Nameexact_genome_1517574602_46_18307_0
Workunit2991340
Created9 Feb 2018, 11:13:13 UTC
Sent9 Feb 2018, 11:46:21 UTC
Report deadline18 Apr 2018, 8:13:49 UTC
Received11 Feb 2018, 19:07:19 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID70684
Run time1 days 19 hours 39 min 6 sec
CPU time1 days 19 hours 39 min 6 sec
Validate stateInitial
Credit0.00
Device peak FLOPS3.04 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size180.71 MB
Peak swap size183.38 MB
Peak disk usage4.87 MB

Stderr output

<core_client_version>7.6.31</core_client_version>
<![CDATA[
<stderr_txt>
70.8597412109s, input_fired_time: 12.2106685638, output_fired_time: 12.2166976929, propagate_forward_time: 503.1732177734, propagate_backward_time: 829.8837890625, weight_update_time: 1.7096707821, other_time: 13.3753662109
epoch time: 131.7377777100s, input_fired_time: 1.5360399485, output_fired_time: 0.0000000000, propagate_forward_time: 127.9310302734, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2707061768
validation[          , genome 18307] predictions:    9883/  10000 (98.83%), best:    9883/10000 (98.83%), error:       362.95630, best error:       362.95630 on epoch:    21, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 1346.3637695312s, input_fired_time: 12.0992345810, output_fired_time: 11.9151535034, propagate_forward_time: 495.0895690918, propagate_backward_time: 813.9815063477, weight_update_time: 1.6895279884, other_time: 13.2782592773
epoch time: 98.9810333252s, input_fired_time: 1.2813346386, output_fired_time: 0.0000000000, propagate_forward_time: 95.5295639038, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1701354980
validation[          , genome 18307] predictions:    9889/  10000 (98.89%), best:    9883/10000 (98.83%), error:       364.80978, best error:       362.95630 on epoch:    21, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 1553.4979248047s, input_fired_time: 13.1674938202, output_fired_time: 13.9353361130, propagate_forward_time: 571.6762695312, propagate_backward_time: 941.1947631836, weight_update_time: 1.8096257448, other_time: 13.5241088867
epoch time: 106.5011062622s, input_fired_time: 1.3452204466, output_fired_time: 0.0000000000, propagate_forward_time: 102.9240036011, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2318801880
validation[          , genome 18307] predictions:    9886/  10000 (98.86%), best:    9883/10000 (98.83%), error:       375.76352, best error:       362.95630 on epoch:    21, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 1513.8316650391s, input_fired_time: 13.0113449097, output_fired_time: 13.5502166748, propagate_forward_time: 556.3393554688, propagate_backward_time: 917.1541137695, weight_update_time: 1.7999129295, other_time: 13.7766723633
epoch time: 86.0454711914s, input_fired_time: 1.1910444498, output_fired_time: 0.0000000000, propagate_forward_time: 82.6516952515, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2027282715
validation[          , genome 18307] predictions:    9862/  10000 (98.62%), best:    9883/10000 (98.83%), error:       416.17679, best error:       362.95630 on epoch:    21, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 1507.0554199219s, input_fired_time: 12.9272489548, output_fired_time: 13.4742231369, propagate_forward_time: 554.4577026367, propagate_backward_time: 912.6504516602, weight_update_time: 1.7885134220, other_time: 13.5457763672
epoch time: 108.0898284912s, input_fired_time: 1.3523440361, output_fired_time: 0.0000000000, propagate_forward_time: 104.5417938232, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1956939697
validation[          , genome 18307] predictions:    9877/  10000 (98.77%), best:    9883/10000 (98.83%), error:       383.88519, best error:       362.95630 on epoch:    21, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 1381.4774169922s, input_fired_time: 12.2340078354, output_fired_time: 12.2371149063, propagate_forward_time: 507.8149414062, propagate_backward_time: 836.1011352539, weight_update_time: 1.6989680529, other_time: 13.0902709961
epoch time: 88.0025100708s, input_fired_time: 1.2000367641, output_fired_time: 0.0000000000, propagate_forward_time: 84.6700515747, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1324234009
validation[          , genome 18307] predictions:    9864/  10000 (98.64%), best:    9883/10000 (98.83%), error:       460.04596, best error:       362.95630 on epoch:    21, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 1329.9963378906s, input_fired_time: 12.0347251892, output_fired_time: 11.7990369797, propagate_forward_time: 489.5130004883, propagate_backward_time: 803.3710937500, weight_update_time: 1.6815932989, other_time: 13.2785034180
epoch time: 83.6246032715s, input_fired_time: 1.1707932949, output_fired_time: 0.0000000000, propagate_forward_time: 80.3354263306, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1183853149
validation[          , genome 18307] predictions:    9894/  10000 (98.94%), best:    9894/10000 (98.94%), error:       357.71207, best error:       357.71207 on epoch:    27, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 1310.1524658203s, input_fired_time: 11.8734092712, output_fired_time: 11.5370426178, propagate_forward_time: 481.2137756348, propagate_backward_time: 792.5346679688, weight_update_time: 1.6487772465, other_time: 12.9936523438
epoch time: 93.7456817627s, input_fired_time: 1.2674363852, output_fired_time: 0.0000000000, propagate_forward_time: 90.2496719360, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2285766602
validation[          , genome 18307] predictions:    9887/  10000 (98.87%), best:    9894/10000 (98.94%), error:       378.11786, best error:       357.71207 on epoch:    27, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 1224.1795654297s, input_fired_time: 11.4953317642, output_fired_time: 10.8123111725, propagate_forward_time: 450.2747497559, propagate_backward_time: 738.4285888672, weight_update_time: 1.6176106930, other_time: 13.1685791016
epoch time: 99.0920486450s, input_fired_time: 1.2939653397, output_fired_time: 0.0000000000, propagate_forward_time: 95.5938568115, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2042236328
validation[          , genome 18307] predictions:    9897/  10000 (98.97%), best:    9897/10000 (98.97%), error:       337.15875, best error:       337.15875 on epoch:    29, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 1286.2087402344s, input_fired_time: 11.8192663193, output_fired_time: 11.4008235931, propagate_forward_time: 472.3445434570, propagate_backward_time: 777.3595581055, weight_update_time: 1.6589673758, other_time: 13.2845458984
epoch time: 95.6725234985s, input_fired_time: 1.2705698013, output_fired_time: 0.0000000000, propagate_forward_time: 92.2166976929, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1852569580
validation[          , genome 18307] predictions:    9881/  10000 (98.81%), best:    9897/10000 (98.97%), error:       407.76010, best error:       337.15875 on epoch:    29, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 1438.4234619141s, input_fired_time: 12.5717468262, output_fired_time: 12.8155975342, propagate_forward_time: 528.7008666992, propagate_backward_time: 871.0574951172, weight_update_time: 1.7395616770, other_time: 13.2777709961
epoch time: 117.9324417114s, input_fired_time: 1.4289957285, output_fired_time: 0.0000000000, propagate_forward_time: 114.3409576416, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1624908447
validation[          , genome 18307] predictions:    9870/  10000 (98.70%), best:    9897/10000 (98.97%), error:       406.23358, best error:       337.15875 on epoch:    29, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 1380.8258056641s, input_fired_time: 12.3103637695, output_fired_time: 12.3063097000, propagate_forward_time: 507.8075866699, propagate_backward_time: 835.0297851562, weight_update_time: 1.7090932131, other_time: 13.3717041016
epoch time: 125.1378326416s, input_fired_time: 1.4754028320, output_fired_time: 0.0000000000, propagate_forward_time: 121.5034179688, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1590118408
validation[          , genome 18307] predictions:    9888/  10000 (98.88%), best:    9897/10000 (98.97%), error:       377.90213, best error:       337.15875 on epoch:    29, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 1478.4692382812s, input_fired_time: 12.7753620148, output_fired_time: 13.1695756912, propagate_forward_time: 543.6777954102, propagate_backward_time: 895.5251464844, weight_update_time: 1.7596813440, other_time: 13.3213500977
epoch time: 125.7908020020s, input_fired_time: 1.4944233894, output_fired_time: 0.0000000000, propagate_forward_time: 122.1144485474, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1819305420
validation[          , genome 18307] predictions:    9899/  10000 (98.99%), best:    9899/10000 (98.99%), error:       314.62708, best error:       314.62708 on epoch:    33, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 1506.0600585938s, input_fired_time: 12.9231700897, output_fired_time: 13.4083328247, propagate_forward_time: 553.5689697266, propagate_backward_time: 912.7890625000, weight_update_time: 1.7733381987, other_time: 13.3704833984
epoch time: 97.8122024536s, input_fired_time: 1.2822130919, output_fired_time: 0.0000000000, propagate_forward_time: 94.4122390747, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1177520752
validation[          , genome 18307] predictions:    9892/  10000 (98.92%), best:    9899/10000 (98.99%), error:       348.68539, best error:       314.62708 on epoch:    33, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 1487.8631591797s, input_fired_time: 12.8346042633, output_fired_time: 13.2750282288, propagate_forward_time: 546.3325195312, propagate_backward_time: 902.1069946289, weight_update_time: 1.7633683681, other_time: 13.3140258789
epoch time: 116.2628173828s, input_fired_time: 1.4244247675, output_fired_time: 0.0000000000, propagate_forward_time: 112.6691360474, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1692581177
validation[          , genome 18307] predictions:    9852/  10000 (98.52%), best:    9899/10000 (98.99%), error:       440.41348, best error:       314.62708 on epoch:    33, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 1391.0714111328s, input_fired_time: 12.3314733505, output_fired_time: 12.3444967270, propagate_forward_time: 511.2795104980, propagate_backward_time: 841.9674072266, weight_update_time: 1.6977033615, other_time: 13.1485595703
epoch time: 119.2197952271s, input_fired_time: 1.4551728964, output_fired_time: 0.0000000000, propagate_forward_time: 115.5328216553, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2318038940
validation[          , genome 18307] predictions:    9871/  10000 (98.71%), best:    9899/10000 (98.99%), error:       414.84882, best error:       314.62708 on epoch:    33, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 1534.5838623047s, input_fired_time: 13.1125564575, output_fired_time: 13.6548414230, propagate_forward_time: 564.1305541992, propagate_backward_time: 930.2536621094, weight_update_time: 1.7975705862, other_time: 13.4323120117
epoch time: 114.4703903198s, input_fired_time: 1.4040724039, output_fired_time: 0.0000000000, propagate_forward_time: 110.9085159302, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1577987671
validation[          , genome 18307] predictions:    9868/  10000 (98.68%), best:    9899/10000 (98.99%), error:       448.21506, best error:       314.62708 on epoch:    33, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 1619.9732666016s, input_fired_time: 13.5699748993, output_fired_time: 14.5176658630, propagate_forward_time: 594.9564208984, propagate_backward_time: 983.2936401367, weight_update_time: 1.8513594866, other_time: 13.6355590820
epoch time: 117.3739929199s, input_fired_time: 1.4433099031, output_fired_time: 0.0000000000, propagate_forward_time: 113.7132797241, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2173995972
validation[          , genome 18307] predictions:    9898/  10000 (98.98%), best:    9899/10000 (98.99%), error:       341.74875, best error:       314.62708 on epoch:    33, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 1475.2075195312s, input_fired_time: 12.8070135117, output_fired_time: 13.1641969681, propagate_forward_time: 542.6218261719, propagate_backward_time: 893.1914062500, weight_update_time: 1.7656337023, other_time: 13.4230957031
epoch time: 91.7217407227s, input_fired_time: 1.2564646006, output_fired_time: 0.0000000000, propagate_forward_time: 88.2244033813, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2408752441
validation[          , genome 18307] predictions:    9902/  10000 (99.02%), best:    9902/10000 (99.02%), error:       310.73743, best error:       310.73743 on epoch:    39, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 1429.6049804688s, input_fired_time: 12.5549764633, output_fired_time: 12.7270994186, propagate_forward_time: 525.9025878906, propagate_backward_time: 865.2094726562, weight_update_time: 1.7320834398, other_time: 13.2109375000
epoch time: 75.5802001953s, input_fired_time: 1.1094485521, output_fired_time: 0.0000000000, propagate_forward_time: 72.4004058838, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0703430176
validation[          , genome 18307] predictions:    9913/  10000 (99.13%), best:    9913/10000 (99.13%), error:       299.20490, best error:       299.20490 on epoch:    40, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 1288.6093750000s, input_fired_time: 11.8885831833, output_fired_time: 11.4420862198, propagate_forward_time: 474.4266662598, propagate_backward_time: 777.5850219727, weight_update_time: 1.6609798670, other_time: 13.2670288086
epoch time: 97.4206008911s, input_fired_time: 1.2922096252, output_fired_time: 0.0000000000, propagate_forward_time: 93.9073562622, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2210311890
validation[          , genome 18307] predictions:    9907/  10000 (99.07%), best:    9913/10000 (99.13%), error:       319.66873, best error:       299.20490 on epoch:    40, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 1307.9490966797s, input_fired_time: 11.9359731674, output_fired_time: 11.5780725479, propagate_forward_time: 480.5164489746, propagate_backward_time: 790.7817382812, weight_update_time: 1.6630500555, other_time: 13.1368408203
epoch time: 97.6652221680s, input_fired_time: 1.2827570438, output_fired_time: 0.0000000000, propagate_forward_time: 94.2723159790, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1101455688
validation[          , genome 18307] predictions:    9917/  10000 (99.17%), best:    9917/10000 (99.17%), error:       284.26376, best error:       284.26376 on epoch:    42, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 1364.3764648438s, input_fired_time: 12.1903018951, output_fired_time: 12.0668516159, propagate_forward_time: 501.3127136230, propagate_backward_time: 825.7910766602, weight_update_time: 1.6828854084, other_time: 13.0154418945
epoch time: 97.0719680786s, input_fired_time: 1.2965546846, output_fired_time: 0.0000000000, propagate_forward_time: 93.5589828491, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2164306641
validation[          , genome 18307] predictions:    9910/  10000 (99.10%), best:    9917/10000 (99.17%), error:       338.30536, best error:       284.26376 on epoch:    42, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 1520.5720214844s, input_fired_time: 13.0846710205, output_fired_time: 13.5912446976, propagate_forward_time: 558.4675292969, propagate_backward_time: 921.8872680664, weight_update_time: 1.7961918116, other_time: 13.5413208008
epoch time: 84.4550857544s, input_fired_time: 1.1979070902, output_fired_time: 0.0000000000, propagate_forward_time: 81.0798263550, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1773529053
validation[          , genome 18307] predictions:    9898/  10000 (98.98%), best:    9917/10000 (99.17%), error:       364.73306, best error:       284.26376 on epoch:    42, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 1244.5610351562s, input_fired_time: 11.6864633560, output_fired_time: 11.0274925232, propagate_forward_time: 456.8106689453, propagate_backward_time: 751.7012939453, weight_update_time: 1.6356158257, other_time: 13.3350830078
epoch time: 104.6869812012s, input_fired_time: 1.3407326937, output_fired_time: 0.0000000000, propagate_forward_time: 101.1159973145, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2302474976
validation[          , genome 18307] predictions:    9883/  10000 (98.83%), best:    9917/10000 (99.17%), error:       394.29224, best error:       284.26376 on epoch:    42, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 1531.5936279297s, input_fired_time: 13.1842823029, output_fired_time: 13.7481737137, propagate_forward_time: 563.6011352539, propagate_backward_time: 927.3767089844, weight_update_time: 1.8164042234, other_time: 13.6832885742
epoch time: 117.7009658813s, input_fired_time: 1.4504498243, output_fired_time: 0.0000000000, propagate_forward_time: 114.0060501099, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2444686890
validation[          , genome 18307] predictions:    9893/  10000 (98.93%), best:    9917/10000 (99.17%), error:       350.79688, best error:       284.26376 on epoch:    42, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 1436.9217529297s, input_fired_time: 12.5865430832, output_fired_time: 12.8076276779, propagate_forward_time: 527.7058105469, propagate_backward_time: 870.5388793945, weight_update_time: 1.7373440266, other_time: 13.2828979492
epoch time: 114.7015380859s, input_fired_time: 1.4147474766, output_fired_time: 0.0000000000, propagate_forward_time: 111.1235275269, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1632614136
validation[          , genome 18307] predictions:    9887/  10000 (98.87%), best:    9917/10000 (99.17%), error:       358.34586, best error:       284.26376 on epoch:    42, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 1480.6197509766s, input_fired_time: 12.8709220886, output_fired_time: 13.2140512466, propagate_forward_time: 543.7282104492, propagate_backward_time: 897.2546997070, weight_update_time: 1.7710710764, other_time: 13.5517578125
epoch time: 129.0754089355s, input_fired_time: 1.5289789438, output_fired_time: 0.0000000000, propagate_forward_time: 125.3722839355, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1741485596
validation[          , genome 18307] predictions:    9917/  10000 (99.17%), best:    9917/10000 (99.17%), error:       294.21625, best error:       284.26376 on epoch:    42, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 1441.8374023438s, input_fired_time: 12.6737604141, output_fired_time: 12.8500289917, propagate_forward_time: 529.6987915039, propagate_backward_time: 873.1892700195, weight_update_time: 1.7486521006, other_time: 13.4256591797
epoch time: 105.1881103516s, input_fired_time: 1.3421589136, output_fired_time: 0.0000000000, propagate_forward_time: 101.6885986328, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1573562622
validation[          , genome 18307] predictions:    9918/  10000 (99.18%), best:    9917/10000 (99.17%), error:       286.06976, best error:       284.26376 on epoch:    42, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 1288.8375244141s, input_fired_time: 11.9185228348, output_fired_time: 11.4054164886, propagate_forward_time: 473.4224548340, propagate_backward_time: 778.7104492188, weight_update_time: 1.6645506620, other_time: 13.3806152344
epoch time: 90.3051681519s, input_fired_time: 1.2542480230, output_fired_time: 0.0000000000, propagate_forward_time: 86.8176651001, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2332534790
validation[          , genome 18307] predictions:    9916/  10000 (99.16%), best:    9916/10000 (99.16%), error:       273.84128, best error:       273.84128 on epoch:    50, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 1404.4061279297s, input_fired_time: 12.4693813324, output_fired_time: 12.4970760345, propagate_forward_time: 515.5969848633, propagate_backward_time: 850.5059204102, weight_update_time: 1.7190214396, other_time: 13.3367919922
epoch time: 113.6190948486s, input_fired_time: 1.4089902639, output_fired_time: 0.0000000000, propagate_forward_time: 110.0615158081, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1485900879
validation[          , genome 18307] predictions:    9920/  10000 (99.20%), best:    9916/10000 (99.16%), error:       287.22171, best error:       273.84128 on epoch:    50, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 1533.6055908203s, input_fired_time: 13.1877956390, output_fired_time: 13.7082319260, propagate_forward_time: 564.3198242188, propagate_backward_time: 928.7620239258, weight_update_time: 1.8043926954, other_time: 13.6277465820
epoch time: 127.1855316162s, input_fired_time: 1.5096815825, output_fired_time: 0.0000000000, propagate_forward_time: 123.5009078979, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1749420166
validation[          , genome 18307] predictions:    9880/  10000 (98.80%), best:    9916/10000 (99.16%), error:       412.80118, best error:       273.84128 on epoch:    50, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 1412.2689208984s, input_fired_time: 12.4728727341, output_fired_time: 12.5639705658, propagate_forward_time: 518.2283325195, propagate_backward_time: 855.8064575195, weight_update_time: 1.7152566910, other_time: 13.1972656250
epoch time: 98.8884124756s, input_fired_time: 1.3108485937, output_fired_time: 0.0000000000, propagate_forward_time: 95.3573532104, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2202072144
validation[          , genome 18307] predictions:    9917/  10000 (99.17%), best:    9916/10000 (99.16%), error:       282.80136, best error:       273.84128 on epoch:    50, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 1583.7850341797s, input_fired_time: 13.4386653900, output_fired_time: 14.1779079437, propagate_forward_time: 582.0377807617, propagate_backward_time: 960.5361938477, weight_update_time: 1.8238362074, other_time: 13.5944824219
epoch time: 95.5037994385s, input_fired_time: 1.2973260880, output_fired_time: 0.0000000000, propagate_forward_time: 91.9599151611, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2465591431
validation[          , genome 18307] predictions:    9889/  10000 (98.89%), best:    9916/10000 (99.16%), error:       350.98297, best error:       273.84128 on epoch:    50, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 1400.8250732422s, input_fired_time: 12.4759340286, output_fired_time: 12.4603796005, propagate_forward_time: 514.9188232422, propagate_backward_time: 847.5975341797, weight_update_time: 1.7223435640, other_time: 13.3724365234
epoch time: 113.6184005737s, input_fired_time: 1.4182856083, output_fired_time: 0.0000000000, propagate_forward_time: 110.0307312012, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1693801880
validation[          , genome 18307] predictions:    9906/  10000 (99.06%), best:    9916/10000 (99.16%), error:       298.48947, best error:       273.84128 on epoch:    50, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 1459.7584228516s, input_fired_time: 12.7409515381, output_fired_time: 13.0056419373, propagate_forward_time: 536.4685058594, propagate_backward_time: 884.2100219727, weight_update_time: 1.7523883581, other_time: 13.3333129883
epoch time: 131.9274291992s, input_fired_time: 1.5649672747, output_fired_time: 0.0000000000, propagate_forward_time: 128.0921936035, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2702636719
validation[          , genome 18307] predictions:    9924/  10000 (99.24%), best:    9924/10000 (99.24%), error:       251.75334, best error:       251.75334 on epoch:    56, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 1357.5478515625s, input_fired_time: 12.2325248718, output_fired_time: 12.0383205414, propagate_forward_time: 499.5596618652, propagate_backward_time: 820.4468994141, weight_update_time: 1.6882424355, other_time: 13.2703857422
epoch time: 129.8712310791s, input_fired_time: 1.5403804779, output_fired_time: 0.0000000000, propagate_forward_time: 126.1460342407, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1848220825
validation[          , genome 18307] predictions:    9903/  10000 (99.03%), best:    9924/10000 (99.24%), error:       323.87402, best error:       251.75334 on epoch:    56, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 1571.0515136719s, input_fired_time: 13.3861312866, output_fired_time: 14.0556192398, propagate_forward_time: 577.3073730469, propagate_backward_time: 952.5718383789, weight_update_time: 1.8283854723, other_time: 13.7305297852
epoch time: 130.2029418945s, input_fired_time: 1.5504900217, output_fired_time: 0.0000000000, propagate_forward_time: 126.4048995972, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2475509644
validation[          , genome 18307] predictions:    9916/  10000 (99.16%), best:    9924/10000 (99.24%), error:       287.38785, best error:       251.75334 on epoch:    56, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 1426.0019531250s, input_fired_time: 12.5609884262, output_fired_time: 12.6407651901, propagate_forward_time: 524.3208007812, propagate_backward_time: 863.3003540039, weight_update_time: 1.7225351334, other_time: 13.1790161133
epoch time: 102.3047180176s, input_fired_time: 1.3362993002, output_fired_time: 0.0000000000, propagate_forward_time: 98.7951812744, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1732406616
validation[          , genome 18307] predictions:    9924/  10000 (99.24%), best:    9924/10000 (99.24%), error:       273.45953, best error:       251.75334 on epoch:    56, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 1306.3378906250s, input_fired_time: 11.9582738876, output_fired_time: 11.5946617126, propagate_forward_time: 480.0767822266, propagate_backward_time: 789.5820312500, weight_update_time: 1.6589368582, other_time: 13.1262207031
epoch time: 81.5073623657s, input_fired_time: 1.1881810427, output_fired_time: 0.0000000000, propagate_forward_time: 78.0578460693, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2613372803
validation[          , genome 18307] predictions:    9926/  10000 (99.26%), best:    9924/10000 (99.24%), error:       280.14117, best error:       251.75334 on epoch:    56, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 1467.5349121094s, input_fired_time: 12.8344573975, output_fired_time: 13.0390863419, propagate_forward_time: 540.7737426758, propagate_backward_time: 887.5218505859, weight_update_time: 1.7561578751, other_time: 13.3657836914
epoch time: 131.5574645996s, input_fired_time: 1.5655512810, output_fired_time: 0.0000000000, propagate_forward_time: 127.7413330078, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2505798340
validation[          , genome 18307] predictions:    9922/  10000 (99.22%), best:    9924/10000 (99.24%), error:       277.77975, best error:       251.75334 on epoch:    56, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 1610.7105712891s, input_fired_time: 13.5903310776, output_fired_time: 14.4757566452, propagate_forward_time: 592.0054321289, propagate_backward_time: 976.9848632812, weight_update_time: 1.8502160311, other_time: 13.6542358398
epoch time: 91.4977874756s, input_fired_time: 1.2544361353, output_fired_time: 0.0000000000, propagate_forward_time: 88.0638351440, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1795196533
validation[          , genome 18307] predictions:    9926/  10000 (99.26%), best:    9924/10000 (99.24%), error:       258.23935, best error:       251.75334 on epoch:    56, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

arguments:
	'../../projects/csgrid.org_csg/exact_client_0.33_x86_64-pc-linux-gnu'
	'--training_file'
	'training_samples.bin'
	'--validation_file'
	'validation_samples.bin'
	'--testing_file'
	'testing_samples.bin'
	'--genome_file'
	'input_genome.txt'
	'--output_file'
	'output_genome.txt'
	'--checkpoint_file'
	'checkpoint.txt'
converting arguments to vector
boincified training filename: '../../projects/csgrid.org_csg/mnist_training_50k.bin'
boincified validation filename: '../../projects/csgrid.org_csg/mnist_validation_10k.bin'
boincified testing filename: '../../projects/csgrid.org_csg/mnist_testing_new.bin'
boincified genome filename: '../../projects/csgrid.org_csg/exact_genome_1517574602_46_18307.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1517574602_46_18307_0_r777736456_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from checkpoint file: 'checkpoint.txt'
read CNN_Genome file with version string: 'v0.33'
read exact_id: -1
read genome_id: -1
read initial_mu: 0.5
read mu: 0.970645
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.000493738
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 1.97495e-05
read weight_decay_delta: 0.95
read batch_size: 50
read epsilon: 1e-07
read alpha: 0.1
read input_dropout_probability: 0
read hidden_dropout_probability: 0
read velocity_reset: 1000
read epoch: 63
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 56
read number_validation_images: 10000
read best_validation_predictions: 9924
read best_validation_error: 251.753
read number_training_images: 50000
read training_predictions: 0
read training_error: 1e+07
read number_test_images: 10000
read test_predictions: 0
read test_error: 1e+07
read generation_id: 18307
read normal distribution: '0 -0.78017121553421 -0.039327934384346'
generator_str: '512230033'
read generator: 512230033
read generated_by_map:
1 change_size 1
reading 127 nodes.
reading 579 edges.
number input nodes: 1
number softmax nodes: 10
order_size: 50000
parsed input file
loaded genome
loading images
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 4923 images.
reading image set with 5742 images.
reading image set with 4958 images.
reading image set with 5131 images.
reading image set with 4842 images.
reading image set with 4421 images.
reading image set with 4918 images.
reading image set with 5265 images.
reading image set with 4851 images.
reading image set with 4949 images.
image_size: 1x28x28 = 784
read 50000 images.
    class    0: 4923
    class    1: 5742
    class    2: 4958
    class    3: 5131
    class    4: 4842
    class    5: 4421
    class    6: 4918
    class    7: 5265
    class    8: 4851
    class    9: 4949
calculating averages and standard deviations for images
average pixel value for channel 0: 0.130530551075935
pixel variance for channel 0: 0.0948646068572998
pixel standard deviation for channel 0: 0.308000981807709
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
image_size: 1x28x28 = 784
read 10000 images.
    class    0: 1000
    class    1: 1000
    class    2: 1000
    class    3: 1000
    class    4: 1000
    class    5: 1000
    class    6: 1000
    class    7: 1000
    class    8: 1000
    class    9: 1000
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 980 images.
reading image set with 1135 images.
reading image set with 1032 images.
reading image set with 1010 images.
reading image set with 982 images.
reading image set with 892 images.
reading image set with 958 images.
reading image set with 1028 images.
reading image set with 974 images.
reading image set with 1009 images.
image_size: 1x28x28 = 784
read 10000 images.
    class    0: 980
    class    1: 1135
    class    2: 1032
    class    3: 1010
    class    4: 982
    class    5: 892
    class    6: 958
    class    7: 1028
    class    8: 974
    class    9: 1009
loaded images
starting backpropagation!
epoch time: 1622.02160644531s, input_fired_time: 14.0091419219971, output_fired_time: 14.6758089065552, propagate_forward_time: 595.568908691406, propagate_backward_time: 982.743774414062, weight_update_time: 2.05090069770813, other_time: 15.0239868164062
epoch time: 75.026237487793s, input_fired_time: 1.14218163490295, output_fired_time: 0, propagate_forward_time: 71.7713394165039, propagate_backward_time: 0, weight_update_time: 0, other_time: 2.11271667480469
validation[          , genome 18307] predictions:    9922/  10000 (99.22%), best:    9924/10000 (99.24%), error:       266.89093, best error:       251.75334 on epoch:    56, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 1393.3820800781s, input_fired_time: 12.6403102875, output_fired_time: 12.4552812576, propagate_forward_time: 511.6170654297, propagate_backward_time: 842.5111694336, weight_update_time: 1.8666853905, other_time: 14.1582641602
epoch time: 113.1331405640s, input_fired_time: 1.4502328634, output_fired_time: 0.0000000000, propagate_forward_time: 109.4599380493, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2229690552
validation[          , genome 18307] predictions:    9931/  10000 (99.31%), best:    9924/10000 (99.24%), error:       262.73254, best error:       251.75334 on epoch:    56, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 1445.8729248047s, input_fired_time: 12.9151725769, output_fired_time: 12.9850559235, propagate_forward_time: 531.3330078125, propagate_backward_time: 874.5228271484, weight_update_time: 1.8909529448, other_time: 14.1168212891
epoch time: 132.3588104248s, input_fired_time: 1.6104950905, output_fired_time: 0.0000000000, propagate_forward_time: 128.4817657471, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2665557861
validation[          , genome 18307] predictions:    9927/  10000 (99.27%), best:    9924/10000 (99.24%), error:       276.11261, best error:       251.75334 on epoch:    56, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 1512.0664062500s, input_fired_time: 13.2642297745, output_fired_time: 13.5976686478, propagate_forward_time: 555.5159301758, propagate_backward_time: 915.4528198242, weight_update_time: 1.9354186058, other_time: 14.2357177734
epoch time: 132.0445251465s, input_fired_time: 1.6081634760, output_fired_time: 0.0000000000, propagate_forward_time: 128.1136932373, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3226623535
validation[          , genome 18307] predictions:    9913/  10000 (99.13%), best:    9924/10000 (99.24%), error:       275.27863, best error:       251.75334 on epoch:    56, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 1704.3858642578s, input_fired_time: 14.3930664062, output_fired_time: 15.4899492264, propagate_forward_time: 626.9958496094, propagate_backward_time: 1032.5441894531, weight_update_time: 2.0846323967, other_time: 14.9627685547
epoch time: 131.9618072510s, input_fired_time: 1.6154856682, output_fired_time: 0.0000000000, propagate_forward_time: 128.0236816406, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3226470947
validation[          , genome 18307] predictions:    9923/  10000 (99.23%), best:    9924/10000 (99.24%), error:       254.33078, best error:       251.75334 on epoch:    56, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 1527.7927246094s, input_fired_time: 13.4907121658, output_fired_time: 13.8321256638, propagate_forward_time: 562.2449951172, propagate_backward_time: 923.4848022461, weight_update_time: 1.9768844843, other_time: 14.7400512695
epoch time: 94.6979064941s, input_fired_time: 1.3277778625, output_fired_time: 0.0000000000, propagate_forward_time: 91.0874938965, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2826385498
validation[          , genome 18307] predictions:    9929/  10000 (99.29%), best:    9924/10000 (99.24%), error:       266.54883, best error:       251.75334 on epoch:    56, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 1367.6096191406s, input_fired_time: 12.5675401688, output_fired_time: 12.2817440033, propagate_forward_time: 502.6903076172, propagate_backward_time: 825.8750610352, weight_update_time: 1.8511675596, other_time: 14.1950073242
epoch time: 114.8313217163s, input_fired_time: 1.4609552622, output_fired_time: 0.0000000000, propagate_forward_time: 111.1516265869, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2187423706
validation[          , genome 18307] predictions:    9919/  10000 (99.19%), best:    9924/10000 (99.24%), error:       282.44705, best error:       251.75334 on epoch:    56, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 1568.5863037109s, input_fired_time: 13.5835037231, output_fired_time: 14.1322135925, propagate_forward_time: 576.5289306641, propagate_backward_time: 949.8761596680, weight_update_time: 1.9716935158, other_time: 14.4655151367
epoch time: 131.4942169189s, input_fired_time: 1.6026932001, output_fired_time: 0.0000000000, propagate_forward_time: 127.6115036011, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2800216675
validation[          , genome 18307] predictions:    9922/  10000 (99.22%), best:    9924/10000 (99.24%), error:       267.08414, best error:       251.75334 on epoch:    56, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 1468.0527343750s, input_fired_time: 13.1627759933, output_fired_time: 13.2581300735, propagate_forward_time: 537.7968750000, propagate_backward_time: 889.1611938477, weight_update_time: 1.9322400093, other_time: 14.6737670898
epoch time: 94.0061187744s, input_fired_time: 1.3083853722, output_fired_time: 0.0000000000, propagate_forward_time: 90.5086364746, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1890945435
validation[          , genome 18307] predictions:    9920/  10000 (99.20%), best:    9924/10000 (99.24%), error:       279.76178, best error:       251.75334 on epoch:    56, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 1462.5705566406s, input_fired_time: 13.1246347427, output_fired_time: 13.1825542450, propagate_forward_time: 537.7123413086, propagate_backward_time: 884.0526123047, weight_update_time: 1.9262179136, other_time: 14.4984741211
epoch time: 116.0984115601s, input_fired_time: 1.4897449017, output_fired_time: 0.0000000000, propagate_forward_time: 112.3508071899, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2578582764
validation[          , genome 18307] predictions:    9928/  10000 (99.28%), best:    9924/10000 (99.24%), error:       262.66592, best error:       251.75334 on epoch:    56, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 1597.4112548828s, input_fired_time: 13.8158111572, output_fired_time: 14.4695253372, propagate_forward_time: 586.4212036133, propagate_backward_time: 967.9398803711, weight_update_time: 2.0116913319, other_time: 14.7648925781
epoch time: 132.4401855469s, input_fired_time: 1.6193376780, output_fired_time: 0.0000000000, propagate_forward_time: 128.4734802246, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3473663330
validation[          , genome 18307] predictions:    9926/  10000 (99.26%), best:    9924/10000 (99.24%), error:       266.34427, best error:       251.75334 on epoch:    56, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 1467.7766113281s, input_fired_time: 13.1540145874, output_fired_time: 13.2348060608, propagate_forward_time: 539.7428588867, propagate_backward_time: 887.1579589844, weight_update_time: 1.9282211065, other_time: 14.4868774414
epoch time: 76.5456466675s, input_fired_time: 1.1859482527, output_fired_time: 0.0000000000, propagate_forward_time: 73.1365509033, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2231445312
validation[          , genome 18307] predictions:    9935/  10000 (99.35%), best:    9924/10000 (99.24%), error:       258.89325, best error:       251.75334 on epoch:    56, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 1184.2697753906s, input_fired_time: 11.6192331314, output_fired_time: 10.5629386902, propagate_forward_time: 435.1538696289, propagate_backward_time: 712.9345703125, weight_update_time: 1.7546999454, other_time: 13.9990844727
epoch time: 74.9088439941s, input_fired_time: 1.1373171806, output_fired_time: 0.0000000000, propagate_forward_time: 71.6844253540, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0871047974
validation[          , genome 18307] predictions:    9927/  10000 (99.27%), best:    9924/10000 (99.24%), error:       266.76712, best error:       251.75334 on epoch:    56, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 1410.0008544922s, input_fired_time: 12.7792806625, output_fired_time: 12.6796798706, propagate_forward_time: 518.2434082031, propagate_backward_time: 852.0695800781, weight_update_time: 1.8864219189, other_time: 14.2288818359
epoch time: 132.4694366455s, input_fired_time: 1.6219524145, output_fired_time: 0.0000000000, propagate_forward_time: 128.5253448486, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3221435547
validation[          , genome 18307] predictions:    9932/  10000 (99.32%), best:    9924/10000 (99.24%), error:       258.95609, best error:       251.75334 on epoch:    56, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 1729.6441650391s, input_fired_time: 14.5198822021, output_fired_time: 15.7137556076, propagate_forward_time: 635.1585083008, propagate_backward_time: 1049.3101806641, weight_update_time: 2.0940413475, other_time: 14.9417724609
epoch time: 118.2183761597s, input_fired_time: 1.5112208128, output_fired_time: 0.0000000000, propagate_forward_time: 114.3849639893, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3221893311
validation[          , genome 18307] predictions:    9926/  10000 (99.26%), best:    9924/10000 (99.24%), error:       256.55142, best error:       251.75334 on epoch:    56, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 1527.7836914062s, input_fired_time: 13.4007835388, output_fired_time: 13.7748117447, propagate_forward_time: 561.4140625000, propagate_backward_time: 924.8236083984, weight_update_time: 1.9543944597, other_time: 14.3704833984
epoch time: 130.9585723877s, input_fired_time: 1.6002879143, output_fired_time: 0.0000000000, propagate_forward_time: 127.0800781250, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2782135010
validation[          , genome 18307] predictions:    9929/  10000 (99.29%), best:    9924/10000 (99.24%), error:       253.80406, best error:       251.75334 on epoch:    56, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 1523.8809814453s, input_fired_time: 13.3673868179, output_fired_time: 13.7201814651, propagate_forward_time: 559.2012329102, propagate_backward_time: 923.0657958984, weight_update_time: 1.9595963955, other_time: 14.5263061523
epoch time: 102.2859802246s, input_fired_time: 1.3678799868, output_fired_time: 0.0000000000, propagate_forward_time: 98.7262039185, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1918945312
validation[          , genome 18307] predictions:    9918/  10000 (99.18%), best:    9924/10000 (99.24%), error:       274.84363, best error:       251.75334 on epoch:    56, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 1231.2945556641s, input_fired_time: 11.7553815842, output_fired_time: 10.9506015778, propagate_forward_time: 452.6430664062, propagate_backward_time: 742.3804321289, weight_update_time: 1.7490135431, other_time: 13.5651245117
epoch time: 130.0658111572s, input_fired_time: 1.5862983465, output_fired_time: 0.0000000000, propagate_forward_time: 126.2362289429, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2432785034
validation[          , genome 18307] predictions:    9929/  10000 (99.29%), best:    9924/10000 (99.24%), error:       262.72333, best error:       251.75334 on epoch:    56, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 1485.2391357422s, input_fired_time: 13.1133136749, output_fired_time: 13.3411207199, propagate_forward_time: 545.4638671875, propagate_backward_time: 899.2081298828, weight_update_time: 1.9195557833, other_time: 14.1127929688
epoch time: 74.7029418945s, input_fired_time: 1.1467969418, output_fired_time: 0.0000000000, propagate_forward_time: 71.4532852173, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1028594971
validation[          , genome 18307] predictions:    9922/  10000 (99.22%), best:    9924/10000 (99.24%), error:       261.32971, best error:       251.75334 on epoch:    56, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 1242.3159179688s, input_fired_time: 11.8308219910, output_fired_time: 11.0894050598, propagate_forward_time: 455.7499694824, propagate_backward_time: 749.9173583984, weight_update_time: 1.7617937326, other_time: 13.7283935547
epoch time: 99.5833435059s, input_fired_time: 1.3506979942, output_fired_time: 0.0000000000, propagate_forward_time: 96.0466308594, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1860122681
validation[          , genome 18307] predictions:    9931/  10000 (99.31%), best:    9924/10000 (99.24%), error:       255.29547, best error:       251.75334 on epoch:    56, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 1467.2783203125s, input_fired_time: 13.0410900116, output_fired_time: 13.2043247223, propagate_forward_time: 537.9066162109, propagate_backward_time: 888.9036865234, weight_update_time: 1.9163473845, other_time: 14.2225341797
epoch time: 131.4527282715s, input_fired_time: 1.6058831215, output_fired_time: 0.0000000000, propagate_forward_time: 127.5597381592, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2871093750
validation[          , genome 18307] predictions:    9927/  10000 (99.27%), best:    9924/10000 (99.24%), error:       256.53119, best error:       251.75334 on epoch:    56, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 1397.4962158203s, input_fired_time: 12.7240400314, output_fired_time: 12.5497741699, propagate_forward_time: 512.1541748047, propagate_backward_time: 845.7110595703, weight_update_time: 1.8812487125, other_time: 14.3571777344
epoch time: 76.8067092896s, input_fired_time: 1.1973898411, output_fired_time: 0.0000000000, propagate_forward_time: 73.3640441895, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2452774048
validation[          , genome 18307] predictions:    9928/  10000 (99.28%), best:    9924/10000 (99.24%), error:       263.70358, best error:       251.75334 on epoch:    56, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 1311.7186279297s, input_fired_time: 12.3056564331, output_fired_time: 11.7484569550, propagate_forward_time: 481.4348754883, propagate_backward_time: 792.0614013672, weight_update_time: 1.8261518478, other_time: 14.1682739258
epoch time: 75.5749511719s, input_fired_time: 1.1530951262, output_fired_time: 0.0000000000, propagate_forward_time: 72.2872390747, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1346206665
validation[          , genome 18307] predictions:    9927/  10000 (99.27%), best:    9924/10000 (99.24%), error:       262.50812, best error:       251.75334 on epoch:    56, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 1635.5057373047s, input_fired_time: 14.0576486588, output_fired_time: 14.8580608368, propagate_forward_time: 600.3482055664, propagate_backward_time: 991.4376220703, weight_update_time: 2.0432064533, other_time: 14.8042602539
epoch time: 95.6536560059s, input_fired_time: 1.3406583071, output_fired_time: 0.0000000000, propagate_forward_time: 92.0475082397, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2654876709
validation[          , genome 18307] predictions:    9933/  10000 (99.33%), best:    9924/10000 (99.24%), error:       263.08212, best error:       251.75334 on epoch:    56, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 1534.6766357422s, input_fired_time: 13.4465169907, output_fired_time: 13.8202018738, propagate_forward_time: 564.4356689453, propagate_backward_time: 928.5959472656, weight_update_time: 1.9623765945, other_time: 14.3782958984
epoch time: 87.5337905884s, input_fired_time: 1.2490926981, output_fired_time: 0.0000000000, propagate_forward_time: 84.1449203491, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1397781372
validation[          , genome 18307] predictions:    9930/  10000 (99.30%), best:    9924/10000 (99.24%), error:       260.02982, best error:       251.75334 on epoch:    56, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 1472.8271484375s, input_fired_time: 13.1428337097, output_fired_time: 13.2698898315, propagate_forward_time: 541.1013793945, propagate_backward_time: 891.0314941406, weight_update_time: 1.9223873615, other_time: 14.2815551758
epoch time: 77.4094238281s, input_fired_time: 1.1972831488, output_fired_time: 0.0000000000, propagate_forward_time: 73.9850082397, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2271347046
validation[          , genome 18307] predictions:    9927/  10000 (99.27%), best:    9924/10000 (99.24%), error:       255.12378, best error:       251.75334 on epoch:    56, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 1291.3927001953s, input_fired_time: 12.1960010529, output_fired_time: 11.5794830322, propagate_forward_time: 473.9715576172, propagate_backward_time: 779.5365600586, weight_update_time: 1.8130542040, other_time: 14.1090698242
epoch time: 101.6740264893s, input_fired_time: 1.3832530975, output_fired_time: 0.0000000000, propagate_forward_time: 98.0488052368, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2419662476
validation[          , genome 18307] predictions:    9930/  10000 (99.30%), best:    9924/10000 (99.24%), error:       252.70399, best error:       251.75334 on epoch:    56, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 1481.4113769531s, input_fired_time: 13.2357244492, output_fired_time: 13.4008083344, propagate_forward_time: 543.5680541992, propagate_backward_time: 896.6949462891, weight_update_time: 1.9404729605, other_time: 14.5119018555
epoch time: 132.4329528809s, input_fired_time: 1.6099619865, output_fired_time: 0.0000000000, propagate_forward_time: 128.5674285889, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2555694580
validation[          , genome 18307] predictions:    9929/  10000 (99.29%), best:    9929/10000 (99.29%), error:       249.81967, best error:       249.81967 on epoch:    90, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 1381.7921142578s, input_fired_time: 12.5929594040, output_fired_time: 12.3622856140, propagate_forward_time: 507.1130981445, propagate_backward_time: 835.8116455078, weight_update_time: 1.8518418074, other_time: 13.9120483398
epoch time: 130.4350585938s, input_fired_time: 1.5848371983, output_fired_time: 0.0000000000, propagate_forward_time: 126.6020431519, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2481765747
validation[          , genome 18307] predictions:    9926/  10000 (99.26%), best:    9929/10000 (99.29%), error:       253.43765, best error:       249.81967 on epoch:    90, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 1521.7406005859s, input_fired_time: 13.3800611496, output_fired_time: 13.6934413910, propagate_forward_time: 557.8628540039, propagate_backward_time: 922.6482543945, weight_update_time: 1.9447395802, other_time: 14.1560058594
epoch time: 79.0648803711s, input_fired_time: 1.1861087084, output_fired_time: 0.0000000000, propagate_forward_time: 75.7653808594, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1133880615
validation[          , genome 18307] predictions:    9926/  10000 (99.26%), best:    9929/10000 (99.29%), error:       256.06827, best error:       249.81967 on epoch:    90, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 1375.4281005859s, input_fired_time: 12.6927700043, output_fired_time: 12.3679027557, propagate_forward_time: 503.6666870117, propagate_backward_time: 832.5852661133, weight_update_time: 1.8667705059, other_time: 14.1154785156
epoch time: 96.1865081787s, input_fired_time: 1.3228998184, output_fired_time: 0.0000000000, propagate_forward_time: 92.7088470459, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1547622681
validation[          , genome 18307] predictions:    9928/  10000 (99.28%), best:    9929/10000 (99.29%), error:       253.96811, best error:       249.81967 on epoch:    90, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 1436.4909667969s, input_fired_time: 12.9380350113, output_fired_time: 12.9087686539, propagate_forward_time: 527.2074584961, propagate_backward_time: 869.3705444336, weight_update_time: 1.8921059370, other_time: 14.0661621094
epoch time: 93.1094589233s, input_fired_time: 1.2937737703, output_fired_time: 0.0000000000, propagate_forward_time: 89.6789474487, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1367340088
validation[          , genome 18307] predictions:    9928/  10000 (99.28%), best:    9929/10000 (99.29%), error:       257.78766, best error:       249.81967 on epoch:    90, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 1375.8209228516s, input_fired_time: 12.5478134155, output_fired_time: 12.3271131516, propagate_forward_time: 504.7368469238, propagate_backward_time: 832.2980957031, weight_update_time: 1.8505338430, other_time: 13.9110107422
epoch time: 82.7967987061s, input_fired_time: 1.2376756668, output_fired_time: 0.0000000000, propagate_forward_time: 79.3281707764, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2309494019
validation[          , genome 18307] predictions:    9928/  10000 (99.28%), best:    9929/10000 (99.29%), error:       254.41396, best error:       249.81967 on epoch:    90, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 1309.4537353516s, input_fired_time: 12.3038702011, output_fired_time: 11.7417879105, propagate_forward_time: 480.5278625488, propagate_backward_time: 790.7376098633, weight_update_time: 1.8267613649, other_time: 14.1426391602
epoch time: 119.8309173584s, input_fired_time: 1.5169308186, output_fired_time: 0.0000000000, propagate_forward_time: 116.0880813599, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2259063721
validation[          , genome 18307] predictions:    9930/  10000 (99.30%), best:    9929/10000 (99.29%), error:       253.94247, best error:       249.81967 on epoch:    90, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 1486.7282714844s, input_fired_time: 13.2250070572, output_fired_time: 13.3977699280, propagate_forward_time: 545.1946411133, propagate_backward_time: 900.4630737305, weight_update_time: 1.9361646175, other_time: 14.4477539062
epoch time: 96.0338211060s, input_fired_time: 1.3433735371, output_fired_time: 0.0000000000, propagate_forward_time: 92.4072341919, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2832107544
validation[          , genome 18307] predictions:    9928/  10000 (99.28%), best:    9929/10000 (99.29%), error:       254.45207, best error:       249.81967 on epoch:    90, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 1493.8751220703s, input_fired_time: 13.2533788681, output_fired_time: 13.4399032593, propagate_forward_time: 550.0938110352, propagate_backward_time: 902.7520141602, weight_update_time: 1.9398456812, other_time: 14.3359375000
epoch time: 102.2705154419s, input_fired_time: 1.3886492252, output_fired_time: 0.0000000000, propagate_forward_time: 98.6022186279, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2796478271
validation[          , genome 18307] predictions:    9928/  10000 (99.28%), best:    9929/10000 (99.29%), error:       256.49625, best error:       249.81967 on epoch:    90, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 1571.5688476562s, input_fired_time: 13.7080316544, output_fired_time: 14.2360315323, propagate_forward_time: 576.8760375977, propagate_backward_time: 952.0922851562, weight_update_time: 1.9938157797, other_time: 14.6564331055
epoch time: 122.3532485962s, input_fired_time: 1.5499701500, output_fired_time: 0.0000000000, propagate_forward_time: 118.4923858643, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3108901978
validation[          , genome 18307] predictions:    9926/  10000 (99.26%), best:    9929/10000 (99.29%), error:       256.10693, best error:       249.81967 on epoch:    90, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 1559.2036132812s, input_fired_time: 13.6735782623, output_fired_time: 14.1247425079, propagate_forward_time: 573.3900756836, propagate_backward_time: 943.3378906250, weight_update_time: 1.9895479679, other_time: 14.6773071289
epoch time: 119.0891876221s, input_fired_time: 1.5208542347, output_fired_time: 0.0000000000, propagate_forward_time: 115.2776718140, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2906646729
validation[          , genome 18307] predictions:    9927/  10000 (99.27%), best:    9929/10000 (99.29%), error:       259.05716, best error:       249.81967 on epoch:    90, 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: 576.9132080078s, input_fired_time: 7.4452772141, output_fired_time: 0.0000000000, propagate_forward_time: 558.2301635742, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 11.2377929688
best training[          , genome 18307] predictions:   50000/  50000 (100.00%), best:    9929/10000 (99.29%), error:        52.30079, best error:       249.81967 on epoch:    90, 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: 104.2266693115s, input_fired_time: 1.3851684332, output_fired_time: 0.0000000000, propagate_forward_time: 100.5885467529, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2529525757
   testing[          , genome 18307] predictions:    9928/  10000 (99.28%), best:    9929/10000 (99.29%), error:       221.34109, best error:       249.81967 on epoch:    90, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
18:11:33 (506): called boinc_finish(0)

</stderr_txt>
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