update_time: 0.3717828393, other_time: 12.4012451172
epoch time: 44.3556518555s, input_fired_time: 1.1179451942, output_fired_time: 0.0000000000, propagate_forward_time: 40.9094047546, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3283004761
validation[          , genome 18326] predictions:    9865/  10000 (98.65%), best:    9865/10000 (98.65%), error:       428.04340, best error:       428.04340 on epoch:    25, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 519.3052978516s, input_fired_time: 9.4507818222, output_fired_time: 8.3227329254, propagate_forward_time: 202.0148620605, propagate_backward_time: 287.0257568359, weight_update_time: 0.3735601604, other_time: 12.4911804199
epoch time: 44.0678825378s, input_fired_time: 1.1213002205, output_fired_time: 0.0000000000, propagate_forward_time: 40.6172523499, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3293304443
validation[          , genome 18326] predictions:    9874/  10000 (98.74%), best:    9874/10000 (98.74%), error:       409.97519, best error:       409.97519 on epoch:    26, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 519.9650878906s, input_fired_time: 9.4745979309, output_fired_time: 8.2867765427, propagate_forward_time: 202.1929473877, propagate_backward_time: 287.6569519043, weight_update_time: 0.3719191551, other_time: 12.3537902832
epoch time: 45.1065826416s, input_fired_time: 1.1372033358, output_fired_time: 0.0000000000, propagate_forward_time: 41.6289825439, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3403968811
validation[          , genome 18326] predictions:    9849/  10000 (98.49%), best:    9874/10000 (98.74%), error:       481.83765, best error:       409.97519 on epoch:    26, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 519.6354980469s, input_fired_time: 9.4575014114, output_fired_time: 8.3011770248, propagate_forward_time: 201.7346038818, propagate_backward_time: 287.7902221680, weight_update_time: 0.3736262619, other_time: 12.3519897461
epoch time: 44.4071769714s, input_fired_time: 1.1241074800, output_fired_time: 0.0000000000, propagate_forward_time: 40.9640884399, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3189811707
validation[          , genome 18326] predictions:    9843/  10000 (98.43%), best:    9874/10000 (98.74%), error:       509.73438, best error:       409.97519 on epoch:    26, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 522.5148925781s, input_fired_time: 9.4709091187, output_fired_time: 8.3769321442, propagate_forward_time: 203.2109527588, propagate_backward_time: 289.0979614258, weight_update_time: 0.3755364120, other_time: 12.3581542969
epoch time: 44.9294166565s, input_fired_time: 1.1334695816, output_fired_time: 0.0000000000, propagate_forward_time: 41.4096031189, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3863449097
validation[          , genome 18326] predictions:    9882/  10000 (98.82%), best:    9874/10000 (98.74%), error:       427.30438, best error:       409.97519 on epoch:    26, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 520.3026123047s, input_fired_time: 9.4730834961, output_fired_time: 8.3173990250, propagate_forward_time: 202.4784088135, propagate_backward_time: 287.6816406250, weight_update_time: 0.3706956208, other_time: 12.3520507813
epoch time: 44.7915992737s, input_fired_time: 1.1277514696, output_fired_time: 0.0000000000, propagate_forward_time: 41.3355674744, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3282814026
validation[          , genome 18326] predictions:    9862/  10000 (98.62%), best:    9874/10000 (98.74%), error:       480.34497, best error:       409.97519 on epoch:    26, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 520.3249511719s, input_fired_time: 9.4771509171, output_fired_time: 8.3240337372, propagate_forward_time: 202.6501312256, propagate_backward_time: 287.4852294922, weight_update_time: 0.3823662102, other_time: 12.3884277344
epoch time: 44.7898368835s, input_fired_time: 1.1269478798, output_fired_time: 0.0000000000, propagate_forward_time: 41.2311553955, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4317321777
validation[          , genome 18326] predictions:    9865/  10000 (98.65%), best:    9874/10000 (98.74%), error:       486.02032, best error:       409.97519 on epoch:    26, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 518.6810913086s, input_fired_time: 9.4531078339, output_fired_time: 8.2646694183, propagate_forward_time: 201.4307250977, propagate_backward_time: 287.1619873047, weight_update_time: 0.3734464049, other_time: 12.3706054688
epoch time: 44.5507812500s, input_fired_time: 1.1331666708, output_fired_time: 0.0000000000, propagate_forward_time: 41.1156768799, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3019371033
validation[          , genome 18326] predictions:    9818/  10000 (98.18%), best:    9874/10000 (98.74%), error:       537.08319, best error:       409.97519 on epoch:    26, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 521.5830688477s, input_fired_time: 9.5182275772, output_fired_time: 8.3382587433, propagate_forward_time: 203.2179107666, propagate_backward_time: 288.0166931152, weight_update_time: 0.3737322390, other_time: 12.4919738770
epoch time: 44.6713523865s, input_fired_time: 1.1309858561, output_fired_time: 0.0000000000, propagate_forward_time: 41.0965118408, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4438552856
validation[          , genome 18326] predictions:    9862/  10000 (98.62%), best:    9874/10000 (98.74%), error:       472.96152, best error:       409.97519 on epoch:    26, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 518.2947387695s, input_fired_time: 9.4666223526, output_fired_time: 8.3230037689, propagate_forward_time: 200.9786224365, propagate_backward_time: 286.9159545898, weight_update_time: 0.3726334870, other_time: 12.6105346680
epoch time: 44.6963539124s, input_fired_time: 1.1332108974, output_fired_time: 0.0000000000, propagate_forward_time: 41.2009162903, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3622283936
validation[          , genome 18326] predictions:    9870/  10000 (98.70%), best:    9870/10000 (98.70%), error:       407.83896, best error:       407.83896 on epoch:    34, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 520.1921386719s, input_fired_time: 9.4840068817, output_fired_time: 8.3186807632, propagate_forward_time: 202.0671081543, propagate_backward_time: 287.7695617676, weight_update_time: 0.3752901852, other_time: 12.5527648926
epoch time: 44.4568901062s, input_fired_time: 1.1347322464, output_fired_time: 0.0000000000, propagate_forward_time: 40.9700126648, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3521461487
validation[          , genome 18326] predictions:    9842/  10000 (98.42%), best:    9870/10000 (98.70%), error:       510.59814, best error:       407.83896 on epoch:    34, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 518.4954223633s, input_fired_time: 9.4622316360, output_fired_time: 8.2842845917, propagate_forward_time: 201.1220703125, propagate_backward_time: 287.1656188965, weight_update_time: 0.3727180064, other_time: 12.4612426758
epoch time: 44.4204139709s, input_fired_time: 1.1507399082, output_fired_time: 0.0000000000, propagate_forward_time: 40.9127120972, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3569602966
validation[          , genome 18326] predictions:    9869/  10000 (98.69%), best:    9870/10000 (98.70%), error:       448.68845, best error:       407.83896 on epoch:    34, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 519.1549072266s, input_fired_time: 9.4994621277, output_fired_time: 8.3046827316, propagate_forward_time: 201.9274902344, propagate_backward_time: 286.9568481445, weight_update_time: 0.3765686154, other_time: 12.4664306641
epoch time: 44.4556770325s, input_fired_time: 1.1292099953, output_fired_time: 0.0000000000, propagate_forward_time: 40.8898048401, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4366607666
validation[          , genome 18326] predictions:    9856/  10000 (98.56%), best:    9870/10000 (98.70%), error:       480.31976, best error:       407.83896 on epoch:    34, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 519.4204101563s, input_fired_time: 9.5169773102, output_fired_time: 8.2953062057, propagate_forward_time: 202.2876739502, propagate_backward_time: 286.8131408691, weight_update_time: 0.3706116676, other_time: 12.5072937012
epoch time: 44.5044364929s, input_fired_time: 1.1348011494, output_fired_time: 0.0000000000, propagate_forward_time: 41.0835647583, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2860717773
validation[          , genome 18326] predictions:    9886/  10000 (98.86%), best:    9886/10000 (98.86%), error:       370.76550, best error:       370.76550 on epoch:    38, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 521.6760864258s, input_fired_time: 9.5146608353, output_fired_time: 8.3296232224, propagate_forward_time: 202.6424407959, propagate_backward_time: 288.6248474121, weight_update_time: 0.3715705276, other_time: 12.5645446777
epoch time: 44.6993522644s, input_fired_time: 1.1363706589, output_fired_time: 0.0000000000, propagate_forward_time: 41.1268615723, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4361190796
validation[          , genome 18326] predictions:    9850/  10000 (98.50%), best:    9886/10000 (98.86%), error:       464.90543, best error:       370.76550 on epoch:    38, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 521.6832885742s, input_fired_time: 9.5294151306, output_fired_time: 8.3400812149, propagate_forward_time: 202.4885253906, propagate_backward_time: 288.6775207520, weight_update_time: 0.3732440770, other_time: 12.6477355957
epoch time: 44.7257308960s, input_fired_time: 1.1323747635, output_fired_time: 0.0000000000, propagate_forward_time: 41.1271171570, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4662399292
validation[          , genome 18326] predictions:    9865/  10000 (98.65%), best:    9886/10000 (98.86%), error:       414.37485, best error:       370.76550 on epoch:    38, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 519.8999633789s, input_fired_time: 9.4971027374, output_fired_time: 8.3089361191, propagate_forward_time: 202.0565185547, propagate_backward_time: 287.5138244629, weight_update_time: 0.3747061789, other_time: 12.5235900879
epoch time: 44.7034187317s, input_fired_time: 1.1419911385, output_fired_time: 0.0000000000, propagate_forward_time: 41.2083549500, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3530731201
validation[          , genome 18326] predictions:    9874/  10000 (98.74%), best:    9886/10000 (98.86%), error:       419.96143, best error:       370.76550 on epoch:    38, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 523.8584594727s, input_fired_time: 9.5775918961, output_fired_time: 8.4042396545, propagate_forward_time: 204.3093414307, propagate_backward_time: 289.0668029785, weight_update_time: 0.3730176389, other_time: 12.5005187988
epoch time: 46.2522659302s, input_fired_time: 1.1882393360, output_fired_time: 0.0000000000, propagate_forward_time: 42.8714179993, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1926078796
validation[          , genome 18326] predictions:    9861/  10000 (98.61%), best:    9886/10000 (98.86%), error:       427.07404, best error:       370.76550 on epoch:    38, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 528.1825561523s, input_fired_time: 9.6942949295, output_fired_time: 8.5481843948, propagate_forward_time: 205.2738189697, propagate_backward_time: 292.7845153809, weight_update_time: 0.3888553083, other_time: 11.8817443848
epoch time: 44.4602699280s, input_fired_time: 1.1532447338, output_fired_time: 0.0000000000, propagate_forward_time: 41.1867752075, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1202507019
validation[          , genome 18326] predictions:    9889/  10000 (98.89%), best:    9886/10000 (98.86%), error:       386.32275, best error:       370.76550 on epoch:    38, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 529.1365966797s, input_fired_time: 9.6884307861, output_fired_time: 8.4966964722, propagate_forward_time: 206.2582244873, propagate_backward_time: 292.8130187988, weight_update_time: 0.3808157742, other_time: 11.8802185059
epoch time: 44.8251304626s, input_fired_time: 1.1458021402, output_fired_time: 0.0000000000, propagate_forward_time: 41.4039421082, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2753868103
validation[          , genome 18326] predictions:    9897/  10000 (98.97%), best:    9897/10000 (98.97%), error:       369.78781, best error:       369.78781 on epoch:    44, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 523.8723144531s, input_fired_time: 9.6234426498, output_fired_time: 8.4140148163, propagate_forward_time: 203.9332733154, propagate_backward_time: 289.6057434082, weight_update_time: 0.3830645680, other_time: 12.2958679199
epoch time: 44.9322891235s, input_fired_time: 1.1540578604, output_fired_time: 0.0000000000, propagate_forward_time: 41.5341186523, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2441139221
validation[          , genome 18326] predictions:    9876/  10000 (98.76%), best:    9897/10000 (98.97%), error:       412.72534, best error:       369.78781 on epoch:    44, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 548.1177978516s, input_fired_time: 10.0150880814, output_fired_time: 8.8122978210, propagate_forward_time: 214.1194610596, propagate_backward_time: 303.0970153809, weight_update_time: 0.4102450311, other_time: 12.0739440918
epoch time: 47.6136207581s, input_fired_time: 1.2296631336, output_fired_time: 0.0000000000, propagate_forward_time: 44.2050476074, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1789093018
validation[          , genome 18326] predictions:    9880/  10000 (98.80%), best:    9897/10000 (98.97%), error:       391.30811, best error:       369.78781 on epoch:    44, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

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_1517574602_50_18326.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1517574602_50_18326_0_r939260354_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: 0.946025
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.00112181
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 4.48724e-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: 47
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 44
read number_validation_images: 10000
read best_validation_predictions: 9897
read best_validation_error: 369.788
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: 18326
read normal distribution: '1 0 0'
generator_str: '641626452'
read generator: 641626452
read generated_by_map:
1 enable_edge 1
reading 133 nodes.
reading 478 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: 522.761962890625s, input_fired_time: 9.5294828414917, output_fired_time: 8.38373374938965, propagate_forward_time: 203.79182434082, propagate_backward_time: 289.155609130859, weight_update_time: 0.376226186752319, other_time: 11.9013366699219
epoch time: 44.8743438720703s, input_fired_time: 1.14940822124481, output_fired_time: 0, propagate_forward_time: 41.4758720397949, propagate_backward_time: 0, weight_update_time: 0, other_time: 2.24906539916992
validation[          , genome 18326] predictions:    9878/  10000 (98.78%), best:    9897/10000 (98.97%), error:       393.54132, best error:       369.78781 on epoch:    44, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 525.3338012695s, input_fired_time: 9.6005640030, output_fired_time: 8.4426774979, propagate_forward_time: 204.6564331055, propagate_backward_time: 290.6384277344, weight_update_time: 0.3820103109, other_time: 11.9956665039
epoch time: 44.7604484558s, input_fired_time: 1.1486436129, output_fired_time: 0.0000000000, propagate_forward_time: 41.4795684814, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1322364807
validation[          , genome 18326] predictions:    9883/  10000 (98.83%), best:    9897/10000 (98.97%), error:       394.42969, best error:       369.78781 on epoch:    44, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 525.3182983398s, input_fired_time: 9.6132812500, output_fired_time: 8.4237108231, propagate_forward_time: 204.8518981934, propagate_backward_time: 290.8185729980, weight_update_time: 0.3734996915, other_time: 11.6108398438
epoch time: 45.3705368042s, input_fired_time: 1.1524136066, output_fired_time: 0.0000000000, propagate_forward_time: 41.8731956482, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3449287415
validation[          , genome 18326] predictions:    9886/  10000 (98.86%), best:    9897/10000 (98.97%), error:       394.84714, best error:       369.78781 on epoch:    44, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 522.6812744141s, input_fired_time: 9.5722713470, output_fired_time: 8.3890180588, propagate_forward_time: 203.1992950439, propagate_backward_time: 289.5648803711, weight_update_time: 0.3765292168, other_time: 11.9558105469
epoch time: 44.0178565979s, input_fired_time: 1.1289627552, output_fired_time: 0.0000000000, propagate_forward_time: 40.6852684021, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2036247253
validation[          , genome 18326] predictions:    9897/  10000 (98.97%), best:    9897/10000 (98.97%), error:       362.48248, best error:       362.48248 on epoch:    50, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 523.9055786133s, input_fired_time: 9.5962181091, output_fired_time: 8.3877029419, propagate_forward_time: 204.3102874756, propagate_backward_time: 289.5191650391, weight_update_time: 0.3790135086, other_time: 12.0922241211
epoch time: 44.5451164246s, input_fired_time: 1.1459798813, output_fired_time: 0.0000000000, propagate_forward_time: 41.1156654358, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2834701538
validation[          , genome 18326] predictions:    9867/  10000 (98.67%), best:    9897/10000 (98.97%), error:       469.97269, best error:       362.48248 on epoch:    50, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 521.8554077148s, input_fired_time: 9.5901813507, output_fired_time: 8.3726215363, propagate_forward_time: 203.9811248779, propagate_backward_time: 288.0927429199, weight_update_time: 0.3713434637, other_time: 11.8186950684
epoch time: 45.1117744446s, input_fired_time: 1.1553111076, output_fired_time: 0.0000000000, propagate_forward_time: 41.6167030334, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3397598267
validation[          , genome 18326] predictions:    9878/  10000 (98.78%), best:    9897/10000 (98.97%), error:       389.88705, best error:       362.48248 on epoch:    50, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 525.1046752930s, input_fired_time: 9.6095829010, output_fired_time: 8.4076004028, propagate_forward_time: 205.2505035400, propagate_backward_time: 289.7481994629, weight_update_time: 0.3771055341, other_time: 12.0888366699
epoch time: 45.2721633911s, input_fired_time: 1.1560571194, output_fired_time: 0.0000000000, propagate_forward_time: 41.8115386963, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3045692444
validation[          , genome 18326] predictions:    9890/  10000 (98.90%), best:    9897/10000 (98.97%), error:       393.93723, best error:       362.48248 on epoch:    50, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 527.4484863281s, input_fired_time: 9.6171665192, output_fired_time: 8.4763288498, propagate_forward_time: 205.5377807617, propagate_backward_time: 292.0252380371, weight_update_time: 0.3748951852, other_time: 11.7919616699
epoch time: 44.8884811401s, input_fired_time: 1.1452273130, output_fired_time: 0.0000000000, propagate_forward_time: 41.4626121521, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2806434631
validation[          , genome 18326] predictions:    9892/  10000 (98.92%), best:    9897/10000 (98.97%), error:       365.89120, best error:       362.48248 on epoch:    50, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 526.1671142578s, input_fired_time: 9.6163997650, output_fired_time: 8.4429636002, propagate_forward_time: 204.9447631836, propagate_backward_time: 291.1620483398, weight_update_time: 0.3765351772, other_time: 12.0009460449
epoch time: 44.5672225952s, input_fired_time: 1.1509172916, output_fired_time: 0.0000000000, propagate_forward_time: 41.1659507751, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2503547668
validation[          , genome 18326] predictions:    9883/  10000 (98.83%), best:    9897/10000 (98.97%), error:       399.28073, best error:       362.48248 on epoch:    50, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 523.7220458984s, input_fired_time: 9.6004104614, output_fired_time: 8.3930253983, propagate_forward_time: 204.5269775391, propagate_backward_time: 289.4205322266, weight_update_time: 0.3762070835, other_time: 11.7810974121
epoch time: 45.8745384216s, input_fired_time: 1.1603791714, output_fired_time: 0.0000000000, propagate_forward_time: 42.4010429382, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3131179810
validation[          , genome 18326] predictions:    9883/  10000 (98.83%), best:    9883/10000 (98.83%), error:       359.88074, best error:       359.88074 on epoch:    56, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 524.1015014648s, input_fired_time: 9.6040802002, output_fired_time: 8.4187841415, propagate_forward_time: 204.4084625244, propagate_backward_time: 289.5783386230, weight_update_time: 0.3817076385, other_time: 12.0918273926
epoch time: 44.3165550232s, input_fired_time: 1.1409964561, output_fired_time: 0.0000000000, propagate_forward_time: 41.0078887939, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1676712036
validation[          , genome 18326] predictions:    9881/  10000 (98.81%), best:    9883/10000 (98.83%), error:       397.71033, best error:       359.88074 on epoch:    56, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 523.9360351563s, input_fired_time: 9.5828876495, output_fired_time: 8.4028778076, propagate_forward_time: 204.1737823486, propagate_backward_time: 289.7618713379, weight_update_time: 0.3756175935, other_time: 12.0146179199
epoch time: 45.0547103882s, input_fired_time: 1.1540272236, output_fired_time: 0.0000000000, propagate_forward_time: 41.5849723816, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3157119751
validation[          , genome 18326] predictions:    9890/  10000 (98.90%), best:    9883/10000 (98.83%), error:       361.71323, best error:       359.88074 on epoch:    56, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 522.3566894531s, input_fired_time: 9.5521984100, output_fired_time: 8.3974323273, propagate_forward_time: 203.5375976563, propagate_backward_time: 288.9470825195, weight_update_time: 0.3728733659, other_time: 11.9223937988
epoch time: 44.4294548035s, input_fired_time: 1.1284857988, output_fired_time: 0.0000000000, propagate_forward_time: 41.1266059875, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1743621826
validation[          , genome 18326] predictions:    9893/  10000 (98.93%), best:    9883/10000 (98.83%), error:       366.51971, best error:       359.88074 on epoch:    56, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 524.9540405273s, input_fired_time: 9.6086111069, output_fired_time: 8.4374160767, propagate_forward_time: 204.8591613770, propagate_backward_time: 290.2121887207, weight_update_time: 0.3785373867, other_time: 11.8367004395
epoch time: 45.1112174988s, input_fired_time: 1.1574770212, output_fired_time: 0.0000000000, propagate_forward_time: 41.6919174194, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2618217468
validation[          , genome 18326] predictions:    9890/  10000 (98.90%), best:    9883/10000 (98.83%), error:       371.73593, best error:       359.88074 on epoch:    56, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 523.1929321289s, input_fired_time: 9.5916290283, output_fired_time: 8.4234905243, propagate_forward_time: 203.7919311523, propagate_backward_time: 289.5908508301, weight_update_time: 0.3759080470, other_time: 11.7950439453
epoch time: 44.4149932861s, input_fired_time: 1.1398553848, output_fired_time: 0.0000000000, propagate_forward_time: 41.0519294739, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2232093811
validation[          , genome 18326] predictions:    9894/  10000 (98.94%), best:    9883/10000 (98.83%), error:       368.76935, best error:       359.88074 on epoch:    56, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 522.4660644531s, input_fired_time: 9.5827331543, output_fired_time: 8.4368581772, propagate_forward_time: 202.9599304199, propagate_backward_time: 289.6762390137, weight_update_time: 0.3772476017, other_time: 11.8102722168
epoch time: 44.5192527771s, input_fired_time: 1.1444038153, output_fired_time: 0.0000000000, propagate_forward_time: 41.1243324280, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2505149841
validation[          , genome 18326] predictions:    9894/  10000 (98.94%), best:    9883/10000 (98.83%), error:       365.22076, best error:       359.88074 on epoch:    56, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 535.4852294922s, input_fired_time: 9.8303966522, output_fired_time: 8.6444110870, propagate_forward_time: 209.4432830811, propagate_backward_time: 295.8882141113, weight_update_time: 0.3926488161, other_time: 11.6789245605
epoch time: 45.9805946350s, input_fired_time: 1.1780292988, output_fired_time: 0.0000000000, propagate_forward_time: 42.6076011658, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1949653625
validation[          , genome 18326] predictions:    9903/  10000 (99.03%), best:    9903/10000 (99.03%), error:       349.40533, best error:       349.40533 on epoch:    63, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 526.1301879883s, input_fired_time: 9.6442384720, output_fired_time: 8.4372739792, propagate_forward_time: 205.2776031494, propagate_backward_time: 290.9653930664, weight_update_time: 0.3789798617, other_time: 11.8056640625
epoch time: 44.9152450562s, input_fired_time: 1.1471328735, output_fired_time: 0.0000000000, propagate_forward_time: 41.5042190552, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2638931274
validation[          , genome 18326] predictions:    9899/  10000 (98.99%), best:    9899/10000 (98.99%), error:       347.98047, best error:       347.98047 on epoch:    64, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 524.0582885742s, input_fired_time: 9.6013593674, output_fired_time: 8.3603296280, propagate_forward_time: 204.2754211426, propagate_backward_time: 290.2438964844, weight_update_time: 0.3759678602, other_time: 11.5772705078
epoch time: 44.9597778320s, input_fired_time: 1.1500370502, output_fired_time: 0.0000000000, propagate_forward_time: 41.5567550659, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2529869080
validation[          , genome 18326] predictions:    9891/  10000 (98.91%), best:    9899/10000 (98.99%), error:       360.80334, best error:       347.98047 on epoch:    64, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 524.1535034180s, input_fired_time: 9.6007146835, output_fired_time: 8.4106254578, propagate_forward_time: 204.5029144287, propagate_backward_time: 289.9359130859, weight_update_time: 0.3877218664, other_time: 11.7033691406
epoch time: 45.6660919189s, input_fired_time: 1.1794955730, output_fired_time: 0.0000000000, propagate_forward_time: 42.2545623779, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2320327759
validation[          , genome 18326] predictions:    9885/  10000 (98.85%), best:    9899/10000 (98.99%), error:       368.16711, best error:       347.98047 on epoch:    64, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 524.8149414063s, input_fired_time: 9.6206521988, output_fired_time: 8.4068450928, propagate_forward_time: 204.7239990234, propagate_backward_time: 290.2700500488, weight_update_time: 0.3723343909, other_time: 11.7933654785
epoch time: 44.7635116577s, input_fired_time: 1.1475012302, output_fired_time: 0.0000000000, propagate_forward_time: 41.3682136536, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2477951050
validation[          , genome 18326] predictions:    9880/  10000 (98.80%), best:    9899/10000 (98.99%), error:       374.58591, best error:       347.98047 on epoch:    64, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 524.5573730469s, input_fired_time: 9.6045341492, output_fired_time: 8.4253015518, propagate_forward_time: 205.2136077881, propagate_backward_time: 289.6988525391, weight_update_time: 0.3712412119, other_time: 11.6150512695
epoch time: 44.4796981812s, input_fired_time: 1.1450349092, output_fired_time: 0.0000000000, propagate_forward_time: 41.0605354309, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2741279602
validation[          , genome 18326] predictions:    9884/  10000 (98.84%), best:    9899/10000 (98.99%), error:       364.25897, best error:       347.98047 on epoch:    64, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 524.0507202148s, input_fired_time: 9.5882282257, output_fired_time: 8.4023904800, propagate_forward_time: 203.9945373535, propagate_backward_time: 290.3173522949, weight_update_time: 0.3704057932, other_time: 11.7481689453
epoch time: 45.4026527405s, input_fired_time: 1.1673332453, output_fired_time: 0.0000000000, propagate_forward_time: 42.0009193420, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2344017029
validation[          , genome 18326] predictions:    9891/  10000 (98.91%), best:    9899/10000 (98.99%), error:       373.16458, best error:       347.98047 on epoch:    64, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 525.4141845703s, input_fired_time: 9.6245718002, output_fired_time: 8.4186353683, propagate_forward_time: 205.0070648193, propagate_backward_time: 290.5082092285, weight_update_time: 0.3732607365, other_time: 11.8556823730
epoch time: 44.8426551819s, input_fired_time: 1.1554286480, output_fired_time: 0.0000000000, propagate_forward_time: 41.5312957764, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1559295654
validation[          , genome 18326] predictions:    9899/  10000 (98.99%), best:    9899/10000 (98.99%), error:       353.19254, best error:       347.98047 on epoch:    64, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 524.2349853516s, input_fired_time: 9.6232404709, output_fired_time: 8.4186391830, propagate_forward_time: 205.1497497559, propagate_backward_time: 289.1963195801, weight_update_time: 0.3717685342, other_time: 11.8470458984
epoch time: 45.1654434204s, input_fired_time: 1.1559027433, output_fired_time: 0.0000000000, propagate_forward_time: 41.7382507324, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2712898254
validation[          , genome 18326] predictions:    9889/  10000 (98.89%), best:    9899/10000 (98.99%), error:       363.25101, best error:       347.98047 on epoch:    64, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 522.5018920898s, input_fired_time: 9.5967111588, output_fired_time: 8.2868089676, propagate_forward_time: 204.0276794434, propagate_backward_time: 288.8270568848, weight_update_time: 0.3720876276, other_time: 11.7636108398
epoch time: 44.5886077881s, input_fired_time: 1.1472752094, output_fired_time: 0.0000000000, propagate_forward_time: 41.1699104309, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2714233398
validation[          , genome 18326] predictions:    9890/  10000 (98.90%), best:    9899/10000 (98.99%), error:       363.20935, best error:       347.98047 on epoch:    64, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 522.8542480469s, input_fired_time: 9.6124391556, output_fired_time: 8.4185428619, propagate_forward_time: 204.0571136475, propagate_backward_time: 288.9606933594, weight_update_time: 0.3716258407, other_time: 11.8054809570
epoch time: 44.2051467896s, input_fired_time: 1.1408323050, output_fired_time: 0.0000000000, propagate_forward_time: 40.7880210876, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2762947083
validation[          , genome 18326] predictions:    9897/  10000 (98.97%), best:    9899/10000 (98.99%), error:       360.38263, best error:       347.98047 on epoch:    64, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 520.3583374023s, input_fired_time: 9.5592842102, output_fired_time: 8.3511829376, propagate_forward_time: 202.2931365967, propagate_backward_time: 288.3028869629, weight_update_time: 0.3704569340, other_time: 11.8518371582
epoch time: 45.0942840576s, input_fired_time: 1.1561765671, output_fired_time: 0.0000000000, propagate_forward_time: 41.6298713684, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3082351685
validation[          , genome 18326] predictions:    9886/  10000 (98.86%), best:    9899/10000 (98.99%), error:       365.35797, best error:       347.98047 on epoch:    64, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 525.2416992188s, input_fired_time: 9.6478385925, output_fired_time: 8.3959884644, propagate_forward_time: 205.0505371094, propagate_backward_time: 290.2616271973, weight_update_time: 0.3716745973, other_time: 11.8857116699
epoch time: 44.5670890808s, input_fired_time: 1.1480222940, output_fired_time: 0.0000000000, propagate_forward_time: 41.1530075073, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2660598755
validation[          , genome 18326] predictions:    9891/  10000 (98.91%), best:    9899/10000 (98.99%), error:       361.11438, best error:       347.98047 on epoch:    64, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 523.5313110352s, input_fired_time: 9.6162729263, output_fired_time: 8.3921117783, propagate_forward_time: 204.3862609863, propagate_backward_time: 289.3083190918, weight_update_time: 0.3721834123, other_time: 11.8283386230
epoch time: 44.9215354919s, input_fired_time: 1.1513344049, output_fired_time: 0.0000000000, propagate_forward_time: 41.4860992432, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2841033936
validation[          , genome 18326] predictions:    9884/  10000 (98.84%), best:    9899/10000 (98.99%), error:       386.42175, best error:       347.98047 on epoch:    64, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 522.7178955078s, input_fired_time: 9.6150426865, output_fired_time: 8.3756837845, propagate_forward_time: 204.2204742432, propagate_backward_time: 288.5601196289, weight_update_time: 0.3759816289, other_time: 11.9465942383
epoch time: 44.5162429810s, input_fired_time: 1.1444109678, output_fired_time: 0.0000000000, propagate_forward_time: 41.1758995056, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1959342957
validation[          , genome 18326] predictions:    9891/  10000 (98.91%), best:    9899/10000 (98.99%), error:       398.37964, best error:       347.98047 on epoch:    64, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 522.5400390625s, input_fired_time: 9.5946893692, output_fired_time: 8.4282388687, propagate_forward_time: 203.7108764648, propagate_backward_time: 289.1235961914, weight_update_time: 0.3742066622, other_time: 11.6826477051
epoch time: 44.8758277893s, input_fired_time: 1.1551883221, output_fired_time: 0.0000000000, propagate_forward_time: 41.4879798889, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2326583862
validation[          , genome 18326] predictions:    9886/  10000 (98.86%), best:    9899/10000 (98.99%), error:       362.98001, best error:       347.98047 on epoch:    64, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 522.8535766602s, input_fired_time: 9.5837955475, output_fired_time: 8.3736972809, propagate_forward_time: 203.6416625977, propagate_backward_time: 289.3143615723, weight_update_time: 0.3738974929, other_time: 11.9400634766
epoch time: 44.3712730408s, input_fired_time: 1.1457058191, output_fired_time: 0.0000000000, propagate_forward_time: 41.0206336975, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2049331665
validation[          , genome 18326] predictions:    9889/  10000 (98.89%), best:    9899/10000 (98.99%), error:       359.62668, best error:       347.98047 on epoch:    64, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 524.0561523438s, input_fired_time: 9.6210966110, output_fired_time: 8.3544597626, propagate_forward_time: 204.2363891602, propagate_backward_time: 289.9585266113, weight_update_time: 0.3703423142, other_time: 11.8856811523
epoch time: 45.1655502319s, input_fired_time: 1.1639344692, output_fired_time: 0.0000000000, propagate_forward_time: 41.6954421997, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3061752319
validation[          , genome 18326] predictions:    9893/  10000 (98.93%), best:    9899/10000 (98.99%), error:       378.75912, best error:       347.98047 on epoch:    64, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 522.3173828125s, input_fired_time: 9.6038808823, output_fired_time: 8.3940992355, propagate_forward_time: 203.5685577393, propagate_backward_time: 288.8981018066, weight_update_time: 0.3737618625, other_time: 11.8527526855
epoch time: 44.3502273560s, input_fired_time: 1.1414612532, output_fired_time: 0.0000000000, propagate_forward_time: 40.9476356506, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2611312866
validation[          , genome 18326] predictions:    9892/  10000 (98.92%), best:    9899/10000 (98.99%), error:       364.50348, best error:       347.98047 on epoch:    64, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 522.5536499023s, input_fired_time: 9.6164731979, output_fired_time: 8.3920021057, propagate_forward_time: 204.3531341553, propagate_backward_time: 288.4958496094, weight_update_time: 0.3734496832, other_time: 11.6962280273
epoch time: 44.6198959351s, input_fired_time: 1.1490663290, output_fired_time: 0.0000000000, propagate_forward_time: 41.1865119934, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2843170166
validation[          , genome 18326] predictions:    9892/  10000 (98.92%), best:    9899/10000 (98.99%), error:       369.47028, best error:       347.98047 on epoch:    64, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 521.4871826172s, input_fired_time: 9.6150808334, output_fired_time: 8.3575630188, propagate_forward_time: 203.6353912354, propagate_backward_time: 287.9759521484, weight_update_time: 0.3762868643, other_time: 11.9031982422
epoch time: 44.1975135803s, input_fired_time: 1.1515711546, output_fired_time: 0.0000000000, propagate_forward_time: 40.8617286682, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1842155457
validation[          , genome 18326] predictions:    9885/  10000 (98.85%), best:    9899/10000 (98.99%), error:       379.78308, best error:       347.98047 on epoch:    64, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 522.8134765625s, input_fired_time: 9.6073646545, output_fired_time: 8.3957099915, propagate_forward_time: 203.6604461670, propagate_backward_time: 289.2026977539, weight_update_time: 0.3771985769, other_time: 11.9472656250
epoch time: 44.4815559387s, input_fired_time: 1.1467095613, output_fired_time: 0.0000000000, propagate_forward_time: 41.0835342407, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2513122559
validation[          , genome 18326] predictions:    9890/  10000 (98.90%), best:    9899/10000 (98.99%), error:       370.45151, best error:       347.98047 on epoch:    64, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 523.9058837891s, input_fired_time: 9.6132888794, output_fired_time: 8.3977184296, propagate_forward_time: 204.3403930664, propagate_backward_time: 289.7208251953, weight_update_time: 0.3750866652, other_time: 11.8336791992
epoch time: 45.8352470398s, input_fired_time: 1.1724580526, output_fired_time: 0.0000000000, propagate_forward_time: 42.4028205872, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2599678040
validation[          , genome 18326] predictions:    9886/  10000 (98.86%), best:    9899/10000 (98.99%), error:       368.59821, best error:       347.98047 on epoch:    64, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 525.4045410156s, input_fired_time: 9.6216964722, output_fired_time: 8.4531221390, propagate_forward_time: 204.7442474365, propagate_backward_time: 290.8552551270, weight_update_time: 0.3749242723, other_time: 11.7301940918
epoch time: 44.5358314514s, input_fired_time: 1.1453422308, output_fired_time: 0.0000000000, propagate_forward_time: 41.1086463928, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2818412781
validation[          , genome 18326] predictions:    9899/  10000 (98.99%), best:    9899/10000 (98.99%), error:       372.60077, best error:       347.98047 on epoch:    64, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 522.9559326172s, input_fired_time: 9.6095304489, output_fired_time: 8.3360452652, propagate_forward_time: 204.1964721680, propagate_backward_time: 288.9690551758, weight_update_time: 0.3749220371, other_time: 11.8447875977
epoch time: 44.9082984924s, input_fired_time: 1.1596893072, output_fired_time: 0.0000000000, propagate_forward_time: 41.5043869019, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2442207336
validation[          , genome 18326] predictions:    9891/  10000 (98.91%), best:    9899/10000 (98.99%), error:       372.62164, best error:       347.98047 on epoch:    64, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 525.0498046875s, input_fired_time: 9.6461973190, output_fired_time: 8.4211759567, propagate_forward_time: 204.8594665527, propagate_backward_time: 290.2884216309, weight_update_time: 0.3711568117, other_time: 11.8345642090
epoch time: 44.6076583862s, input_fired_time: 1.1536718607, output_fired_time: 0.0000000000, propagate_forward_time: 41.1686401367, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2853469849
validation[          , genome 18326] predictions:    9895/  10000 (98.95%), best:    9899/10000 (98.99%), error:       370.47971, best error:       347.98047 on epoch:    64, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 521.3381958008s, input_fired_time: 9.5917253494, output_fired_time: 8.3352756500, propagate_forward_time: 202.8385772705, propagate_backward_time: 288.5752258301, weight_update_time: 0.3764827847, other_time: 11.9974060059
epoch time: 45.0129928589s, input_fired_time: 1.1600326300, output_fired_time: 0.0000000000, propagate_forward_time: 41.5610122681, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2919464111
validation[          , genome 18326] predictions:    9888/  10000 (98.88%), best:    9899/10000 (98.99%), error:       371.34195, best error:       347.98047 on epoch:    64, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 526.5703125000s, input_fired_time: 9.6711931229, output_fired_time: 8.4869194031, propagate_forward_time: 205.6698760986, propagate_backward_time: 290.8408508301, weight_update_time: 0.3734143972, other_time: 11.9014587402
epoch time: 45.1951484680s, input_fired_time: 1.1589560509, output_fired_time: 0.0000000000, propagate_forward_time: 41.7072067261, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3289871216
validation[          , genome 18326] predictions:    9896/  10000 (98.96%), best:    9899/10000 (98.99%), error:       366.87460, best error:       347.98047 on epoch:    64, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 523.9718627930s, input_fired_time: 9.6139373779, output_fired_time: 8.3248300552, propagate_forward_time: 204.5023498535, propagate_backward_time: 289.7093200684, weight_update_time: 0.3778349161, other_time: 11.8214111328
epoch time: 44.5357971191s, input_fired_time: 1.1521304846, output_fired_time: 0.0000000000, propagate_forward_time: 41.0857887268, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2978782654
validation[          , genome 18326] predictions:    9890/  10000 (98.90%), best:    9899/10000 (98.99%), error:       373.49054, best error:       347.98047 on epoch:    64, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 523.3645629883s, input_fired_time: 9.6135921478, output_fired_time: 8.3703594208, propagate_forward_time: 204.3584136963, propagate_backward_time: 288.9199218750, weight_update_time: 0.3748076558, other_time: 12.1022949219
epoch time: 44.7474212646s, input_fired_time: 1.1543551683, output_fired_time: 0.0000000000, propagate_forward_time: 41.3512420654, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2418251038
validation[          , genome 18326] predictions:    9893/  10000 (98.93%), best:    9899/10000 (98.99%), error:       376.76971, best error:       347.98047 on epoch:    64, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 523.1282958984s, input_fired_time: 9.6150445938, output_fired_time: 8.4178361893, propagate_forward_time: 203.6614227295, propagate_backward_time: 289.4505310059, weight_update_time: 0.3827868402, other_time: 11.9834289551
epoch time: 45.0371170044s, input_fired_time: 1.1571018696, output_fired_time: 0.0000000000, propagate_forward_time: 41.5917282104, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2882881165
validation[          , genome 18326] predictions:    9881/  10000 (98.81%), best:    9899/10000 (98.99%), error:       378.96756, best error:       347.98047 on epoch:    64, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 523.8018798828s, input_fired_time: 9.6242132187, output_fired_time: 8.3581914902, propagate_forward_time: 203.9918975830, propagate_backward_time: 289.8929138184, weight_update_time: 0.3752413392, other_time: 11.9346618652
epoch time: 44.9423103333s, input_fired_time: 1.1573592424, output_fired_time: 0.0000000000, propagate_forward_time: 41.6311912537, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1537590027
validation[          , genome 18326] predictions:    9889/  10000 (98.89%), best:    9899/10000 (98.99%), error:       370.52914, best error:       347.98047 on epoch:    64, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 523.9373779297s, input_fired_time: 9.6256074905, output_fired_time: 8.4201688766, propagate_forward_time: 203.9481201172, propagate_backward_time: 289.9081726074, weight_update_time: 0.3757308424, other_time: 12.0353088379
epoch time: 44.6121673584s, input_fired_time: 1.1554678679, output_fired_time: 0.0000000000, propagate_forward_time: 41.1894760132, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2672233582
validation[          , genome 18326] predictions:    9887/  10000 (98.87%), best:    9899/10000 (98.99%), error:       375.46747, best error:       347.98047 on epoch:    64, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 523.6697998047s, input_fired_time: 9.6277074814, output_fired_time: 8.3549251556, propagate_forward_time: 203.8540954590, propagate_backward_time: 289.8809814453, weight_update_time: 0.3726235032, other_time: 11.9521179199
epoch time: 44.6518363953s, input_fired_time: 1.1548773050, output_fired_time: 0.0000000000, propagate_forward_time: 41.2859840393, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2109756470
validation[          , genome 18326] predictions:    9891/  10000 (98.91%), best:    9899/10000 (98.99%), error:       371.61972, best error:       347.98047 on epoch:    64, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 525.5242309570s, input_fired_time: 9.6506567001, output_fired_time: 8.4262371063, propagate_forward_time: 205.4580993652, propagate_backward_time: 290.1805114746, weight_update_time: 0.3714897037, other_time: 11.8087463379
epoch time: 43.6850509644s, input_fired_time: 1.1342389584, output_fired_time: 0.0000000000, propagate_forward_time: 40.2451210022, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3056907654
validation[          , genome 18326] predictions:    9888/  10000 (98.88%), best:    9899/10000 (98.99%), error:       372.06302, best error:       347.98047 on epoch:    64, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 522.2600097656s, input_fired_time: 9.6017208099, output_fired_time: 8.4152183533, propagate_forward_time: 203.5645904541, propagate_backward_time: 288.8088073730, weight_update_time: 0.3673333228, other_time: 11.8696594238
epoch time: 44.6423835754s, input_fired_time: 1.1524990797, output_fired_time: 0.0000000000, propagate_forward_time: 41.2503356934, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2395477295
validation[          , genome 18326] predictions:    9888/  10000 (98.88%), best:    9899/10000 (98.99%), error:       369.49829, best error:       347.98047 on epoch:    64, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 523.7322387695s, input_fired_time: 9.6206684113, output_fired_time: 8.3858060837, propagate_forward_time: 204.1382141113, propagate_backward_time: 289.7001647949, weight_update_time: 0.3705327213, other_time: 11.8873901367
epoch time: 44.6956443787s, input_fired_time: 1.1573849916, output_fired_time: 0.0000000000, propagate_forward_time: 41.3280258179, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2102317810
validation[          , genome 18326] predictions:    9888/  10000 (98.88%), best:    9899/10000 (98.99%), error:       368.36334, best error:       347.98047 on epoch:    64, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 521.3421020508s, input_fired_time: 9.6050291061, output_fired_time: 8.3560295105, propagate_forward_time: 203.1599578857, propagate_backward_time: 288.3836975098, weight_update_time: 0.3720229566, other_time: 11.8373718262
epoch time: 44.7561988831s, input_fired_time: 1.1554236412, output_fired_time: 0.0000000000, propagate_forward_time: 41.3372459412, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2635307312
validation[          , genome 18326] predictions:    9887/  10000 (98.87%), best:    9899/10000 (98.99%), error:       378.85104, best error:       347.98047 on epoch:    64, 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: 224.0014343262s, input_fired_time: 5.7716255188, output_fired_time: 0.0000000000, propagate_forward_time: 206.7788238525, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 11.4509887695
best training[          , genome 18326] predictions:   49996/  50000 (99.99%), best:    9899/10000 (98.99%), error:       115.24213, best error:       347.98047 on epoch:    64, 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: 44.5012626648s, input_fired_time: 1.1396505833, output_fired_time: 0.0000000000, propagate_forward_time: 41.1213531494, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2402572632
   testing[          , genome 18326] predictions:    9899/  10000 (98.99%), best:    9899/10000 (98.99%), error:       330.28870, best error:       347.98047 on epoch:    64, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
09:29:18 (8844): called boinc_finish(0)

</stderr_txt>
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