Nameexact_genome_1542495604_185_6220_1
Workunit4096366
Created18 Nov 2018, 5:12:25 UTC
Sent18 Nov 2018, 5:36:45 UTC
Report deadline27 Feb 2019, 23:07:34 UTC
Received19 Nov 2018, 12:36:57 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID44167
Run time1 days 5 hours 50 min 55 sec
CPU time1 days 5 hours 10 min 27 sec
Validate stateValid
Credit25,432.44
Device peak FLOPS3.88 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size529.34 MB
Peak swap size549.25 MB
Peak disk usage11.60 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
724609
epoch time: 76.3547058105s, input_fired_time: 1.9405462742, output_fired_time: 0.0000000000, propagate_forward_time: 70.1084136963, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.3057479858
validation[          , genome  6220] predictions:    5497/  10000 (54.97%), best:    5497/10000 (54.97%), error:     14174.07227, best error:     14174.07227 on epoch:    15, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 1000.8734130859s, input_fired_time: 14.7955560684, output_fired_time: 11.6798143387, propagate_forward_time: 351.0729370117, propagate_backward_time: 599.1898803711, weight_update_time: 1.5440309048, other_time: 24.1352539063
epoch time: 76.4230957031s, input_fired_time: 1.9764615297, output_fired_time: 0.0000000000, propagate_forward_time: 69.9555206299, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4911117554
validation[          , genome  6220] predictions:    5742/  10000 (57.42%), best:    5742/10000 (57.42%), error:     13218.17676, best error:     13218.17676 on epoch:    16, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 1013.9555664063s, input_fired_time: 15.6229238510, output_fired_time: 11.8390254974, propagate_forward_time: 355.9414978027, propagate_backward_time: 605.3900756836, weight_update_time: 1.5879633427, other_time: 25.1620483398
epoch time: 78.8195343018s, input_fired_time: 2.0646424294, output_fired_time: 0.0000000000, propagate_forward_time: 72.1367721558, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6181182861
validation[          , genome  6220] predictions:    5371/  10000 (53.71%), best:    5742/10000 (57.42%), error:     14658.81152, best error:     13218.17676 on epoch:    16, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 1050.4667968750s, input_fired_time: 16.5394020081, output_fired_time: 12.4769897461, propagate_forward_time: 366.6187744141, propagate_backward_time: 628.5734252930, weight_update_time: 1.6283686161, other_time: 26.2581787109
epoch time: 81.8219909668s, input_fired_time: 2.2049629688, output_fired_time: 0.0000000000, propagate_forward_time: 74.8227005005, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7943267822
validation[          , genome  6220] predictions:    5427/  10000 (54.27%), best:    5742/10000 (57.42%), error:     14749.10254, best error:     13218.17676 on epoch:    16, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 1040.4987792969s, input_fired_time: 16.1869869232, output_fired_time: 12.5997352600, propagate_forward_time: 362.5653991699, propagate_backward_time: 623.3143310547, weight_update_time: 1.6078441143, other_time: 25.8322753906
epoch time: 74.3611068726s, input_fired_time: 1.8688721657, output_fired_time: 0.0000000000, propagate_forward_time: 67.9937210083, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4985122681
validation[          , genome  6220] predictions:    5454/  10000 (54.54%), best:    5742/10000 (57.42%), error:     14314.30469, best error:     13218.17676 on epoch:    16, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 969.0332031250s, input_fired_time: 14.7861490250, output_fired_time: 11.5399761200, propagate_forward_time: 342.0435485840, propagate_backward_time: 575.6065063477, weight_update_time: 1.6209073067, other_time: 25.0570678711
epoch time: 74.8349304199s, input_fired_time: 1.8968608379, output_fired_time: 0.0000000000, propagate_forward_time: 68.4526519775, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4854202271
validation[          , genome  6220] predictions:    5535/  10000 (55.35%), best:    5742/10000 (57.42%), error:     14068.50488, best error:     13218.17676 on epoch:    16, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 969.2185058594s, input_fired_time: 14.3934478760, output_fired_time: 11.2033872604, propagate_forward_time: 342.4094543457, propagate_backward_time: 576.6838989258, weight_update_time: 1.5540845394, other_time: 24.5283813477
epoch time: 74.9271850586s, input_fired_time: 1.9161070585, output_fired_time: 0.0000000000, propagate_forward_time: 68.4082031250, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6028747559
validation[          , genome  6220] predictions:    5673/  10000 (56.73%), best:    5742/10000 (57.42%), error:     13507.57227, best error:     13218.17676 on epoch:    16, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 966.2737426758s, input_fired_time: 14.7004661560, output_fired_time: 11.4720849991, propagate_forward_time: 340.9465332031, propagate_backward_time: 573.8162841797, weight_update_time: 1.5899691582, other_time: 25.3383789063
epoch time: 74.5447387695s, input_fired_time: 1.9021050930, output_fired_time: 0.0000000000, propagate_forward_time: 68.0941390991, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5484924316
validation[          , genome  6220] predictions:    5599/  10000 (55.99%), best:    5742/10000 (57.42%), error:     13809.29395, best error:     13218.17676 on epoch:    16, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 955.6026000977s, input_fired_time: 14.1189126968, output_fired_time: 10.9776039124, propagate_forward_time: 337.5389709473, propagate_backward_time: 568.7816772461, weight_update_time: 1.5419642925, other_time: 24.1854858398
epoch time: 73.1617965698s, input_fired_time: 1.7401524782, output_fired_time: 0.0000000000, propagate_forward_time: 67.1410522461, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.2805938721
validation[          , genome  6220] predictions:    5632/  10000 (56.32%), best:    5742/10000 (57.42%), error:     13810.48438, best error:     13218.17676 on epoch:    16, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 957.7998046875s, input_fired_time: 13.7453956604, output_fired_time: 10.8437156677, propagate_forward_time: 338.7971191406, propagate_backward_time: 570.7745361328, weight_update_time: 1.5061510801, other_time: 23.6390380859
epoch time: 73.8851318359s, input_fired_time: 1.7974612713, output_fired_time: 0.0000000000, propagate_forward_time: 67.7674865723, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.3201828003
validation[          , genome  6220] predictions:    5604/  10000 (56.04%), best:    5742/10000 (57.42%), error:     14028.61035, best error:     13218.17676 on epoch:    16, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 958.8442993164s, input_fired_time: 13.9471254349, output_fired_time: 10.9493570328, propagate_forward_time: 338.7716369629, propagate_backward_time: 571.1032714844, weight_update_time: 1.5251009464, other_time: 24.0728759766
epoch time: 73.6872940063s, input_fired_time: 1.7978150845, output_fired_time: 0.0000000000, propagate_forward_time: 67.5425186157, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.3469619751
validation[          , genome  6220] predictions:    5645/  10000 (56.45%), best:    5742/10000 (57.42%), error:     13836.73828, best error:     13218.17676 on epoch:    16, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 955.1380004883s, input_fired_time: 13.5400104523, output_fired_time: 10.6677980423, propagate_forward_time: 337.9582519531, propagate_backward_time: 569.7750244141, weight_update_time: 1.5031417608, other_time: 23.1968994141
epoch time: 73.4600219727s, input_fired_time: 1.7890501022, output_fired_time: 0.0000000000, propagate_forward_time: 67.3835983276, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.2873764038
validation[          , genome  6220] predictions:    5575/  10000 (55.75%), best:    5742/10000 (57.42%), error:     13660.76758, best error:     13218.17676 on epoch:    16, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 973.8374633789s, input_fired_time: 14.8596200943, output_fired_time: 11.8322257996, propagate_forward_time: 343.3511352539, propagate_backward_time: 578.5921630859, weight_update_time: 1.5908420086, other_time: 25.2023315430
epoch time: 75.0971374512s, input_fired_time: 1.9628839493, output_fired_time: 0.0000000000, propagate_forward_time: 68.5761489868, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5581054688
validation[          , genome  6220] predictions:    5805/  10000 (58.05%), best:    5805/10000 (58.05%), error:     12959.05957, best error:     12959.05957 on epoch:    27, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 988.9611816406s, input_fired_time: 14.8222961426, output_fired_time: 11.9296331406, propagate_forward_time: 347.2646179199, propagate_backward_time: 590.1801757813, weight_update_time: 1.5767003298, other_time: 24.7645263672
epoch time: 76.9903869629s, input_fired_time: 2.0162732601, output_fired_time: 0.0000000000, propagate_forward_time: 70.3198318481, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6542816162
validation[          , genome  6220] predictions:    5755/  10000 (57.55%), best:    5805/10000 (58.05%), error:     13114.21680, best error:     12959.05957 on epoch:    27, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 999.5866699219s, input_fired_time: 15.3903627396, output_fired_time: 12.3981180191, propagate_forward_time: 349.5280151367, propagate_backward_time: 596.6964721680, weight_update_time: 1.6230986118, other_time: 25.5736694336
epoch time: 75.8522262573s, input_fired_time: 1.9749283791, output_fired_time: 0.0000000000, propagate_forward_time: 69.3105773926, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5667190552
validation[          , genome  6220] predictions:    5721/  10000 (57.21%), best:    5805/10000 (58.05%), error:     13238.17285, best error:     12959.05957 on epoch:    27, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 1012.2471923828s, input_fired_time: 15.2332019806, output_fired_time: 12.4103183746, propagate_forward_time: 354.0827026367, propagate_backward_time: 605.3209228516, weight_update_time: 1.5886307955, other_time: 25.2000122070
epoch time: 77.4760208130s, input_fired_time: 2.0393209457, output_fired_time: 0.0000000000, propagate_forward_time: 70.8770446777, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5596542358
validation[          , genome  6220] predictions:    5914/  10000 (59.14%), best:    5914/10000 (59.14%), error:     12717.66797, best error:     12717.66797 on epoch:    30, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 1012.7969970703s, input_fired_time: 15.6283588409, output_fired_time: 12.6474599838, propagate_forward_time: 353.5558776855, propagate_backward_time: 605.3604736328, weight_update_time: 1.6475744247, other_time: 25.6048583984
epoch time: 76.6414489746s, input_fired_time: 1.9799184799, output_fired_time: 0.0000000000, propagate_forward_time: 70.1641921997, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4973373413
validation[          , genome  6220] predictions:    5589/  10000 (55.89%), best:    5914/10000 (59.14%), error:     13824.36719, best error:     12717.66797 on epoch:    30, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 1012.2791137695s, input_fired_time: 15.4532890320, output_fired_time: 12.3553867340, propagate_forward_time: 354.4415893555, propagate_backward_time: 604.9583740234, weight_update_time: 1.5825232267, other_time: 25.0704345703
epoch time: 75.1907882690s, input_fired_time: 1.9989206791, output_fired_time: 0.0000000000, propagate_forward_time: 68.5408172607, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6510467529
validation[          , genome  6220] predictions:    5831/  10000 (58.31%), best:    5914/10000 (59.14%), error:     13047.44043, best error:     12717.66797 on epoch:    30, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 972.7400512695s, input_fired_time: 15.2142868042, output_fired_time: 11.8782482147, propagate_forward_time: 342.1374816895, propagate_backward_time: 577.9458618164, weight_update_time: 1.6139181852, other_time: 25.5641479492
epoch time: 75.3093414307s, input_fired_time: 1.9930788279, output_fired_time: 0.0000000000, propagate_forward_time: 68.6218643188, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6943969727
validation[          , genome  6220] predictions:    5812/  10000 (58.12%), best:    5914/10000 (59.14%), error:     13096.64551, best error:     12717.66797 on epoch:    30, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 974.4880981445s, input_fired_time: 15.4292325974, output_fired_time: 11.9162225723, propagate_forward_time: 342.9576416016, propagate_backward_time: 578.3586425781, weight_update_time: 1.6087371111, other_time: 25.8263549805
epoch time: 75.0988235474s, input_fired_time: 1.9869947433, output_fired_time: 0.0000000000, propagate_forward_time: 68.6717453003, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4400863647
validation[          , genome  6220] predictions:    5840/  10000 (58.40%), best:    5914/10000 (59.14%), error:     12838.62891, best error:     12717.66797 on epoch:    30, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 984.6107788086s, input_fired_time: 15.8997936249, output_fired_time: 12.4857301712, propagate_forward_time: 344.6957702637, propagate_backward_time: 585.7595825195, weight_update_time: 1.6007865667, other_time: 25.7699584961
epoch time: 75.6087722778s, input_fired_time: 2.0142221451, output_fired_time: 0.0000000000, propagate_forward_time: 69.0689773560, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5255737305
validation[          , genome  6220] predictions:    5809/  10000 (58.09%), best:    5914/10000 (59.14%), error:     13026.70703, best error:     12717.66797 on epoch:    30, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 981.4441528320s, input_fired_time: 14.9504556656, output_fired_time: 11.7155609131, propagate_forward_time: 344.8663635254, propagate_backward_time: 585.0284423828, weight_update_time: 1.6271549463, other_time: 24.8833007813
epoch time: 75.7261352539s, input_fired_time: 2.0946471691, output_fired_time: 0.0000000000, propagate_forward_time: 68.9806137085, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6508712769
validation[          , genome  6220] predictions:    5408/  10000 (54.08%), best:    5914/10000 (59.14%), error:     14452.90723, best error:     12717.66797 on epoch:    30, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 989.6790161133s, input_fired_time: 15.3084354401, output_fired_time: 12.0004320145, propagate_forward_time: 347.0840454102, propagate_backward_time: 589.9105224609, weight_update_time: 1.6256277561, other_time: 25.3756103516
epoch time: 75.1086273193s, input_fired_time: 1.9403756857, output_fired_time: 0.0000000000, propagate_forward_time: 68.7320175171, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4362335205
validation[          , genome  6220] predictions:    5824/  10000 (58.24%), best:    5914/10000 (59.14%), error:     12945.55859, best error:     12717.66797 on epoch:    30, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 1011.1122436523s, input_fired_time: 16.0467052460, output_fired_time: 12.7014017105, propagate_forward_time: 351.8781127930, propagate_backward_time: 604.6444091797, weight_update_time: 1.6364305019, other_time: 25.8416137695
epoch time: 77.1660919189s, input_fired_time: 2.0982606411, output_fired_time: 0.0000000000, propagate_forward_time: 70.5151367188, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5526962280
validation[          , genome  6220] predictions:    5915/  10000 (59.15%), best:    5915/10000 (59.15%), error:     12638.86035, best error:     12638.86035 on epoch:    38, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 995.7061157227s, input_fired_time: 14.8369636536, output_fired_time: 11.2991094589, propagate_forward_time: 346.4634094238, propagate_backward_time: 598.6116943359, weight_update_time: 1.5727733374, other_time: 24.4948730469
epoch time: 74.3887939453s, input_fired_time: 1.8295335770, output_fired_time: 0.0000000000, propagate_forward_time: 68.3053283691, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.2539291382
validation[          , genome  6220] predictions:    6019/  10000 (60.19%), best:    6019/10000 (60.19%), error:     12249.02930, best error:     12249.02930 on epoch:    39, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 990.0479125977s, input_fired_time: 14.6454105377, output_fired_time: 11.2046298981, propagate_forward_time: 344.3277587891, propagate_backward_time: 595.2553710938, weight_update_time: 1.5856654644, other_time: 24.6147460938
epoch time: 74.9022521973s, input_fired_time: 1.8635296822, output_fired_time: 0.0000000000, propagate_forward_time: 68.7955780029, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.2431411743
validation[          , genome  6220] predictions:    5857/  10000 (58.57%), best:    6019/10000 (60.19%), error:     12765.98047, best error:     12249.02930 on epoch:    39, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 961.5824584961s, input_fired_time: 14.6560773849, output_fired_time: 11.3526191711, propagate_forward_time: 337.8608093262, propagate_backward_time: 573.7125244141, weight_update_time: 1.5491557121, other_time: 24.0004882813
epoch time: 73.4505538940s, input_fired_time: 1.8806456327, output_fired_time: 0.0000000000, propagate_forward_time: 67.2770462036, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.2928619385
validation[          , genome  6220] predictions:    5832/  10000 (58.32%), best:    6019/10000 (60.19%), error:     12750.62207, best error:     12249.02930 on epoch:    39, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 1014.2324829102s, input_fired_time: 15.1393880844, output_fired_time: 11.6431360245, propagate_forward_time: 351.1616210938, propagate_backward_time: 611.4698486328, weight_update_time: 1.6279467344, other_time: 24.8184814453
epoch time: 77.5586242676s, input_fired_time: 1.9710628986, output_fired_time: 0.0000000000, propagate_forward_time: 70.9053802490, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6821823120
validation[          , genome  6220] predictions:    5909/  10000 (59.09%), best:    6019/10000 (60.19%), error:     12601.28516, best error:     12249.02930 on epoch:    39, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 986.7890014648s, input_fired_time: 15.4282417297, output_fired_time: 11.9693717957, propagate_forward_time: 345.2305603027, propagate_backward_time: 588.5330810547, weight_update_time: 1.6433316469, other_time: 25.6278076172
epoch time: 77.8071136475s, input_fired_time: 2.1760618687, output_fired_time: 0.0000000000, propagate_forward_time: 70.7414245605, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8896255493
validation[          , genome  6220] predictions:    6021/  10000 (60.21%), best:    6021/10000 (60.21%), error:     12096.43164, best error:     12096.43164 on epoch:    43, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 1027.0570068359s, input_fired_time: 16.3748703003, output_fired_time: 12.9946985245, propagate_forward_time: 354.8559875488, propagate_backward_time: 616.3107299805, weight_update_time: 1.6602840424, other_time: 26.5206909180
epoch time: 77.9817504883s, input_fired_time: 2.1512975693, output_fired_time: 0.0000000000, propagate_forward_time: 71.0684814453, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7619705200
validation[          , genome  6220] predictions:    5879/  10000 (58.79%), best:    6021/10000 (60.21%), error:     12816.88086, best error:     12096.43164 on epoch:    43, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 985.2047729492s, input_fired_time: 15.4799499512, output_fired_time: 11.9899625778, propagate_forward_time: 345.5929870605, propagate_backward_time: 586.8587646484, weight_update_time: 1.6047950983, other_time: 25.2830810547
epoch time: 74.2556762695s, input_fired_time: 1.9105346203, output_fired_time: 0.0000000000, propagate_forward_time: 67.9132766724, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4318618774
validation[          , genome  6220] predictions:    5896/  10000 (58.96%), best:    6021/10000 (60.21%), error:     12874.66992, best error:     12096.43164 on epoch:    43, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 966.8695068359s, input_fired_time: 15.0243215561, output_fired_time: 11.5651302338, propagate_forward_time: 340.6251831055, propagate_backward_time: 574.7844238281, weight_update_time: 1.5922738314, other_time: 24.8704833984
epoch time: 73.9275970459s, input_fired_time: 1.8596453667, output_fired_time: 0.0000000000, propagate_forward_time: 67.7486190796, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.3193359375
validation[          , genome  6220] predictions:    6083/  10000 (60.83%), best:    6021/10000 (60.21%), error:     12260.37305, best error:     12096.43164 on epoch:    43, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 975.4757080078s, input_fired_time: 14.9880371094, output_fired_time: 11.5391674042, propagate_forward_time: 342.1929016113, propagate_backward_time: 582.4790039063, weight_update_time: 1.5429446697, other_time: 24.2766113281
epoch time: 74.3675079346s, input_fired_time: 1.9452533722, output_fired_time: 0.0000000000, propagate_forward_time: 68.1126098633, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.3096466064
validation[          , genome  6220] predictions:    6027/  10000 (60.27%), best:    6021/10000 (60.21%), error:     12118.78027, best error:     12096.43164 on epoch:    43, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 971.2708129883s, input_fired_time: 14.8729496002, output_fired_time: 11.4056558609, propagate_forward_time: 342.1458129883, propagate_backward_time: 578.4334106445, weight_update_time: 1.5836024284, other_time: 24.4130249023
epoch time: 74.3298721313s, input_fired_time: 1.9331063032, output_fired_time: 0.0000000000, propagate_forward_time: 67.9150390625, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4817276001
validation[          , genome  6220] predictions:    5986/  10000 (59.86%), best:    6021/10000 (60.21%), error:     12330.40332, best error:     12096.43164 on epoch:    43, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 967.4321899414s, input_fired_time: 15.0344734192, output_fired_time: 11.6539897919, propagate_forward_time: 340.4182128906, propagate_backward_time: 575.1445312500, weight_update_time: 1.5957875252, other_time: 25.1809692383
epoch time: 74.2132186890s, input_fired_time: 1.9126749039, output_fired_time: 0.0000000000, propagate_forward_time: 67.8711853027, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4293594360
validation[          , genome  6220] predictions:    6089/  10000 (60.89%), best:    6021/10000 (60.21%), error:     12237.88184, best error:     12096.43164 on epoch:    43, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 983.0411987305s, input_fired_time: 15.5408306122, output_fired_time: 11.9194021225, propagate_forward_time: 343.7761230469, propagate_backward_time: 586.5756225586, weight_update_time: 1.6004140377, other_time: 25.2292480469
epoch time: 75.4325790405s, input_fired_time: 2.0657367706, output_fired_time: 0.0000000000, propagate_forward_time: 68.7896194458, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5772247314
validation[          , genome  6220] predictions:    5990/  10000 (59.90%), best:    6021/10000 (60.21%), error:     12306.89551, best error:     12096.43164 on epoch:    43, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 977.5294799805s, input_fired_time: 15.2155733109, output_fired_time: 11.7520275116, propagate_forward_time: 343.2370300293, propagate_backward_time: 582.3772583008, weight_update_time: 1.5693942308, other_time: 24.9475708008
epoch time: 74.4032897949s, input_fired_time: 1.9269601107, output_fired_time: 0.0000000000, propagate_forward_time: 67.9617996216, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5145263672
validation[          , genome  6220] predictions:    6035/  10000 (60.35%), best:    6021/10000 (60.21%), error:     12216.72168, best error:     12096.43164 on epoch:    43, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 968.4754638672s, input_fired_time: 14.7332983017, output_fired_time: 11.2943286896, propagate_forward_time: 341.5797424316, propagate_backward_time: 576.3062133789, weight_update_time: 1.5575426817, other_time: 24.5619506836
epoch time: 74.2028274536s, input_fired_time: 1.9824435711, output_fired_time: 0.0000000000, propagate_forward_time: 67.7427139282, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4776687622
validation[          , genome  6220] predictions:    6036/  10000 (60.36%), best:    6021/10000 (60.21%), error:     12284.39355, best error:     12096.43164 on epoch:    43, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 964.1047973633s, input_fired_time: 14.3433980942, output_fired_time: 11.0318164825, propagate_forward_time: 339.9199523926, propagate_backward_time: 575.0587768555, weight_update_time: 1.5290684700, other_time: 23.7509155273
epoch time: 74.2967376709s, input_fired_time: 2.0048289299, output_fired_time: 0.0000000000, propagate_forward_time: 67.7662353516, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5256729126
validation[          , genome  6220] predictions:    6150/  10000 (61.50%), best:    6150/10000 (61.50%), error:     11958.76172, best error:     11958.76172 on epoch:    53, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 964.6823730469s, input_fired_time: 15.0381097794, output_fired_time: 11.4923114777, propagate_forward_time: 340.1724243164, propagate_backward_time: 572.9823608398, weight_update_time: 1.5774117708, other_time: 24.9971923828
epoch time: 74.9005966187s, input_fired_time: 1.9568604231, output_fired_time: 0.0000000000, propagate_forward_time: 68.3596191406, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5841140747
validation[          , genome  6220] predictions:    6035/  10000 (60.35%), best:    6150/10000 (61.50%), error:     12329.80469, best error:     11958.76172 on epoch:    53, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 971.3961181641s, input_fired_time: 15.4669704437, output_fired_time: 11.8697042465, propagate_forward_time: 342.0297851563, propagate_backward_time: 576.5335693359, weight_update_time: 1.6047728062, other_time: 25.4960937500
epoch time: 75.3903884888s, input_fired_time: 2.1052219868, output_fired_time: 0.0000000000, propagate_forward_time: 68.6814727783, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6036911011
validation[          , genome  6220] predictions:    6099/  10000 (60.99%), best:    6150/10000 (61.50%), error:     12045.86230, best error:     11958.76172 on epoch:    53, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 979.5922851563s, input_fired_time: 15.7543449402, output_fired_time: 12.2365264893, propagate_forward_time: 343.3841552734, propagate_backward_time: 582.8365478516, weight_update_time: 1.6058791876, other_time: 25.3807373047
epoch time: 75.4955978394s, input_fired_time: 1.9947350025, output_fired_time: 0.0000000000, propagate_forward_time: 68.8239440918, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6769180298
validation[          , genome  6220] predictions:    6157/  10000 (61.57%), best:    6157/10000 (61.57%), error:     11821.25391, best error:     11821.25391 on epoch:    56, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 979.0180664063s, input_fired_time: 15.4751920700, output_fired_time: 11.8508405685, propagate_forward_time: 344.4280395508, propagate_backward_time: 581.4732055664, weight_update_time: 1.5942873955, other_time: 25.7907714844
epoch time: 74.3700256348s, input_fired_time: 1.9423288107, output_fired_time: 0.0000000000, propagate_forward_time: 67.9481582642, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4795379639
validation[          , genome  6220] predictions:    5981/  10000 (59.81%), best:    6157/10000 (61.57%), error:     12319.34473, best error:     11821.25391 on epoch:    56, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 958.7297363281s, input_fired_time: 14.3941526413, output_fired_time: 11.0289964676, propagate_forward_time: 338.5649108887, propagate_backward_time: 571.0000000000, weight_update_time: 1.5411592722, other_time: 23.7416992188
epoch time: 74.8972320557s, input_fired_time: 1.9804421663, output_fired_time: 0.0000000000, propagate_forward_time: 68.6186904907, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.2980957031
validation[          , genome  6220] predictions:    6096/  10000 (60.96%), best:    6157/10000 (61.57%), error:     12176.16406, best error:     11821.25391 on epoch:    56, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 990.8729858398s, input_fired_time: 15.4868230820, output_fired_time: 11.9030618668, propagate_forward_time: 348.8029479980, propagate_backward_time: 590.2794189453, weight_update_time: 1.5497634411, other_time: 24.4007568359
epoch time: 77.0284652710s, input_fired_time: 1.8960400820, output_fired_time: 0.0000000000, propagate_forward_time: 71.0458679199, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.0865554810
validation[          , genome  6220] predictions:    6112/  10000 (61.12%), best:    6157/10000 (61.57%), error:     12097.56543, best error:     11821.25391 on epoch:    56, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 990.6580810547s, input_fired_time: 15.6539535522, output_fired_time: 12.0472736359, propagate_forward_time: 348.1845092773, propagate_backward_time: 589.2661132813, weight_update_time: 1.5946362019, other_time: 25.5062255859
epoch time: 75.9244079590s, input_fired_time: 2.0028657913, output_fired_time: 0.0000000000, propagate_forward_time: 69.3754501343, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5460891724
validation[          , genome  6220] predictions:    6097/  10000 (60.97%), best:    6157/10000 (61.57%), error:     12038.39063, best error:     11821.25391 on epoch:    56, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 989.4945068359s, input_fired_time: 15.6948909760, output_fired_time: 12.0557126999, propagate_forward_time: 348.2476806641, propagate_backward_time: 588.2287597656, weight_update_time: 1.5880661011, other_time: 25.2674560547
epoch time: 78.8072814941s, input_fired_time: 2.1228773594, output_fired_time: 0.0000000000, propagate_forward_time: 71.9948196411, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6895828247
validation[          , genome  6220] predictions:    6057/  10000 (60.57%), best:    6157/10000 (61.57%), error:     12348.08398, best error:     11821.25391 on epoch:    56, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 1063.1739501953s, input_fired_time: 17.1195087433, output_fired_time: 13.4003000259, propagate_forward_time: 369.5444946289, propagate_backward_time: 636.6783447266, weight_update_time: 1.6288765669, other_time: 26.4313354492
epoch time: 80.9625625610s, input_fired_time: 2.2407855988, output_fired_time: 0.0000000000, propagate_forward_time: 73.9581375122, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7636413574
validation[          , genome  6220] predictions:    6162/  10000 (61.62%), best:    6162/10000 (61.62%), error:     11793.57129, best error:     11793.57129 on epoch:    62, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 983.6758422852s, input_fired_time: 15.4860687256, output_fired_time: 11.8935270309, propagate_forward_time: 346.3356933594, propagate_backward_time: 584.7695922852, weight_update_time: 1.5981124640, other_time: 25.1909179688
epoch time: 75.2395629883s, input_fired_time: 1.9722650051, output_fired_time: 0.0000000000, propagate_forward_time: 68.6967163086, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5705795288
validation[          , genome  6220] predictions:    6136/  10000 (61.36%), best:    6162/10000 (61.62%), error:     12143.96387, best error:     11793.57129 on epoch:    62, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 977.7896728516s, input_fired_time: 14.8172874451, output_fired_time: 11.3488798141, propagate_forward_time: 344.1757507324, propagate_backward_time: 583.2158813477, weight_update_time: 1.5728565454, other_time: 24.2318725586
epoch time: 74.7338409424s, input_fired_time: 1.8886572123, output_fired_time: 0.0000000000, propagate_forward_time: 68.6266860962, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.2184982300
validation[          , genome  6220] predictions:    6205/  10000 (62.05%), best:    6205/10000 (62.05%), error:     11785.04980, best error:     11785.04980 on epoch:    64, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 1006.1116943359s, input_fired_time: 15.7220993042, output_fired_time: 12.1699457169, propagate_forward_time: 353.3232421875, propagate_backward_time: 600.4766235352, weight_update_time: 1.5692747831, other_time: 24.4197998047
epoch time: 78.0883941650s, input_fired_time: 2.1918797493, output_fired_time: 0.0000000000, propagate_forward_time: 71.1564102173, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7401046753
validation[          , genome  6220] predictions:    6172/  10000 (61.72%), best:    6205/10000 (62.05%), error:     11848.76660, best error:     11785.04980 on epoch:    64, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 997.1012573242s, input_fired_time: 15.8444194794, output_fired_time: 12.0872554779, propagate_forward_time: 351.5429077148, propagate_backward_time: 592.1924438477, weight_update_time: 1.5957435369, other_time: 25.4342041016
epoch time: 77.8299484253s, input_fired_time: 2.2022571564, output_fired_time: 0.0000000000, propagate_forward_time: 70.9024429321, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7252502441
validation[          , genome  6220] predictions:    5945/  10000 (59.45%), best:    6205/10000 (62.05%), error:     12608.02930, best error:     11785.04980 on epoch:    64, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 997.0236816406s, input_fired_time: 15.9863796234, output_fired_time: 12.1451921463, propagate_forward_time: 351.9835815430, propagate_backward_time: 591.2592163086, weight_update_time: 1.6084156036, other_time: 25.6492919922
epoch time: 76.7763595581s, input_fired_time: 2.0554811954, output_fired_time: 0.0000000000, propagate_forward_time: 70.1671752930, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5537033081
validation[          , genome  6220] predictions:    6021/  10000 (60.21%), best:    6205/10000 (62.05%), error:     12369.74902, best error:     11785.04980 on epoch:    64, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 995.1232910156s, input_fired_time: 15.9720516205, output_fired_time: 12.0876932144, propagate_forward_time: 350.4473266602, propagate_backward_time: 591.0172119141, weight_update_time: 1.6025892496, other_time: 25.5989990234
epoch time: 76.6949615479s, input_fired_time: 2.1176533699, output_fired_time: 0.0000000000, propagate_forward_time: 69.8818511963, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6954574585
validation[          , genome  6220] predictions:    6193/  10000 (61.93%), best:    6193/10000 (61.93%), error:     11774.25586, best error:     11774.25586 on epoch:    68, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 1002.9234619141s, input_fired_time: 16.2128162384, output_fired_time: 12.3472652435, propagate_forward_time: 352.1706848145, propagate_backward_time: 596.5312500000, weight_update_time: 1.6051971912, other_time: 25.6613769531
epoch time: 77.3887405396s, input_fired_time: 2.0560870171, output_fired_time: 0.0000000000, propagate_forward_time: 70.9403457642, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.3923110962
validation[          , genome  6220] predictions:    6115/  10000 (61.15%), best:    6193/10000 (61.93%), error:     12043.94238, best error:     11774.25586 on epoch:    68, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 1011.9295043945s, input_fired_time: 15.7876911163, output_fired_time: 12.2937936783, propagate_forward_time: 354.3225402832, propagate_backward_time: 605.2617187500, weight_update_time: 1.5381499529, other_time: 24.2636718750
epoch time: 77.4812622070s, input_fired_time: 2.0654628277, output_fired_time: 0.0000000000, propagate_forward_time: 70.8819656372, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5338363647
validation[          , genome  6220] predictions:    6203/  10000 (62.03%), best:    6203/10000 (62.03%), error:     11767.70605, best error:     11767.70605 on epoch:    70, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 996.7842407227s, input_fired_time: 15.4638881683, output_fired_time: 12.0652523041, propagate_forward_time: 350.4675903320, propagate_backward_time: 594.2125854492, weight_update_time: 1.5697168112, other_time: 24.5749511719
epoch time: 75.0253677368s, input_fired_time: 1.9614392519, output_fired_time: 0.0000000000, propagate_forward_time: 68.6274948120, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4364318848
validation[          , genome  6220] predictions:    6178/  10000 (61.78%), best:    6203/10000 (62.03%), error:     11862.00586, best error:     11767.70605 on epoch:    70, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 979.7744140625s, input_fired_time: 15.0394678116, output_fired_time: 11.4858541489, propagate_forward_time: 345.8479614258, propagate_backward_time: 582.6223144531, weight_update_time: 1.5749859810, other_time: 24.7788085938
epoch time: 75.0222930908s, input_fired_time: 1.9531114101, output_fired_time: 0.0000000000, propagate_forward_time: 68.5426788330, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5265045166
validation[          , genome  6220] predictions:    6173/  10000 (61.73%), best:    6203/10000 (62.03%), error:     11904.86816, best error:     11767.70605 on epoch:    70, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 975.0433349609s, input_fired_time: 14.8306932449, output_fired_time: 11.4116230011, propagate_forward_time: 343.7032165527, propagate_backward_time: 580.6832885742, weight_update_time: 1.5490815639, other_time: 24.4144897461
epoch time: 77.6702880859s, input_fired_time: 1.6208268404, output_fired_time: 0.0000000000, propagate_forward_time: 72.5737152100, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4757461548
validation[          , genome  6220] predictions:    6199/  10000 (61.99%), best:    6203/10000 (62.03%), error:     11898.90820, best error:     11767.70605 on epoch:    70, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 986.9347534180s, input_fired_time: 14.1967697144, output_fired_time: 11.0500707626, propagate_forward_time: 348.1662292480, propagate_backward_time: 590.7787475586, weight_update_time: 1.4764019251, other_time: 22.7429809570
epoch time: 74.3428421021s, input_fired_time: 1.9876148701, output_fired_time: 0.0000000000, propagate_forward_time: 67.7052230835, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6500015259
validation[          , genome  6220] predictions:    6245/  10000 (62.45%), best:    6203/10000 (62.03%), error:     11768.13574, best error:     11767.70605 on epoch:    70, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 956.9987792969s, input_fired_time: 14.7501497269, output_fired_time: 11.2637748718, propagate_forward_time: 337.1668395996, propagate_backward_time: 569.3665771484, weight_update_time: 1.5474486351, other_time: 24.4514160156
epoch time: 73.7171630859s, input_fired_time: 1.9262846708, output_fired_time: 0.0000000000, propagate_forward_time: 67.3664627075, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4244155884
validation[          , genome  6220] predictions:    6227/  10000 (62.27%), best:    6203/10000 (62.03%), error:     11791.27148, best error:     11767.70605 on epoch:    70, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 953.1268310547s, input_fired_time: 14.4065084457, output_fired_time: 11.0057706833, propagate_forward_time: 336.1907958984, propagate_backward_time: 567.6157836914, weight_update_time: 1.5427981615, other_time: 23.9079589844
epoch time: 74.2164459229s, input_fired_time: 1.9181076288, output_fired_time: 0.0000000000, propagate_forward_time: 67.8851470947, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4131927490
validation[          , genome  6220] predictions:    6244/  10000 (62.44%), best:    6244/10000 (62.44%), error:     11724.40918, best error:     11724.40918 on epoch:    76, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 963.2998046875s, input_fired_time: 15.6489477158, output_fired_time: 11.9133195877, propagate_forward_time: 338.5332336426, propagate_backward_time: 571.7514038086, weight_update_time: 1.6003934145, other_time: 25.4529418945
epoch time: 74.1699752808s, input_fired_time: 2.0949265957, output_fired_time: 0.0000000000, propagate_forward_time: 67.4508209229, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6242294312
validation[          , genome  6220] predictions:    6126/  10000 (61.26%), best:    6244/10000 (62.44%), error:     12168.91797, best error:     11724.40918 on epoch:    76, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 960.5057373047s, input_fired_time: 15.7303495407, output_fired_time: 11.9927377701, propagate_forward_time: 337.4268798828, propagate_backward_time: 570.0784912109, weight_update_time: 1.6024895906, other_time: 25.2772827148
epoch time: 74.5344161987s, input_fired_time: 2.1390376091, output_fired_time: 0.0000000000, propagate_forward_time: 67.7884979248, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6068801880
validation[          , genome  6220] predictions:    6143/  10000 (61.43%), best:    6244/10000 (62.44%), error:     11921.00098, best error:     11724.40918 on epoch:    76, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 961.4922485352s, input_fired_time: 15.7812747955, output_fired_time: 12.0827198029, propagate_forward_time: 337.5372314453, propagate_backward_time: 570.2476806641, weight_update_time: 1.6052705050, other_time: 25.8433837891
epoch time: 73.9638671875s, input_fired_time: 2.0636007786, output_fired_time: 0.0000000000, propagate_forward_time: 67.3324966431, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5677719116
validation[          , genome  6220] predictions:    6196/  10000 (61.96%), best:    6244/10000 (62.44%), error:     11957.91309, best error:     11724.40918 on epoch:    76, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 997.4035034180s, input_fired_time: 15.6883602142, output_fired_time: 11.7563056946, propagate_forward_time: 350.1212768555, propagate_backward_time: 594.7712402344, weight_update_time: 1.5935339928, other_time: 25.0663452148
epoch time: 78.3445053101s, input_fired_time: 2.1543614864, output_fired_time: 0.0000000000, propagate_forward_time: 71.6413803101, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5487670898
validation[          , genome  6220] predictions:    6274/  10000 (62.74%), best:    6244/10000 (62.44%), error:     11804.19727, best error:     11724.40918 on epoch:    76, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 1019.7296142578s, input_fired_time: 15.6948099136, output_fired_time: 11.5708427429, propagate_forward_time: 356.6989746094, propagate_backward_time: 611.0155639648, weight_update_time: 1.5680164099, other_time: 24.7493896484
epoch time: 78.0452346802s, input_fired_time: 2.1601090431, output_fired_time: 0.0000000000, propagate_forward_time: 71.3580474854, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5270767212
validation[          , genome  6220] predictions:    6248/  10000 (62.48%), best:    6244/10000 (62.44%), error:     11771.00977, best error:     11724.40918 on epoch:    76, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 1019.6308593750s, input_fired_time: 16.4365425110, output_fired_time: 12.4655733109, propagate_forward_time: 356.1897888184, propagate_backward_time: 608.0803833008, weight_update_time: 1.6601332426, other_time: 26.4585571289
epoch time: 78.3773803711s, input_fired_time: 2.2008879185, output_fired_time: 0.0000000000, propagate_forward_time: 71.1091384888, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.0673522949
validation[          , genome  6220] predictions:    6232/  10000 (62.32%), best:    6232/10000 (62.32%), error:     11584.98828, best error:     11584.98828 on epoch:    82, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 1081.3846435547s, input_fired_time: 18.5867519379, output_fired_time: 14.1696853638, propagate_forward_time: 372.8098449707, propagate_backward_time: 647.0710449219, weight_update_time: 1.7390894890, other_time: 28.7473144531
epoch time: 82.9987716675s, input_fired_time: 2.3815066814, output_fired_time: 0.0000000000, propagate_forward_time: 75.5464706421, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.0707931519
validation[          , genome  6220] predictions:    6240/  10000 (62.40%), best:    6232/10000 (62.32%), error:     11782.55273, best error:     11584.98828 on epoch:    82, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 1088.0629882813s, input_fired_time: 18.8039646149, output_fired_time: 14.8316984177, propagate_forward_time: 375.0877685547, propagate_backward_time: 650.6782226563, weight_update_time: 1.7453567982, other_time: 28.6613769531
epoch time: 82.9694366455s, input_fired_time: 2.3785381317, output_fired_time: 0.0000000000, propagate_forward_time: 75.4964141846, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.0944824219
validation[          , genome  6220] predictions:    6237/  10000 (62.37%), best:    6232/10000 (62.32%), error:     11822.24512, best error:     11584.98828 on epoch:    82, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 1051.9277343750s, input_fired_time: 17.1745052338, output_fired_time: 13.4328689575, propagate_forward_time: 366.3263244629, propagate_backward_time: 628.1957397461, weight_update_time: 1.6591821909, other_time: 26.7982788086
epoch time: 73.4880218506s, input_fired_time: 1.8102695942, output_fired_time: 0.0000000000, propagate_forward_time: 67.5739593506, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.1037902832
validation[          , genome  6220] predictions:    6211/  10000 (62.11%), best:    6232/10000 (62.32%), error:     11905.06738, best error:     11584.98828 on epoch:    82, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 975.6187744141s, input_fired_time: 14.4844245911, output_fired_time: 11.0801677704, propagate_forward_time: 343.4194030762, propagate_backward_time: 583.0137939453, weight_update_time: 1.5132917166, other_time: 23.6209716797
epoch time: 73.6213302612s, input_fired_time: 1.8346987963, output_fired_time: 0.0000000000, propagate_forward_time: 67.5775833130, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.2090454102
validation[          , genome  6220] predictions:    6209/  10000 (62.09%), best:    6232/10000 (62.32%), error:     11758.30664, best error:     11584.98828 on epoch:    82, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 976.4534301758s, input_fired_time: 12.7461977005, output_fired_time: 9.7515106201, propagate_forward_time: 348.2938537598, propagate_backward_time: 586.5484619141, weight_update_time: 1.3316202164, other_time: 19.1134033203
epoch time: 73.6996383667s, input_fired_time: 1.0991162062, output_fired_time: 0.0000000000, propagate_forward_time: 70.6412353516, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9592895508
validation[          , genome  6220] predictions:    6249/  10000 (62.49%), best:    6232/10000 (62.32%), error:     11683.78516, best error:     11584.98828 on epoch:    82, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 974.1664428711s, input_fired_time: 10.7163782120, output_fired_time: 8.4788484573, propagate_forward_time: 347.4649963379, propagate_backward_time: 592.9941406250, weight_update_time: 1.1616072655, other_time: 14.5120849609
epoch time: 65.4913406372s, input_fired_time: 0.9733274579, output_fired_time: 0.0000000000, propagate_forward_time: 62.8387565613, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6792564392
validation[          , genome  6220] predictions:    6211/  10000 (62.11%), best:    6232/10000 (62.32%), error:     11877.15918, best error:     11584.98828 on epoch:    82, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 936.8771362305s, input_fired_time: 8.9063405991, output_fired_time: 6.8433113098, propagate_forward_time: 344.7187805176, propagate_backward_time: 565.7482299805, weight_update_time: 0.9802718163, other_time: 10.6604614258
epoch time: 66.5560760498s, input_fired_time: 0.9915857911, output_fired_time: 0.0000000000, propagate_forward_time: 63.8551025391, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7093887329
validation[          , genome  6220] predictions:    6237/  10000 (62.37%), best:    6232/10000 (62.32%), error:     11892.30469, best error:     11584.98828 on epoch:    82, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 891.9952392578s, input_fired_time: 8.3802900314, output_fired_time: 6.3886723518, propagate_forward_time: 322.6296386719, propagate_backward_time: 544.8865356445, weight_update_time: 0.9443057179, other_time: 9.7100830078
epoch time: 90.1149673462s, input_fired_time: 1.0285023451, output_fired_time: 0.0000000000, propagate_forward_time: 87.2800445557, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8064193726
validation[          , genome  6220] predictions:    6210/  10000 (62.10%), best:    6232/10000 (62.32%), error:     11920.67578, best error:     11584.98828 on epoch:    82, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 898.0241088867s, input_fired_time: 8.4495878220, output_fired_time: 6.4702959061, propagate_forward_time: 323.8325805664, propagate_backward_time: 549.2338867188, weight_update_time: 0.9593723416, other_time: 10.0377807617
epoch time: 77.7987518311s, input_fired_time: 1.0010030270, output_fired_time: 0.0000000000, propagate_forward_time: 75.0365829468, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7611694336
validation[          , genome  6220] predictions:    6213/  10000 (62.13%), best:    6232/10000 (62.32%), error:     11810.19336, best error:     11584.98828 on epoch:    82, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 950.9720458984s, input_fired_time: 8.9011220932, output_fired_time: 6.5854253769, propagate_forward_time: 353.5886535645, propagate_backward_time: 571.6062011719, weight_update_time: 0.9531297088, other_time: 10.2906494141
epoch time: 100.0691833496s, input_fired_time: 1.0403074026, output_fired_time: 0.0000000000, propagate_forward_time: 97.1437606812, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8851165771
validation[          , genome  6220] predictions:    6279/  10000 (62.79%), best:    6232/10000 (62.32%), error:     11697.69043, best error:     11584.98828 on epoch:    82, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 994.4818725586s, input_fired_time: 8.8806142807, output_fired_time: 6.8323221207, propagate_forward_time: 343.2586975098, propagate_backward_time: 624.5430908203, weight_update_time: 1.0587147474, other_time: 10.9671630859
epoch time: 86.9717330933s, input_fired_time: 0.9952309132, output_fired_time: 0.0000000000, propagate_forward_time: 84.0664596558, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9100418091
validation[          , genome  6220] predictions:    6254/  10000 (62.54%), best:    6232/10000 (62.32%), error:     11624.07617, best error:     11584.98828 on epoch:    82, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 985.8246459961s, input_fired_time: 10.3622398376, output_fired_time: 7.8394851685, propagate_forward_time: 342.9270324707, propagate_backward_time: 611.2790527344, weight_update_time: 1.1524988413, other_time: 13.4168701172
epoch time: 75.0675964355s, input_fired_time: 1.1212362051, output_fired_time: 0.0000000000, propagate_forward_time: 71.8602447510, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0861129761
validation[          , genome  6220] predictions:    6283/  10000 (62.83%), best:    6232/10000 (62.32%), error:     11637.47168, best error:     11584.98828 on epoch:    82, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 1019.1145019531s, input_fired_time: 11.2970886230, output_fired_time: 8.9687986374, propagate_forward_time: 355.3211364746, propagate_backward_time: 627.9183349609, weight_update_time: 1.2865831852, other_time: 15.6091308594
epoch time: 75.4892196655s, input_fired_time: 1.6956000328, output_fired_time: 0.0000000000, propagate_forward_time: 70.4885330200, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3050842285
validation[          , genome  6220] predictions:    6274/  10000 (62.74%), best:    6232/10000 (62.32%), error:     11693.10840, best error:     11584.98828 on epoch:    82, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 999.4081420898s, input_fired_time: 12.7300243378, output_fired_time: 9.8913974762, propagate_forward_time: 351.3849792480, propagate_backward_time: 607.3215942383, weight_update_time: 1.3170924187, other_time: 18.0801391602
epoch time: 78.8298721313s, input_fired_time: 0.9951382279, output_fired_time: 0.0000000000, propagate_forward_time: 76.0724334717, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7622985840
validation[          , genome  6220] predictions:    6305/  10000 (63.05%), best:    6232/10000 (62.32%), error:     11651.92090, best error:     11584.98828 on epoch:    82, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 1008.9692382813s, input_fired_time: 8.8845396042, output_fired_time: 16.8138275146, propagate_forward_time: 346.1957397461, propagate_backward_time: 626.4918823242, weight_update_time: 0.9892112613, other_time: 10.5832519531
epoch time: 71.6907730103s, input_fired_time: 1.2620387077, output_fired_time: 0.0000000000, propagate_forward_time: 67.9047775269, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5239562988
validation[          , genome  6220] predictions:    6295/  10000 (62.95%), best:    6232/10000 (62.32%), error:     11736.60254, best error:     11584.98828 on epoch:    82, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 999.5774536133s, input_fired_time: 13.0883121490, output_fired_time: 10.0824871063, propagate_forward_time: 368.7150878906, propagate_backward_time: 587.5310668945, weight_update_time: 1.3681796789, other_time: 20.1605224609
epoch time: 78.0297622681s, input_fired_time: 1.9864379168, output_fired_time: 0.0000000000, propagate_forward_time: 71.6194458008, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4238815308
validation[          , genome  6220] predictions:    6276/  10000 (62.76%), best:    6232/10000 (62.32%), error:     11661.47070, best error:     11584.98828 on epoch:    82, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 1007.7471313477s, input_fired_time: 12.1055698395, output_fired_time: 9.1948795319, propagate_forward_time: 355.0631408691, propagate_backward_time: 613.5993041992, weight_update_time: 1.3033810854, other_time: 17.7842407227
epoch time: 76.5018920898s, input_fired_time: 1.9541838169, output_fired_time: 0.0000000000, propagate_forward_time: 70.1646041870, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.3831024170
validation[          , genome  6220] predictions:    6256/  10000 (62.56%), best:    6232/10000 (62.32%), error:     11707.59766, best error:     11584.98828 on epoch:    82, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 972.9435424805s, input_fired_time: 11.2476320267, output_fired_time: 8.5944824219, propagate_forward_time: 355.9171752930, propagate_backward_time: 581.1562500000, weight_update_time: 1.2064884901, other_time: 16.0280151367
epoch time: 68.5996551514s, input_fired_time: 1.0970228910, output_fired_time: 0.0000000000, propagate_forward_time: 65.5283584595, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9742736816
validation[          , genome  6220] predictions:    6270/  10000 (62.70%), best:    6232/10000 (62.32%), error:     11821.75488, best error:     11584.98828 on epoch:    82, 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: 385.9354858398s, input_fired_time: 8.7288970947, output_fired_time: 0.0000000000, propagate_forward_time: 358.3265991211, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 18.8800048828
best training[          , genome  6220] predictions:   41374/  50000 (82.75%), best:    6232/10000 (62.32%), error:     26932.96680, best error:     11584.98828 on epoch:    82, 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: 74.6862106323s, input_fired_time: 1.5889459848, output_fired_time: 0.0000000000, propagate_forward_time: 69.2781295776, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8191375732
   testing[          , genome  6220] predictions:    6232/  10000 (62.32%), best:    6232/10000 (62.32%), error:     11584.98828, best error:     11584.98828 on epoch:    82, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
12:35:38 (3964): called boinc_finish(0)

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