Nameexact_genome_1509103842_24_17082_0
Workunit2275811
Created28 Oct 2017, 11:40:46 UTC
Sent28 Oct 2017, 12:13:23 UTC
Report deadline20 Dec 2017, 17:51:09 UTC
Received2 Nov 2017, 3:29:40 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID57938
Run time1 days 5 hours 35 min 37 sec
CPU time1 days 5 hours 27 min 23 sec
Validate stateInitial
Credit0.00
Device peak FLOPS2.90 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size173.83 MB
Peak swap size178.74 MB
Peak disk usage6.97 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
7442016602
epoch time: 75.3714523315s, input_fired_time: 1.2617326975, output_fired_time: 0.0000000000, propagate_forward_time: 72.2460632324, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8636550903
validation[          , genome 17082] predictions:    9847/  10000 (98.47%), best:    9855/10000 (98.55%), error:       491.32162, best error:       473.67218 on epoch:    14, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 970.1781616211s, input_fired_time: 10.3469963074, output_fired_time: 10.9051027298, propagate_forward_time: 364.2268981934, propagate_backward_time: 573.9289550781, weight_update_time: 1.0292356014, other_time: 10.7702636719
epoch time: 77.3294982910s, input_fired_time: 1.2845344543, output_fired_time: 0.0000000000, propagate_forward_time: 74.1800384521, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8649291992
validation[          , genome 17082] predictions:    9840/  10000 (98.40%), best:    9855/10000 (98.55%), error:       487.90332, best error:       473.67218 on epoch:    14, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 977.9082641602s, input_fired_time: 10.4092521667, output_fired_time: 10.9477672577, propagate_forward_time: 368.6535339355, propagate_backward_time: 577.2993774414, weight_update_time: 1.0321016312, other_time: 10.5983276367
epoch time: 76.9941635132s, input_fired_time: 1.2689381838, output_fired_time: 0.0000000000, propagate_forward_time: 73.9310760498, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7941513062
validation[          , genome 17082] predictions:    9847/  10000 (98.47%), best:    9855/10000 (98.55%), error:       504.49902, best error:       473.67218 on epoch:    14, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 968.8549194336s, input_fired_time: 10.3176984787, output_fired_time: 10.8850469589, propagate_forward_time: 364.7366638184, propagate_backward_time: 572.3424072266, weight_update_time: 1.0187875032, other_time: 10.5731201172
epoch time: 68.7764511108s, input_fired_time: 1.2314232588, output_fired_time: 0.0000000000, propagate_forward_time: 65.5594940186, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9855346680
validation[          , genome 17082] predictions:    9846/  10000 (98.46%), best:    9855/10000 (98.55%), error:       481.77563, best error:       473.67218 on epoch:    14, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 974.6181030273s, input_fired_time: 10.3253335953, output_fired_time: 10.9231128693, propagate_forward_time: 366.3911132813, propagate_backward_time: 576.4376831055, weight_update_time: 1.0252375603, other_time: 10.5408935547
epoch time: 77.6036148071s, input_fired_time: 1.2968585491, output_fired_time: 0.0000000000, propagate_forward_time: 74.4133300781, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8934249878
validation[          , genome 17082] predictions:    9842/  10000 (98.42%), best:    9855/10000 (98.55%), error:       504.21826, best error:       473.67218 on epoch:    14, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 974.7196044922s, input_fired_time: 10.3125057220, output_fired_time: 10.9092493057, propagate_forward_time: 366.5528869629, propagate_backward_time: 576.5546264648, weight_update_time: 1.0193775892, other_time: 10.3903198242
epoch time: 76.6965637207s, input_fired_time: 1.2763659954, output_fired_time: 0.0000000000, propagate_forward_time: 73.5685195923, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8516769409
validation[          , genome 17082] predictions:    9874/  10000 (98.74%), best:    9874/10000 (98.74%), error:       407.97491, best error:       407.97491 on epoch:    20, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 973.3499755859s, input_fired_time: 10.3928594589, output_fired_time: 10.9328422546, propagate_forward_time: 366.0267028809, propagate_backward_time: 575.3216552734, weight_update_time: 1.0304492712, other_time: 10.6759033203
epoch time: 75.9304656982s, input_fired_time: 1.2807782888, output_fired_time: 0.0000000000, propagate_forward_time: 72.7320785522, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9176101685
validation[          , genome 17082] predictions:    9836/  10000 (98.36%), best:    9874/10000 (98.74%), error:       557.93066, best error:       407.97491 on epoch:    20, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 968.7529907227s, input_fired_time: 10.3418903351, output_fired_time: 10.9019136429, propagate_forward_time: 362.6985473633, propagate_backward_time: 574.1272583008, weight_update_time: 1.0273658037, other_time: 10.6833496094
epoch time: 77.4580535889s, input_fired_time: 1.2927373648, output_fired_time: 0.0000000000, propagate_forward_time: 74.3616638184, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8036499023
validation[          , genome 17082] predictions:    9859/  10000 (98.59%), best:    9874/10000 (98.74%), error:       471.54813, best error:       407.97491 on epoch:    20, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 974.1718139648s, input_fired_time: 10.3708982468, output_fired_time: 10.9246768951, propagate_forward_time: 366.6972045898, propagate_backward_time: 575.6721801758, weight_update_time: 1.0249016285, other_time: 10.5068359375
epoch time: 75.0297088623s, input_fired_time: 1.2541792393, output_fired_time: 0.0000000000, propagate_forward_time: 71.9622573853, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8132705688
validation[          , genome 17082] predictions:    9864/  10000 (98.64%), best:    9874/10000 (98.74%), error:       416.59995, best error:       407.97491 on epoch:    20, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 975.6265258789s, input_fired_time: 10.3946857452, output_fired_time: 10.9233846664, propagate_forward_time: 366.8639831543, propagate_backward_time: 576.8471069336, weight_update_time: 1.0316582918, other_time: 10.5973510742
epoch time: 75.5625762939s, input_fired_time: 1.2680486441, output_fired_time: 0.0000000000, propagate_forward_time: 72.4654083252, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8291168213
validation[          , genome 17082] predictions:    9872/  10000 (98.72%), best:    9874/10000 (98.74%), error:       435.45502, best error:       407.97491 on epoch:    20, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 964.0173339844s, input_fired_time: 10.2547626495, output_fired_time: 10.8494520187, propagate_forward_time: 361.1519775391, propagate_backward_time: 571.2808227539, weight_update_time: 1.0082924366, other_time: 10.4803466797
epoch time: 77.9484329224s, input_fired_time: 1.2943408489, output_fired_time: 0.0000000000, propagate_forward_time: 74.7917861938, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8623046875
validation[          , genome 17082] predictions:    9848/  10000 (98.48%), best:    9874/10000 (98.74%), error:       499.43329, best error:       407.97491 on epoch:    20, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 967.5783691406s, input_fired_time: 10.3555393219, output_fired_time: 10.9053831100, propagate_forward_time: 363.0178222656, propagate_backward_time: 572.6123657227, weight_update_time: 1.0229429007, other_time: 10.6872558594
epoch time: 77.3151016235s, input_fired_time: 1.2825067043, output_fired_time: 0.0000000000, propagate_forward_time: 74.1448593140, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8877334595
validation[          , genome 17082] predictions:    9849/  10000 (98.49%), best:    9874/10000 (98.74%), error:       466.69147, best error:       407.97491 on epoch:    20, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 968.0751342773s, input_fired_time: 10.3332901001, output_fired_time: 10.9116373062, propagate_forward_time: 363.1778564453, propagate_backward_time: 572.9735107422, weight_update_time: 1.0256264210, other_time: 10.6788330078
epoch time: 72.5993728638s, input_fired_time: 1.2677452564, output_fired_time: 0.0000000000, propagate_forward_time: 69.3637619019, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9678649902
validation[          , genome 17082] predictions:    9825/  10000 (98.25%), best:    9874/10000 (98.74%), error:       557.50287, best error:       407.97491 on epoch:    20, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 967.2243652344s, input_fired_time: 10.3640785217, output_fired_time: 10.9009532928, propagate_forward_time: 362.6040649414, propagate_backward_time: 572.5622558594, weight_update_time: 1.0358202457, other_time: 10.7930297852
epoch time: 74.1384811401s, input_fired_time: 1.2687882185, output_fired_time: 0.0000000000, propagate_forward_time: 70.9478225708, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9218673706
validation[          , genome 17082] predictions:    9751/  10000 (97.51%), best:    9874/10000 (98.74%), error:       804.86853, best error:       407.97491 on epoch:    20, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 976.1355590820s, input_fired_time: 10.3591709137, output_fired_time: 10.9310779572, propagate_forward_time: 367.6099548340, propagate_backward_time: 576.6762695313, weight_update_time: 1.0298876762, other_time: 10.5590820313
epoch time: 75.6065063477s, input_fired_time: 1.2771458626, output_fired_time: 0.0000000000, propagate_forward_time: 72.5050659180, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8242950439
validation[          , genome 17082] predictions:    9864/  10000 (98.64%), best:    9874/10000 (98.74%), error:       430.09705, best error:       407.97491 on epoch:    20, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 968.5519409180s, input_fired_time: 10.3134155273, output_fired_time: 10.9024972916, propagate_forward_time: 363.9913940430, propagate_backward_time: 572.7509155273, weight_update_time: 1.0233491659, other_time: 10.5936889648
epoch time: 76.8132019043s, input_fired_time: 1.2874039412, output_fired_time: 0.0000000000, propagate_forward_time: 73.6819000244, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8438949585
validation[          , genome 17082] predictions:    9847/  10000 (98.47%), best:    9874/10000 (98.74%), error:       456.98932, best error:       407.97491 on epoch:    20, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 976.6846923828s, input_fired_time: 10.4454059601, output_fired_time: 10.9770975113, propagate_forward_time: 366.4941711426, propagate_backward_time: 578.1097412109, weight_update_time: 1.0290921926, other_time: 10.6582031250
epoch time: 76.4892044067s, input_fired_time: 1.2761205435, output_fired_time: 0.0000000000, propagate_forward_time: 73.4087524414, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8043289185
validation[          , genome 17082] predictions:    9858/  10000 (98.58%), best:    9874/10000 (98.74%), error:       495.62320, best error:       407.97491 on epoch:    20, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 972.9895019531s, input_fired_time: 10.3523674011, output_fired_time: 10.8880271912, propagate_forward_time: 365.7525634766, propagate_backward_time: 575.6252441406, weight_update_time: 1.0058672428, other_time: 10.3713378906
epoch time: 71.3126907349s, input_fired_time: 1.2507139444, output_fired_time: 0.0000000000, propagate_forward_time: 68.0673446655, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9946289063
validation[          , genome 17082] predictions:    9841/  10000 (98.41%), best:    9874/10000 (98.74%), error:       485.75046, best error:       407.97491 on epoch:    20, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 977.4772949219s, input_fired_time: 10.4209156036, output_fired_time: 10.9313840866, propagate_forward_time: 367.6634216309, propagate_backward_time: 577.8719482422, weight_update_time: 1.0320627689, other_time: 10.5895996094
epoch time: 75.9856872559s, input_fired_time: 1.2603034973, output_fired_time: 0.0000000000, propagate_forward_time: 72.9232254028, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8021621704
validation[          , genome 17082] predictions:    9867/  10000 (98.67%), best:    9867/10000 (98.67%), error:       402.45868, best error:       402.45868 on epoch:    33, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 968.7828369141s, input_fired_time: 10.3461751938, output_fired_time: 10.9081573486, propagate_forward_time: 363.6995849609, propagate_backward_time: 573.2357788086, weight_update_time: 1.0240664482, other_time: 10.5931396484
epoch time: 76.3802795410s, input_fired_time: 1.2986212969, output_fired_time: 0.0000000000, propagate_forward_time: 73.1675338745, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9141235352
validation[          , genome 17082] predictions:    9875/  10000 (98.75%), best:    9867/10000 (98.67%), error:       403.98618, best error:       402.45868 on epoch:    33, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 964.1811523438s, input_fired_time: 10.3687458038, output_fired_time: 10.8622713089, propagate_forward_time: 360.9506530762, propagate_backward_time: 571.1814575195, weight_update_time: 1.0333293676, other_time: 10.8180541992
epoch time: 77.5095901489s, input_fired_time: 1.2880921364, output_fired_time: 0.0000000000, propagate_forward_time: 74.3666305542, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8548660278
validation[          , genome 17082] predictions:    9881/  10000 (98.81%), best:    9881/10000 (98.81%), error:       388.08502, best error:       388.08502 on epoch:    35, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 973.8300170898s, input_fired_time: 10.4122562408, output_fired_time: 10.9148597717, propagate_forward_time: 365.6143798828, propagate_backward_time: 576.2059326172, weight_update_time: 1.0329781771, other_time: 10.6826171875
epoch time: 77.2035217285s, input_fired_time: 1.2881294489, output_fired_time: 0.0000000000, propagate_forward_time: 74.0896530151, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8257369995
validation[          , genome 17082] predictions:    9882/  10000 (98.82%), best:    9882/10000 (98.82%), error:       362.74356, best error:       362.74356 on epoch:    36, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 974.5280151367s, input_fired_time: 10.3373689651, output_fired_time: 10.8937921524, propagate_forward_time: 367.8576660156, propagate_backward_time: 575.0280151367, weight_update_time: 1.0177034140, other_time: 10.4111938477
epoch time: 76.3778762817s, input_fired_time: 1.2790652514, output_fired_time: 0.0000000000, propagate_forward_time: 73.3080978394, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7907104492
validation[          , genome 17082] predictions:    9886/  10000 (98.86%), best:    9882/10000 (98.82%), error:       386.26224, best error:       362.74356 on epoch:    36, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 973.6204833984s, input_fired_time: 10.3312311172, output_fired_time: 10.8727331161, propagate_forward_time: 366.6408691406, propagate_backward_time: 575.4188232422, weight_update_time: 1.0158895254, other_time: 10.3568115234
epoch time: 77.2459945679s, input_fired_time: 1.2836831808, output_fired_time: 0.0000000000, propagate_forward_time: 74.1471252441, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8151855469
validation[          , genome 17082] predictions:    9881/  10000 (98.81%), best:    9882/10000 (98.82%), error:       419.79181, best error:       362.74356 on epoch:    36, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 972.6652221680s, input_fired_time: 10.3097314835, output_fired_time: 10.8559103012, propagate_forward_time: 365.7174072266, propagate_backward_time: 575.5223388672, weight_update_time: 1.0053035021, other_time: 10.2598266602
epoch time: 76.4095840454s, input_fired_time: 1.2711377144, output_fired_time: 0.0000000000, propagate_forward_time: 73.2839965820, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8544464111
validation[          , genome 17082] predictions:    9872/  10000 (98.72%), best:    9882/10000 (98.82%), error:       413.38507, best error:       362.74356 on epoch:    36, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 963.4227905273s, input_fired_time: 10.2845869064, output_fired_time: 10.8492498398, propagate_forward_time: 361.1464843750, propagate_backward_time: 570.5725097656, weight_update_time: 1.0106121302, other_time: 10.5699462891
epoch time: 74.9431838989s, input_fired_time: 1.2839473486, output_fired_time: 0.0000000000, propagate_forward_time: 71.7285079956, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9307250977
validation[          , genome 17082] predictions:    9883/  10000 (98.83%), best:    9882/10000 (98.82%), error:       368.01251, best error:       362.74356 on epoch:    36, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 974.9186401367s, input_fired_time: 10.4474105835, output_fired_time: 10.9364728928, propagate_forward_time: 366.4259033203, propagate_backward_time: 576.4854736328, weight_update_time: 1.0262203217, other_time: 10.6234130859
epoch time: 75.1908950806s, input_fired_time: 1.2735229731, output_fired_time: 0.0000000000, propagate_forward_time: 72.0480499268, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8693237305
validation[          , genome 17082] predictions:    9874/  10000 (98.74%), best:    9882/10000 (98.82%), error:       425.01990, best error:       362.74356 on epoch:    36, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 978.3879394531s, input_fired_time: 10.4203767776, output_fired_time: 10.9440059662, propagate_forward_time: 368.0479736328, propagate_backward_time: 578.5371093750, weight_update_time: 1.0208687782, other_time: 10.4384765625
epoch time: 72.7347946167s, input_fired_time: 1.2725267410, output_fired_time: 0.0000000000, propagate_forward_time: 69.5095443726, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9527206421
validation[          , genome 17082] predictions:    9868/  10000 (98.68%), best:    9882/10000 (98.82%), error:       441.55057, best error:       362.74356 on epoch:    36, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 974.0155639648s, input_fired_time: 10.4025850296, output_fired_time: 10.9286088943, propagate_forward_time: 366.6587524414, propagate_backward_time: 575.4483032227, weight_update_time: 1.0358121395, other_time: 10.5773315430
epoch time: 76.3721466064s, input_fired_time: 1.2865234613, output_fired_time: 0.0000000000, propagate_forward_time: 73.2398910522, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8457336426
validation[          , genome 17082] predictions:    9846/  10000 (98.46%), best:    9882/10000 (98.82%), error:       484.45239, best error:       362.74356 on epoch:    36, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 962.9963989258s, input_fired_time: 10.3062114716, output_fired_time: 10.8487577438, propagate_forward_time: 360.2924499512, propagate_backward_time: 570.9730834961, weight_update_time: 1.0133981705, other_time: 10.5758666992
epoch time: 74.8144226074s, input_fired_time: 1.2975275517, output_fired_time: 0.0000000000, propagate_forward_time: 71.5470046997, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9698867798
validation[          , genome 17082] predictions:    9903/  10000 (99.03%), best:    9903/10000 (99.03%), error:       347.98282, best error:       347.98282 on epoch:    44, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 980.1071166992s, input_fired_time: 10.4254417419, output_fired_time: 10.9565382004, propagate_forward_time: 369.3825683594, propagate_backward_time: 578.8566284180, weight_update_time: 1.0224026442, other_time: 10.4859619141
epoch time: 76.6249618530s, input_fired_time: 1.2909995317, output_fired_time: 0.0000000000, propagate_forward_time: 73.4760742188, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8578872681
validation[          , genome 17082] predictions:    9885/  10000 (98.85%), best:    9903/10000 (99.03%), error:       383.09274, best error:       347.98282 on epoch:    44, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 961.7803955078s, input_fired_time: 10.3136835098, output_fired_time: 10.8528289795, propagate_forward_time: 359.5741577148, propagate_backward_time: 570.4354858398, weight_update_time: 1.0161364079, other_time: 10.6042480469
epoch time: 77.6748809814s, input_fired_time: 1.2945837975, output_fired_time: 0.0000000000, propagate_forward_time: 74.5681915283, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8121032715
validation[          , genome 17082] predictions:    9896/  10000 (98.96%), best:    9896/10000 (98.96%), error:       342.59430, best error:       342.59430 on epoch:    46, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 968.5156250000s, input_fired_time: 10.3620796204, output_fired_time: 10.8579521179, propagate_forward_time: 363.2785949707, propagate_backward_time: 573.5836181641, weight_update_time: 1.0062414408, other_time: 10.4333496094
epoch time: 77.3440704346s, input_fired_time: 1.2784454823, output_fired_time: 0.0000000000, propagate_forward_time: 74.2914199829, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7742080688
validation[          , genome 17082] predictions:    9894/  10000 (98.94%), best:    9894/10000 (98.94%), error:       336.88416, best error:       336.88416 on epoch:    47, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 974.9600830078s, input_fired_time: 10.3929624557, output_fired_time: 10.9105796814, propagate_forward_time: 366.5660400391, propagate_backward_time: 576.6193847656, weight_update_time: 1.0217809677, other_time: 10.4711303711
epoch time: 76.9314880371s, input_fired_time: 1.2778197527, output_fired_time: 0.0000000000, propagate_forward_time: 73.8171768188, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8364944458
validation[          , genome 17082] predictions:    9887/  10000 (98.87%), best:    9894/10000 (98.94%), error:       369.12341, best error:       336.88416 on epoch:    47, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 970.6896362305s, input_fired_time: 10.4154901505, output_fired_time: 10.9263172150, propagate_forward_time: 364.5734558105, propagate_backward_time: 574.2075805664, weight_update_time: 1.0194388628, other_time: 10.5668334961
epoch time: 74.2414855957s, input_fired_time: 1.2954635620, output_fired_time: 0.0000000000, propagate_forward_time: 70.9423294067, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0036926270
validation[          , genome 17082] predictions:    9890/  10000 (98.90%), best:    9894/10000 (98.94%), error:       353.06604, best error:       336.88416 on epoch:    47, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 968.9868164063s, input_fired_time: 10.3602819443, output_fired_time: 10.9137163162, propagate_forward_time: 363.0485839844, propagate_backward_time: 574.1236572266, weight_update_time: 1.0089535713, other_time: 10.5405883789
epoch time: 69.7469024658s, input_fired_time: 1.2542346716, output_fired_time: 0.0000000000, propagate_forward_time: 66.5171585083, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9755096436
validation[          , genome 17082] predictions:    9883/  10000 (98.83%), best:    9894/10000 (98.94%), error:       379.50037, best error:       336.88416 on epoch:    47, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 967.3878173828s, input_fired_time: 10.3581447601, output_fired_time: 10.8665981293, propagate_forward_time: 363.0196838379, propagate_backward_time: 572.6171875000, weight_update_time: 1.0149849653, other_time: 10.5262451172
epoch time: 75.8615493774s, input_fired_time: 1.2984036207, output_fired_time: 0.0000000000, propagate_forward_time: 72.6482543945, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9148941040
validation[          , genome 17082] predictions:    9881/  10000 (98.81%), best:    9894/10000 (98.94%), error:       398.68765, best error:       336.88416 on epoch:    47, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 972.7476196289s, input_fired_time: 10.4119157791, output_fired_time: 10.9127025604, propagate_forward_time: 366.1509704590, propagate_backward_time: 574.7961425781, weight_update_time: 1.0162321329, other_time: 10.4758300781
epoch time: 76.5864944458s, input_fired_time: 1.2894787788, output_fired_time: 0.0000000000, propagate_forward_time: 73.4207839966, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8762283325
validation[          , genome 17082] predictions:    9888/  10000 (98.88%), best:    9894/10000 (98.94%), error:       359.47571, best error:       336.88416 on epoch:    47, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 968.7601318359s, input_fired_time: 10.3889636993, output_fired_time: 10.8898448944, propagate_forward_time: 362.5419006348, propagate_backward_time: 574.3972778320, weight_update_time: 1.0134162903, other_time: 10.5421752930
epoch time: 76.3378143311s, input_fired_time: 1.2842768431, output_fired_time: 0.0000000000, propagate_forward_time: 73.2516098022, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8019256592
validation[          , genome 17082] predictions:    9879/  10000 (98.79%), best:    9894/10000 (98.94%), error:       382.56912, best error:       336.88416 on epoch:    47, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 971.1145019531s, input_fired_time: 10.3856868744, output_fired_time: 10.9305982590, propagate_forward_time: 363.6044616699, propagate_backward_time: 575.7151489258, weight_update_time: 1.0065795183, other_time: 10.4785766602
epoch time: 77.8135757446s, input_fired_time: 1.3063783646, output_fired_time: 0.0000000000, propagate_forward_time: 74.6688995361, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8382949829
validation[          , genome 17082] predictions:    9895/  10000 (98.95%), best:    9895/10000 (98.95%), error:       329.64426, best error:       329.64426 on epoch:    54, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 976.9705200195s, input_fired_time: 10.3698644638, output_fired_time: 10.8952016830, propagate_forward_time: 368.0035400391, propagate_backward_time: 577.4119873047, weight_update_time: 1.0124338865, other_time: 10.2899169922
epoch time: 75.7124633789s, input_fired_time: 1.2846134901, output_fired_time: 0.0000000000, propagate_forward_time: 72.6258850098, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8019638062
validation[          , genome 17082] predictions:    9894/  10000 (98.94%), best:    9895/10000 (98.95%), error:       353.19446, best error:       329.64426 on epoch:    54, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 977.7484130859s, input_fired_time: 10.4070434570, output_fired_time: 10.9192523956, propagate_forward_time: 368.8372497559, propagate_backward_time: 577.2703857422, weight_update_time: 1.0146840811, other_time: 10.3144531250
epoch time: 77.7404174805s, input_fired_time: 1.3052239418, output_fired_time: 0.0000000000, propagate_forward_time: 74.5846633911, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8505325317
validation[          , genome 17082] predictions:    9894/  10000 (98.94%), best:    9895/10000 (98.95%), error:       342.85498, best error:       329.64426 on epoch:    54, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 966.6802368164s, input_fired_time: 10.3483457565, output_fired_time: 10.8759965897, propagate_forward_time: 363.1830749512, propagate_backward_time: 571.7886962891, weight_update_time: 1.0164128542, other_time: 10.4841308594
epoch time: 77.8463973999s, input_fired_time: 1.3130583763, output_fired_time: 0.0000000000, propagate_forward_time: 74.7113113403, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8220291138
validation[          , genome 17082] predictions:    9886/  10000 (98.86%), best:    9895/10000 (98.95%), error:       358.73029, best error:       329.64426 on epoch:    54, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 975.7913818359s, input_fired_time: 10.4037275314, output_fired_time: 10.9080333710, propagate_forward_time: 367.4254455566, propagate_backward_time: 576.7740478516, weight_update_time: 1.0132297277, other_time: 10.2801513672
epoch time: 77.3210067749s, input_fired_time: 1.2977191210, output_fired_time: 0.0000000000, propagate_forward_time: 74.2062530518, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8170318604
validation[          , genome 17082] predictions:    9888/  10000 (98.88%), best:    9895/10000 (98.95%), error:       378.66483, best error:       329.64426 on epoch:    54, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 964.6204833984s, input_fired_time: 10.4269409180, output_fired_time: 10.8775129318, propagate_forward_time: 360.8157958984, propagate_backward_time: 571.7583007813, weight_update_time: 1.0186392069, other_time: 10.7419433594
epoch time: 78.5794754028s, input_fired_time: 1.2997273207, output_fired_time: 0.0000000000, propagate_forward_time: 75.5054092407, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7743377686
validation[          , genome 17082] predictions:    9906/  10000 (99.06%), best:    9906/10000 (99.06%), error:       317.66635, best error:       317.66635 on epoch:    59, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 971.3831787109s, input_fired_time: 10.4318370819, output_fired_time: 10.9325189590, propagate_forward_time: 364.2191467285, propagate_backward_time: 575.2075195313, weight_update_time: 1.0105491877, other_time: 10.5921630859
epoch time: 76.1527481079s, input_fired_time: 1.2784644365, output_fired_time: 0.0000000000, propagate_forward_time: 73.1237945557, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7504882813
validation[          , genome 17082] predictions:    9898/  10000 (98.98%), best:    9906/10000 (99.06%), error:       332.01447, best error:       317.66635 on epoch:    59, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 971.5923461914s, input_fired_time: 10.4289216995, output_fired_time: 10.8885679245, propagate_forward_time: 365.6734924316, propagate_backward_time: 574.1239624023, weight_update_time: 1.0158096552, other_time: 10.4774780273
epoch time: 77.7160949707s, input_fired_time: 1.3264381886, output_fired_time: 0.0000000000, propagate_forward_time: 74.4991683960, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8904876709
validation[          , genome 17082] predictions:    9884/  10000 (98.84%), best:    9906/10000 (99.06%), error:       369.19550, best error:       317.66635 on epoch:    59, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 973.0180053711s, input_fired_time: 10.4022569656, output_fired_time: 10.9032268524, propagate_forward_time: 367.0093383789, propagate_backward_time: 574.2272338867, weight_update_time: 1.0130987167, other_time: 10.4759521484
epoch time: 77.9412307739s, input_fired_time: 1.3060718775, output_fired_time: 0.0000000000, propagate_forward_time: 74.8542404175, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7809219360
validation[          , genome 17082] predictions:    9903/  10000 (99.03%), best:    9906/10000 (99.06%), error:       335.98398, best error:       317.66635 on epoch:    59, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 971.0438232422s, input_fired_time: 10.3728494644, output_fired_time: 10.8732881546, propagate_forward_time: 364.6535034180, propagate_backward_time: 574.8142700195, weight_update_time: 1.0097782612, other_time: 10.3298950195
epoch time: 76.4064407349s, input_fired_time: 1.2812864780, output_fired_time: 0.0000000000, propagate_forward_time: 73.3741531372, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7509994507
validation[          , genome 17082] predictions:    9907/  10000 (99.07%), best:    9906/10000 (99.06%), error:       320.41278, best error:       317.66635 on epoch:    59, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 975.2962036133s, input_fired_time: 10.4645338058, output_fired_time: 10.9007959366, propagate_forward_time: 367.5362548828, propagate_backward_time: 575.9149780273, weight_update_time: 1.0219479799, other_time: 10.4796142578
epoch time: 77.5444412231s, input_fired_time: 1.2954721451, output_fired_time: 0.0000000000, propagate_forward_time: 74.4848632813, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7641067505
validation[          , genome 17082] predictions:    9890/  10000 (98.90%), best:    9906/10000 (99.06%), error:       350.35565, best error:       317.66635 on epoch:    59, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 980.8786010742s, input_fired_time: 10.4703531265, output_fired_time: 10.9485588074, propagate_forward_time: 370.2874450684, propagate_backward_time: 578.7852172852, weight_update_time: 1.0182930231, other_time: 10.3870239258
epoch time: 77.1733322144s, input_fired_time: 1.2963038683, output_fired_time: 0.0000000000, propagate_forward_time: 74.0361557007, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8408737183
validation[          , genome 17082] predictions:    9893/  10000 (98.93%), best:    9906/10000 (99.06%), error:       354.95761, best error:       317.66635 on epoch:    59, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 975.9060058594s, input_fired_time: 10.3888111115, output_fired_time: 10.8794574738, propagate_forward_time: 368.0007019043, propagate_backward_time: 576.3853759766, weight_update_time: 1.0053646564, other_time: 10.2517089844
epoch time: 74.0722274780s, input_fired_time: 1.2915552855, output_fired_time: 0.0000000000, propagate_forward_time: 70.8270187378, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9536514282
validation[          , genome 17082] predictions:    9903/  10000 (99.03%), best:    9903/10000 (99.03%), error:       316.63190, best error:       316.63190 on epoch:    66, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 965.0166015625s, input_fired_time: 10.3445119858, output_fired_time: 10.8322505951, propagate_forward_time: 362.8304748535, propagate_backward_time: 570.6531372070, weight_update_time: 0.9987635016, other_time: 10.3562622070
epoch time: 79.1478424072s, input_fired_time: 1.3536792994, output_fired_time: 0.0000000000, propagate_forward_time: 75.8796386719, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9145278931
validation[          , genome 17082] predictions:    9890/  10000 (98.90%), best:    9903/10000 (99.03%), error:       341.42059, best error:       316.63190 on epoch:    66, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 971.0515747070s, input_fired_time: 10.4368839264, output_fired_time: 10.8839912415, propagate_forward_time: 364.3325805664, propagate_backward_time: 574.9156494141, weight_update_time: 1.0214747190, other_time: 10.4824829102
epoch time: 76.8593215942s, input_fired_time: 1.2966020107, output_fired_time: 0.0000000000, propagate_forward_time: 73.7395858765, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8231353760
validation[          , genome 17082] predictions:    9898/  10000 (98.98%), best:    9903/10000 (99.03%), error:       321.35120, best error:       316.63190 on epoch:    66, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 975.8699340820s, input_fired_time: 10.4148683548, output_fired_time: 10.9031696320, propagate_forward_time: 368.3552856445, propagate_backward_time: 575.9120483398, weight_update_time: 1.0105059147, other_time: 10.2845458984
epoch time: 77.4567031860s, input_fired_time: 1.3082705736, output_fired_time: 0.0000000000, propagate_forward_time: 74.3368148804, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8116149902
validation[          , genome 17082] predictions:    9891/  10000 (98.91%), best:    9903/10000 (99.03%), error:       346.73529, best error:       316.63190 on epoch:    66, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 979.6120605469s, input_fired_time: 10.3956604004, output_fired_time: 10.9084291458, propagate_forward_time: 369.9678955078, propagate_backward_time: 578.1200561523, weight_update_time: 1.0109462738, other_time: 10.2200317383
epoch time: 77.9970016479s, input_fired_time: 1.3239409924, output_fired_time: 0.0000000000, propagate_forward_time: 74.7792968750, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8937606812
validation[          , genome 17082] predictions:    9896/  10000 (98.96%), best:    9903/10000 (99.03%), error:       336.66016, best error:       316.63190 on epoch:    66, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 977.0230712891s, input_fired_time: 10.4382419586, output_fired_time: 10.9072532654, propagate_forward_time: 368.1249084473, propagate_backward_time: 577.1094360352, weight_update_time: 1.0188084841, other_time: 10.4432983398
epoch time: 77.2380676270s, input_fired_time: 1.3153364658, output_fired_time: 0.0000000000, propagate_forward_time: 74.0739974976, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8487319946
validation[          , genome 17082] predictions:    9908/  10000 (99.08%), best:    9903/10000 (99.03%), error:       321.52261, best error:       316.63190 on epoch:    66, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 969.2864379883s, input_fired_time: 10.4122190475, output_fired_time: 10.8617935181, propagate_forward_time: 363.7375793457, propagate_backward_time: 573.8060913086, weight_update_time: 1.0094014406, other_time: 10.4686889648
epoch time: 75.6870040894s, input_fired_time: 1.3041065931, output_fired_time: 0.0000000000, propagate_forward_time: 72.5376968384, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8451995850
validation[          , genome 17082] predictions:    9900/  10000 (99.00%), best:    9903/10000 (99.03%), error:       346.52322, best error:       316.63190 on epoch:    66, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 968.9565429688s, input_fired_time: 10.3898324966, output_fired_time: 10.8616123199, propagate_forward_time: 363.5589294434, propagate_backward_time: 573.6873779297, weight_update_time: 1.0127706528, other_time: 10.4587402344
epoch time: 74.7503433228s, input_fired_time: 1.3014092445, output_fired_time: 0.0000000000, propagate_forward_time: 71.5524368286, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8964996338
validation[          , genome 17082] predictions:    9909/  10000 (99.09%), best:    9909/10000 (99.09%), error:       312.11584, best error:       312.11584 on epoch:    73, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 970.0962524414s, input_fired_time: 10.4137144089, output_fired_time: 10.8738460541, propagate_forward_time: 364.3127136230, propagate_backward_time: 574.0178833008, weight_update_time: 1.0178854465, other_time: 10.4780883789
epoch time: 77.0313644409s, input_fired_time: 1.3005851507, output_fired_time: 0.0000000000, propagate_forward_time: 73.9284057617, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8023757935
validation[          , genome 17082] predictions:    9901/  10000 (99.01%), best:    9909/10000 (99.09%), error:       322.65518, best error:       312.11584 on epoch:    73, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 979.5925903320s, input_fired_time: 10.4613838196, output_fired_time: 10.9405307770, propagate_forward_time: 369.2413940430, propagate_backward_time: 578.5980834961, weight_update_time: 1.0152679682, other_time: 10.3511962891
epoch time: 77.2015609741s, input_fired_time: 1.2985305786, output_fired_time: 0.0000000000, propagate_forward_time: 74.1033325195, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7996978760
validation[          , genome 17082] predictions:    9906/  10000 (99.06%), best:    9909/10000 (99.09%), error:       337.92151, best error:       312.11584 on epoch:    73, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 974.3900756836s, input_fired_time: 10.4426565170, output_fired_time: 10.8772697449, propagate_forward_time: 365.6640319824, propagate_backward_time: 576.9320068359, weight_update_time: 1.0164662600, other_time: 10.4741210938
epoch time: 76.0538635254s, input_fired_time: 1.2924948931, output_fired_time: 0.0000000000, propagate_forward_time: 72.9705963135, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7907714844
validation[          , genome 17082] predictions:    9900/  10000 (99.00%), best:    9909/10000 (99.09%), error:       332.51917, best error:       312.11584 on epoch:    73, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 965.7847290039s, input_fired_time: 10.3990173340, output_fired_time: 10.8689727783, propagate_forward_time: 361.6355895996, propagate_backward_time: 572.2888183594, weight_update_time: 1.0153248310, other_time: 10.5924072266
epoch time: 77.1579971313s, input_fired_time: 1.3253209591, output_fired_time: 0.0000000000, propagate_forward_time: 73.9631881714, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8694915771
validation[          , genome 17082] predictions:    9903/  10000 (99.03%), best:    9909/10000 (99.09%), error:       337.07321, best error:       312.11584 on epoch:    73, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 975.7274780273s, input_fired_time: 10.4578084946, output_fired_time: 10.9285268784, propagate_forward_time: 367.9356079102, propagate_backward_time: 575.9763793945, weight_update_time: 1.0163983107, other_time: 10.4291381836
epoch time: 76.8935012817s, input_fired_time: 1.3026658297, output_fired_time: 0.0000000000, propagate_forward_time: 73.7754440308, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8153915405
validation[          , genome 17082] predictions:    9905/  10000 (99.05%), best:    9905/10000 (99.05%), error:       309.05630, best error:       309.05630 on epoch:    78, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 975.5429077148s, input_fired_time: 10.4206314087, output_fired_time: 10.9060010910, propagate_forward_time: 367.1824645996, propagate_backward_time: 576.6659545898, weight_update_time: 1.0157737732, other_time: 10.3678588867
epoch time: 76.7984771729s, input_fired_time: 1.2917177677, output_fired_time: 0.0000000000, propagate_forward_time: 73.7274780273, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7792816162
validation[          , genome 17082] predictions:    9906/  10000 (99.06%), best:    9905/10000 (99.05%), error:       318.54907, best error:       309.05630 on epoch:    78, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 975.3265380859s, input_fired_time: 10.4324712753, output_fired_time: 10.8932266235, propagate_forward_time: 367.0077209473, propagate_backward_time: 576.6470336914, weight_update_time: 1.0160017014, other_time: 10.3460083008
epoch time: 77.3326873779s, input_fired_time: 1.3055268526, output_fired_time: 0.0000000000, propagate_forward_time: 74.1776123047, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8495483398
validation[          , genome 17082] predictions:    9906/  10000 (99.06%), best:    9905/10000 (99.05%), error:       314.49869, best error:       309.05630 on epoch:    78, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 973.8492431641s, input_fired_time: 10.4632139206, output_fired_time: 10.9399833679, propagate_forward_time: 365.8036804199, propagate_backward_time: 576.0704345703, weight_update_time: 1.0192004442, other_time: 10.5718994141
epoch time: 76.2951889038s, input_fired_time: 1.2919814587, output_fired_time: 0.0000000000, propagate_forward_time: 73.2118682861, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7913360596
validation[          , genome 17082] predictions:    9908/  10000 (99.08%), best:    9905/10000 (99.05%), error:       351.15262, best error:       309.05630 on epoch:    78, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 970.4609375000s, input_fired_time: 10.4739627838, output_fired_time: 10.8929119110, propagate_forward_time: 363.9451293945, propagate_backward_time: 574.5977783203, weight_update_time: 1.0205330849, other_time: 10.5512084961
epoch time: 76.5170288086s, input_fired_time: 1.3015853167, output_fired_time: 0.0000000000, propagate_forward_time: 73.3599166870, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8555297852
validation[          , genome 17082] predictions:    9907/  10000 (99.07%), best:    9905/10000 (99.05%), error:       330.80756, best error:       309.05630 on epoch:    78, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 970.9555053711s, input_fired_time: 10.3841209412, output_fired_time: 10.8636102676, propagate_forward_time: 365.1806335449, propagate_backward_time: 574.1878051758, weight_update_time: 1.0124477148, other_time: 10.3394165039
epoch time: 78.2341690063s, input_fired_time: 1.3257087469, output_fired_time: 0.0000000000, propagate_forward_time: 75.0588760376, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8495864868
validation[          , genome 17082] predictions:    9910/  10000 (99.10%), best:    9905/10000 (99.05%), error:       315.68854, best error:       309.05630 on epoch:    78, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 973.8195800781s, input_fired_time: 10.4375715256, output_fired_time: 10.8927745819, propagate_forward_time: 366.6646423340, propagate_backward_time: 575.4390258789, weight_update_time: 1.0075000525, other_time: 10.3855590820
epoch time: 77.2840042114s, input_fired_time: 1.2972949743, output_fired_time: 0.0000000000, propagate_forward_time: 74.1749954224, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8117141724
validation[          , genome 17082] predictions:    9908/  10000 (99.08%), best:    9905/10000 (99.05%), error:       318.48135, best error:       309.05630 on epoch:    78, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 972.4570922852s, input_fired_time: 10.4118852615, output_fired_time: 10.8841800690, propagate_forward_time: 365.8209533691, propagate_backward_time: 575.0296020508, weight_update_time: 1.0007388592, other_time: 10.3104858398
epoch time: 73.0074081421s, input_fired_time: 1.2879692316, output_fired_time: 0.0000000000, propagate_forward_time: 69.8147430420, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9046936035
validation[          , genome 17082] predictions:    9909/  10000 (99.09%), best:    9905/10000 (99.05%), error:       334.53745, best error:       309.05630 on epoch:    78, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 976.6987915039s, input_fired_time: 10.4367828369, output_fired_time: 10.9024991989, propagate_forward_time: 368.2066040039, propagate_backward_time: 576.8281250000, weight_update_time: 1.0110348463, other_time: 10.3247680664
epoch time: 76.8764343262s, input_fired_time: 1.3133211136, output_fired_time: 0.0000000000, propagate_forward_time: 73.7349929810, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8281173706
validation[          , genome 17082] predictions:    9913/  10000 (99.13%), best:    9905/10000 (99.05%), error:       320.55936, best error:       309.05630 on epoch:    78, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 968.7582397461s, input_fired_time: 10.4036197662, output_fired_time: 10.8993415833, propagate_forward_time: 363.4996337891, propagate_backward_time: 573.4353637695, weight_update_time: 1.0161631107, other_time: 10.5202636719
epoch time: 77.9398422241s, input_fired_time: 1.3161232471, output_fired_time: 0.0000000000, propagate_forward_time: 74.8288345337, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7948837280
validation[          , genome 17082] predictions:    9908/  10000 (99.08%), best:    9905/10000 (99.05%), error:       311.72916, best error:       309.05630 on epoch:    78, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 978.3225097656s, input_fired_time: 10.4331836700, output_fired_time: 10.8998222351, propagate_forward_time: 368.1107788086, propagate_backward_time: 578.6400146484, weight_update_time: 1.0091530085, other_time: 10.2387084961
epoch time: 76.6152801514s, input_fired_time: 1.3063529730, output_fired_time: 0.0000000000, propagate_forward_time: 73.4602279663, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8487014771
validation[          , genome 17082] predictions:    9901/  10000 (99.01%), best:    9905/10000 (99.05%), error:       325.70358, best error:       309.05630 on epoch:    78, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 976.5458374023s, input_fired_time: 10.4326295853, output_fired_time: 10.8961668015, propagate_forward_time: 367.1840515137, propagate_backward_time: 577.6870727539, weight_update_time: 1.0129183531, other_time: 10.3458862305
epoch time: 76.8188705444s, input_fired_time: 1.2971895933, output_fired_time: 0.0000000000, propagate_forward_time: 73.7086639404, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8130187988
validation[          , genome 17082] predictions:    9911/  10000 (99.11%), best:    9905/10000 (99.05%), error:       310.27170, best error:       309.05630 on epoch:    78, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 974.9440917969s, input_fired_time: 10.4136028290, output_fired_time: 10.8858060837, propagate_forward_time: 367.2229309082, propagate_backward_time: 576.1634521484, weight_update_time: 1.0068825483, other_time: 10.2583007813
epoch time: 79.6813659668s, input_fired_time: 1.3427205086, output_fired_time: 0.0000000000, propagate_forward_time: 76.4900207520, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8486251831
validation[          , genome 17082] predictions:    9911/  10000 (99.11%), best:    9905/10000 (99.05%), error:       318.38434, best error:       309.05630 on epoch:    78, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 974.2595214844s, input_fired_time: 10.4101848602, output_fired_time: 10.8778800964, propagate_forward_time: 367.4320983887, propagate_backward_time: 575.2833251953, weight_update_time: 1.0058649778, other_time: 10.2561035156
epoch time: 77.1122360229s, input_fired_time: 1.2922202349, output_fired_time: 0.0000000000, propagate_forward_time: 74.0305023193, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7895126343
validation[          , genome 17082] predictions:    9909/  10000 (99.09%), best:    9905/10000 (99.05%), error:       309.75653, best error:       309.05630 on epoch:    78, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 972.6912231445s, input_fired_time: 10.4141387939, output_fired_time: 10.8902301788, propagate_forward_time: 366.1798706055, propagate_backward_time: 574.8541259766, weight_update_time: 1.0142906904, other_time: 10.3528442383
epoch time: 77.3653869629s, input_fired_time: 1.3022543192, output_fired_time: 0.0000000000, propagate_forward_time: 74.2139968872, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8491363525
validation[          , genome 17082] predictions:    9908/  10000 (99.08%), best:    9908/10000 (99.08%), error:       303.31973, best error:       303.31973 on epoch:    92, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 970.3584594727s, input_fired_time: 10.3664264679, output_fired_time: 10.8504829407, propagate_forward_time: 364.3692932129, propagate_backward_time: 574.5408935547, weight_update_time: 1.0034651756, other_time: 10.2313232422
epoch time: 76.3984985352s, input_fired_time: 1.2815701962, output_fired_time: 0.0000000000, propagate_forward_time: 73.3440628052, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7728652954
validation[          , genome 17082] predictions:    9908/  10000 (99.08%), best:    9908/10000 (99.08%), error:       303.02261, best error:       303.02261 on epoch:    93, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 970.6463012695s, input_fired_time: 10.5044088364, output_fired_time: 10.8982000351, propagate_forward_time: 364.3076171875, propagate_backward_time: 574.3718872070, weight_update_time: 1.0166594982, other_time: 10.5642089844
epoch time: 76.2296295166s, input_fired_time: 1.2819632292, output_fired_time: 0.0000000000, propagate_forward_time: 73.2024993896, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7451705933
validation[          , genome 17082] predictions:    9909/  10000 (99.09%), best:    9908/10000 (99.08%), error:       305.20679, best error:       303.02261 on epoch:    93, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 967.6704101563s, input_fired_time: 10.4694004059, output_fired_time: 10.8935184479, propagate_forward_time: 362.7940979004, propagate_backward_time: 572.9271850586, weight_update_time: 1.0178269148, other_time: 10.5862426758
epoch time: 77.8908920288s, input_fired_time: 1.3084774017, output_fired_time: 0.0000000000, propagate_forward_time: 74.7849731445, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7974395752
validation[          , genome 17082] predictions:    9914/  10000 (99.14%), best:    9908/10000 (99.08%), error:       328.00464, best error:       303.02261 on epoch:    93, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 977.3881225586s, input_fired_time: 10.4252729416, output_fired_time: 10.8938798904, propagate_forward_time: 368.4587707520, propagate_backward_time: 577.4590454102, weight_update_time: 1.0019007921, other_time: 10.1511840820
epoch time: 76.5521697998s, input_fired_time: 1.3004804850, output_fired_time: 0.0000000000, propagate_forward_time: 73.4166336060, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8350524902
validation[          , genome 17082] predictions:    9909/  10000 (99.09%), best:    9908/10000 (99.08%), error:       310.55515, best error:       303.02261 on epoch:    93, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 975.2440795898s, input_fired_time: 10.4339733124, output_fired_time: 10.8965845108, propagate_forward_time: 366.8707580566, propagate_backward_time: 576.7222290039, weight_update_time: 1.0098406076, other_time: 10.3204956055
epoch time: 75.8843154907s, input_fired_time: 1.3010494709, output_fired_time: 0.0000000000, propagate_forward_time: 72.7541198730, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8291473389
validation[          , genome 17082] predictions:    9910/  10000 (99.10%), best:    9908/10000 (99.08%), error:       307.82904, best error:       303.02261 on epoch:    93, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 979.8564453125s, input_fired_time: 10.4936628342, output_fired_time: 10.9117212296, propagate_forward_time: 369.6426696777, propagate_backward_time: 578.5048828125, weight_update_time: 1.0115474463, other_time: 10.3034667969
epoch time: 75.7122955322s, input_fired_time: 1.2955275774, output_fired_time: 0.0000000000, propagate_forward_time: 72.5754241943, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8413467407
validation[          , genome 17082] predictions:    9905/  10000 (99.05%), best:    9908/10000 (99.08%), error:       320.36261, best error:       303.02261 on epoch:    93, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 969.4321899414s, input_fired_time: 10.4262742996, output_fired_time: 10.8645982742, propagate_forward_time: 364.1828613281, propagate_backward_time: 573.5880126953, weight_update_time: 1.0067456961, other_time: 10.3704223633
epoch time: 76.0396804810s, input_fired_time: 1.3154712915, output_fired_time: 0.0000000000, propagate_forward_time: 72.8379592896, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8862533569
validation[          , genome 17082] predictions:    9906/  10000 (99.06%), best:    9908/10000 (99.08%), error:       313.05554, best error:       303.02261 on epoch:    93, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 974.2374267578s, input_fired_time: 10.3958625793, output_fired_time: 10.8579578400, propagate_forward_time: 366.6842651367, propagate_backward_time: 576.1380615234, weight_update_time: 0.9996668100, other_time: 10.1612548828
epoch time: 76.9496917725s, input_fired_time: 1.3264442682, output_fired_time: 0.0000000000, propagate_forward_time: 73.6938018799, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9294433594
validation[          , genome 17082] predictions:    9907/  10000 (99.07%), best:    9908/10000 (99.08%), error:       322.24969, best error:       303.02261 on epoch:    93, 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: 376.2062377930s, input_fired_time: 6.5137600899, output_fired_time: 0.0000000000, propagate_forward_time: 360.1464233398, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.5460510254
best training[          , genome 17082] predictions:   49998/  50000 (100.00%), best:    9908/10000 (99.08%), error:       123.63056, best error:       303.02261 on epoch:    93, 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: 77.3932952881s, input_fired_time: 1.2795349360, output_fired_time: 0.0000000000, propagate_forward_time: 74.3660812378, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7476806641
   testing[          , genome 17082] predictions:    9906/  10000 (99.06%), best:    9908/10000 (99.08%), error:       286.13550, best error:       303.02261 on epoch:    93, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
11:29:00 (2828): called boinc_finish(0)

</stderr_txt>
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