Nameexact_genome_1542649503_184_6370_0
Workunit4100009
Created20 Nov 2018, 5:06:54 UTC
Sent20 Nov 2018, 5:20:43 UTC
Report deadline9 Mar 2019, 22:03:30 UTC
Received24 Nov 2018, 18:10:11 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID31505
Run time1 days 13 hours 55 min 52 sec
CPU time1 days 13 hours 40 min 32 sec
Validate stateValid
Credit27,424.10
Device peak FLOPS4.20 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size522.38 MB
Peak swap size520.28 MB
Peak disk usage10.57 MB

Stderr output

<core_client_version>7.14.2</core_client_version>
<![CDATA[
<stderr_txt>
831022263, other_time: 11.7893676758
epoch time: 101.1130981445s, input_fired_time: 1.1533734798, output_fired_time: 0.0000000000, propagate_forward_time: 97.8783187866, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0814056396
validation[          , genome  6370] predictions:    5484/  10000 (54.84%), best:    5484/10000 (54.84%), error:     13581.48438, best error:     13581.48438 on epoch:    15, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 1299.9355468750s, input_fired_time: 9.4439430237, output_fired_time: 9.1517229080, propagate_forward_time: 490.4461975098, propagate_backward_time: 779.0824584961, weight_update_time: 1.0878155231, other_time: 11.8112182617
epoch time: 101.2786865234s, input_fired_time: 1.1572165489, output_fired_time: 0.0000000000, propagate_forward_time: 98.0477752686, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0736923218
validation[          , genome  6370] predictions:    5418/  10000 (54.18%), best:    5484/10000 (54.84%), error:     14148.10547, best error:     13581.48438 on epoch:    15, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 1300.2401123047s, input_fired_time: 9.4463376999, output_fired_time: 9.1306114197, propagate_forward_time: 490.5950317383, propagate_backward_time: 779.2425537109, weight_update_time: 1.1059700251, other_time: 11.8256225586
epoch time: 101.2753372192s, input_fired_time: 1.1650440693, output_fired_time: 0.0000000000, propagate_forward_time: 98.0226669312, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0876235962
validation[          , genome  6370] predictions:    5331/  10000 (53.31%), best:    5484/10000 (54.84%), error:     14517.66895, best error:     13581.48438 on epoch:    15, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 1300.1149902344s, input_fired_time: 9.5300626755, output_fired_time: 9.1302566528, propagate_forward_time: 490.9072265625, propagate_backward_time: 778.7872924805, weight_update_time: 1.0773075819, other_time: 11.7601928711
epoch time: 101.5298385620s, input_fired_time: 1.1710072756, output_fired_time: 0.0000000000, propagate_forward_time: 98.2834777832, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0753555298
validation[          , genome  6370] predictions:    5495/  10000 (54.95%), best:    5484/10000 (54.84%), error:     13606.63770, best error:     13581.48438 on epoch:    15, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 1298.8369140625s, input_fired_time: 9.5139150620, output_fired_time: 9.1184892654, propagate_forward_time: 490.1622314453, propagate_backward_time: 778.2949218750, weight_update_time: 1.0796881914, other_time: 11.7473144531
epoch time: 101.0488204956s, input_fired_time: 1.1533052921, output_fired_time: 0.0000000000, propagate_forward_time: 97.8279876709, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0675277710
validation[          , genome  6370] predictions:    5503/  10000 (55.03%), best:    5484/10000 (54.84%), error:     13856.37988, best error:     13581.48438 on epoch:    15, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 1299.0491943359s, input_fired_time: 9.4818820953, output_fired_time: 9.1318206787, propagate_forward_time: 490.2632141113, propagate_backward_time: 778.3732299805, weight_update_time: 1.0832370520, other_time: 11.7990112305
epoch time: 101.4868011475s, input_fired_time: 1.1593589783, output_fired_time: 0.0000000000, propagate_forward_time: 98.2441329956, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0833053589
validation[          , genome  6370] predictions:    5549/  10000 (55.49%), best:    5549/10000 (55.49%), error:     13570.88184, best error:     13570.88184 on epoch:    20, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 1299.4680175781s, input_fired_time: 9.4994707108, output_fired_time: 9.1255931854, propagate_forward_time: 490.3102416992, propagate_backward_time: 778.7290649414, weight_update_time: 1.0838236809, other_time: 11.8035888672
epoch time: 101.0179290771s, input_fired_time: 1.1615405083, output_fired_time: 0.0000000000, propagate_forward_time: 97.7860946655, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0702972412
validation[          , genome  6370] predictions:    5645/  10000 (56.45%), best:    5645/10000 (56.45%), error:     12961.24316, best error:     12961.24316 on epoch:    21, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 1304.3712158203s, input_fired_time: 9.5478382111, output_fired_time: 9.1607418060, propagate_forward_time: 492.5173339844, propagate_backward_time: 781.3318481445, weight_update_time: 1.0872249603, other_time: 11.8134155273
epoch time: 101.2120819092s, input_fired_time: 1.1674776077, output_fired_time: 0.0000000000, propagate_forward_time: 97.9761199951, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0684814453
validation[          , genome  6370] predictions:    5383/  10000 (53.83%), best:    5645/10000 (56.45%), error:     14512.49121, best error:     12961.24316 on epoch:    21, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 1298.0598144531s, input_fired_time: 9.4865598679, output_fired_time: 9.0915393829, propagate_forward_time: 490.1421203613, propagate_backward_time: 777.6081542969, weight_update_time: 1.0789424181, other_time: 11.7314453125
epoch time: 102.0636520386s, input_fired_time: 1.1737439632, output_fired_time: 0.0000000000, propagate_forward_time: 98.8159484863, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0739593506
validation[          , genome  6370] predictions:    5527/  10000 (55.27%), best:    5645/10000 (56.45%), error:     14038.67871, best error:     12961.24316 on epoch:    21, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 1298.5716552734s, input_fired_time: 9.5109767914, output_fired_time: 9.1224050522, propagate_forward_time: 490.0600280762, propagate_backward_time: 778.1184692383, weight_update_time: 1.0800645351, other_time: 11.7597045898
epoch time: 101.1743545532s, input_fired_time: 1.1762330532, output_fired_time: 0.0000000000, propagate_forward_time: 97.9213867188, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0767364502
validation[          , genome  6370] predictions:    5501/  10000 (55.01%), best:    5645/10000 (56.45%), error:     13618.30078, best error:     12961.24316 on epoch:    21, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 1297.9372558594s, input_fired_time: 9.5124950409, output_fired_time: 9.1177730560, propagate_forward_time: 489.7864685059, propagate_backward_time: 777.7463989258, weight_update_time: 1.0849872828, other_time: 11.7741088867
epoch time: 101.1557083130s, input_fired_time: 1.1746132374, output_fired_time: 0.0000000000, propagate_forward_time: 97.8916015625, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0894927979
validation[          , genome  6370] predictions:    5276/  10000 (52.76%), best:    5645/10000 (56.45%), error:     14370.04688, best error:     12961.24316 on epoch:    21, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 1308.7672119141s, input_fired_time: 9.5834465027, output_fired_time: 9.2368326187, propagate_forward_time: 494.5814819336, propagate_backward_time: 783.5575561523, weight_update_time: 1.0866521597, other_time: 11.8078613281
epoch time: 101.2182235718s, input_fired_time: 1.1750197411, output_fired_time: 0.0000000000, propagate_forward_time: 97.9643020630, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0789031982
validation[          , genome  6370] predictions:    5490/  10000 (54.90%), best:    5645/10000 (56.45%), error:     13552.72656, best error:     12961.24316 on epoch:    21, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 1299.8908691406s, input_fired_time: 9.5407533646, output_fired_time: 9.1827983856, propagate_forward_time: 490.6017150879, propagate_backward_time: 778.7688598633, weight_update_time: 1.0816656351, other_time: 11.7968139648
epoch time: 101.2988357544s, input_fired_time: 1.1773720980, output_fired_time: 0.0000000000, propagate_forward_time: 98.0498046875, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0716552734
validation[          , genome  6370] predictions:    5583/  10000 (55.83%), best:    5645/10000 (56.45%), error:     13396.60449, best error:     12961.24316 on epoch:    21, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 1301.8392333984s, input_fired_time: 9.5731992722, output_fired_time: 9.2024860382, propagate_forward_time: 491.2736206055, propagate_backward_time: 779.9981689453, weight_update_time: 1.0851204395, other_time: 11.7916870117
epoch time: 101.2409591675s, input_fired_time: 1.1771210432, output_fired_time: 0.0000000000, propagate_forward_time: 97.9785156250, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0853195190
validation[          , genome  6370] predictions:    5743/  10000 (57.43%), best:    5743/10000 (57.43%), error:     12863.66016, best error:     12863.66016 on epoch:    28, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 1304.4268798828s, input_fired_time: 9.6007566452, output_fired_time: 9.1920404434, propagate_forward_time: 492.5298156738, propagate_backward_time: 781.3102416992, weight_update_time: 1.0812784433, other_time: 11.7941284180
epoch time: 101.5129928589s, input_fired_time: 1.1791787148, output_fired_time: 0.0000000000, propagate_forward_time: 98.2592468262, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0745697021
validation[          , genome  6370] predictions:    5798/  10000 (57.98%), best:    5798/10000 (57.98%), error:     12829.05469, best error:     12829.05469 on epoch:    29, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 1300.7546386719s, input_fired_time: 9.5899171829, output_fired_time: 9.2095155716, propagate_forward_time: 490.8382873535, propagate_backward_time: 779.3071899414, weight_update_time: 1.0875875950, other_time: 11.8097534180
epoch time: 101.1956787109s, input_fired_time: 1.1784875393, output_fired_time: 0.0000000000, propagate_forward_time: 97.9334793091, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0837097168
validation[          , genome  6370] predictions:    5784/  10000 (57.84%), best:    5798/10000 (57.98%), error:     12891.23242, best error:     12829.05469 on epoch:    29, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 1302.5749511719s, input_fired_time: 9.6145753860, output_fired_time: 9.2020387650, propagate_forward_time: 491.3985290527, propagate_backward_time: 780.5683593750, weight_update_time: 1.0851089954, other_time: 11.7913818359
epoch time: 101.7272720337s, input_fired_time: 1.1883852482, output_fired_time: 0.0000000000, propagate_forward_time: 98.4301300049, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1087570190
validation[          , genome  6370] predictions:    5672/  10000 (56.72%), best:    5798/10000 (57.98%), error:     13255.20410, best error:     12829.05469 on epoch:    29, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 1302.3824462891s, input_fired_time: 9.6243638992, output_fired_time: 9.1998243332, propagate_forward_time: 490.8964843750, propagate_backward_time: 780.8425292969, weight_update_time: 1.0832451582, other_time: 11.8192138672
epoch time: 101.4923706055s, input_fired_time: 1.1858566999, output_fired_time: 0.0000000000, propagate_forward_time: 98.2219924927, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0845184326
validation[          , genome  6370] predictions:    5751/  10000 (57.51%), best:    5798/10000 (57.98%), error:     12924.13379, best error:     12829.05469 on epoch:    29, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 1302.4002685547s, input_fired_time: 9.6295051575, output_fired_time: 9.1964178085, propagate_forward_time: 491.0920410156, propagate_backward_time: 780.6177978516, weight_update_time: 1.0835194588, other_time: 11.8645019531
epoch time: 101.5887603760s, input_fired_time: 1.2039099932, output_fired_time: 0.0000000000, propagate_forward_time: 98.3114852905, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0733642578
validation[          , genome  6370] predictions:    5844/  10000 (58.44%), best:    5844/10000 (58.44%), error:     12577.64160, best error:     12577.64160 on epoch:    33, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 1303.9007568359s, input_fired_time: 9.6312932968, output_fired_time: 9.2111310959, propagate_forward_time: 491.5913696289, propagate_backward_time: 781.6040649414, weight_update_time: 1.0830346346, other_time: 11.8627929688
epoch time: 101.6187286377s, input_fired_time: 1.1956405640, output_fired_time: 0.0000000000, propagate_forward_time: 98.3347091675, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0883789063
validation[          , genome  6370] predictions:    5865/  10000 (58.65%), best:    5844/10000 (58.44%), error:     12670.54102, best error:     12577.64160 on epoch:    33, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 1302.9353027344s, input_fired_time: 9.6411304474, output_fired_time: 9.1858739853, propagate_forward_time: 491.3280029297, propagate_backward_time: 780.9824829102, weight_update_time: 1.0876054764, other_time: 11.7977905273
epoch time: 101.7873535156s, input_fired_time: 1.2011969090, output_fired_time: 0.0000000000, propagate_forward_time: 98.5208740234, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0652847290
validation[          , genome  6370] predictions:    5881/  10000 (58.81%), best:    5881/10000 (58.81%), error:     12406.46191, best error:     12406.46191 on epoch:    35, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 1307.2947998047s, input_fired_time: 9.6657981873, output_fired_time: 9.2064647675, propagate_forward_time: 493.3450927734, propagate_backward_time: 783.1998901367, weight_update_time: 1.0817316771, other_time: 11.8776245117
epoch time: 101.6568679810s, input_fired_time: 1.1986578703, output_fired_time: 0.0000000000, propagate_forward_time: 98.3654861450, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0927276611
validation[          , genome  6370] predictions:    5846/  10000 (58.46%), best:    5881/10000 (58.81%), error:     12760.60645, best error:     12406.46191 on epoch:    35, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 1304.9868164063s, input_fired_time: 9.6599798203, output_fired_time: 9.2838525772, propagate_forward_time: 492.3110656738, propagate_backward_time: 781.8710937500, weight_update_time: 1.0945135355, other_time: 11.8608398438
epoch time: 102.2329940796s, input_fired_time: 1.2058111429, output_fired_time: 0.0000000000, propagate_forward_time: 98.9107894897, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1163940430
validation[          , genome  6370] predictions:    5727/  10000 (57.27%), best:    5881/10000 (58.81%), error:     12772.94629, best error:     12406.46191 on epoch:    35, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 1306.8276367188s, input_fired_time: 9.7077198029, output_fired_time: 9.2105026245, propagate_forward_time: 492.9643859863, propagate_backward_time: 783.0654907227, weight_update_time: 1.0895447731, other_time: 11.8795776367
epoch time: 101.8274536133s, input_fired_time: 1.2003748417, output_fired_time: 0.0000000000, propagate_forward_time: 98.5312194824, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0958557129
validation[          , genome  6370] predictions:    5866/  10000 (58.66%), best:    5881/10000 (58.81%), error:     12459.15918, best error:     12406.46191 on epoch:    35, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 1306.1625976563s, input_fired_time: 9.6991348267, output_fired_time: 9.1984052658, propagate_forward_time: 492.3963928223, propagate_backward_time: 782.9965209961, weight_update_time: 1.0843744278, other_time: 11.8722534180
epoch time: 101.9049682617s, input_fired_time: 1.2045079470, output_fired_time: 0.0000000000, propagate_forward_time: 98.5977859497, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1026763916
validation[          , genome  6370] predictions:    5925/  10000 (59.25%), best:    5925/10000 (59.25%), error:     12368.47559, best error:     12368.47559 on epoch:    39, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 1305.8142089844s, input_fired_time: 9.7117500305, output_fired_time: 9.2063684464, propagate_forward_time: 492.5370483398, propagate_backward_time: 782.4792480469, weight_update_time: 1.0933647156, other_time: 11.8796997070
epoch time: 101.7510757446s, input_fired_time: 1.2021917105, output_fired_time: 0.0000000000, propagate_forward_time: 98.4677581787, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0811233521
validation[          , genome  6370] predictions:    5904/  10000 (59.04%), best:    5925/10000 (59.25%), error:     12517.61914, best error:     12368.47559 on epoch:    39, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 1306.5117187500s, input_fired_time: 9.7343044281, output_fired_time: 9.2192268372, propagate_forward_time: 492.9889831543, propagate_backward_time: 782.6717529297, weight_update_time: 1.0956295729, other_time: 11.8974609375
epoch time: 101.8604049683s, input_fired_time: 1.2117068768, output_fired_time: 0.0000000000, propagate_forward_time: 98.5291748047, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1195220947
validation[          , genome  6370] predictions:    5971/  10000 (59.71%), best:    5925/10000 (59.25%), error:     12565.63477, best error:     12368.47559 on epoch:    39, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 1305.6199951172s, input_fired_time: 9.7335615158, output_fired_time: 9.2182435989, propagate_forward_time: 492.7051696777, propagate_backward_time: 782.0959472656, weight_update_time: 1.0810337067, other_time: 11.8670654297
epoch time: 101.8257141113s, input_fired_time: 1.2101368904, output_fired_time: 0.0000000000, propagate_forward_time: 98.5204620361, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0951156616
validation[          , genome  6370] predictions:    5798/  10000 (57.98%), best:    5925/10000 (59.25%), error:     12906.11621, best error:     12368.47559 on epoch:    39, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 1306.0039062500s, input_fired_time: 9.7389707565, output_fired_time: 9.2558412552, propagate_forward_time: 493.0137939453, propagate_backward_time: 782.1334228516, weight_update_time: 1.0846426487, other_time: 11.8618164063
epoch time: 101.9594879150s, input_fired_time: 1.2138007879, output_fired_time: 0.0000000000, propagate_forward_time: 98.6500320435, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0956573486
validation[          , genome  6370] predictions:    5863/  10000 (58.63%), best:    5925/10000 (59.25%), error:     12589.67090, best error:     12368.47559 on epoch:    39, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 1306.3215332031s, input_fired_time: 9.7420377731, output_fired_time: 9.2120561600, propagate_forward_time: 493.0559692383, propagate_backward_time: 782.4733276367, weight_update_time: 1.0862270594, other_time: 11.8381347656
epoch time: 101.6402435303s, input_fired_time: 1.2189989090, output_fired_time: 0.0000000000, propagate_forward_time: 98.3354034424, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0858383179
validation[          , genome  6370] predictions:    5913/  10000 (59.13%), best:    5925/10000 (59.25%), error:     12581.15527, best error:     12368.47559 on epoch:    39, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 1308.5162353516s, input_fired_time: 9.7736721039, output_fired_time: 9.2565221786, propagate_forward_time: 493.9850158691, propagate_backward_time: 783.6599731445, weight_update_time: 1.0831431150, other_time: 11.8411254883
epoch time: 101.8015518188s, input_fired_time: 1.2156252861, output_fired_time: 0.0000000000, propagate_forward_time: 98.4830780029, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1028518677
validation[          , genome  6370] predictions:    5817/  10000 (58.17%), best:    5925/10000 (59.25%), error:     12638.40039, best error:     12368.47559 on epoch:    39, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 1306.1898193359s, input_fired_time: 9.7599229813, output_fired_time: 9.2247447968, propagate_forward_time: 492.9754028320, propagate_backward_time: 782.3566284180, weight_update_time: 1.0863770247, other_time: 11.8731689453
epoch time: 101.6243515015s, input_fired_time: 1.2161697149, output_fired_time: 0.0000000000, propagate_forward_time: 98.3115005493, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0966796875
validation[          , genome  6370] predictions:    5971/  10000 (59.71%), best:    5971/10000 (59.71%), error:     12267.53906, best error:     12267.53906 on epoch:    46, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 1307.2430419922s, input_fired_time: 9.7961959839, output_fired_time: 9.2470045090, propagate_forward_time: 493.2140502930, propagate_backward_time: 783.1290283203, weight_update_time: 1.0837664604, other_time: 11.8568725586
epoch time: 101.9899749756s, input_fired_time: 1.2262595892, output_fired_time: 0.0000000000, propagate_forward_time: 98.6675262451, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0961914063
validation[          , genome  6370] predictions:    5950/  10000 (59.50%), best:    5971/10000 (59.71%), error:     12445.21582, best error:     12267.53906 on epoch:    46, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 1308.8609619141s, input_fired_time: 9.7863349915, output_fired_time: 9.2538719177, propagate_forward_time: 493.7186889648, propagate_backward_time: 784.2028808594, weight_update_time: 1.0891666412, other_time: 11.8991088867
epoch time: 102.0283050537s, input_fired_time: 1.2272061110, output_fired_time: 0.0000000000, propagate_forward_time: 98.7067413330, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0943603516
validation[          , genome  6370] predictions:    5949/  10000 (59.49%), best:    5971/10000 (59.71%), error:     12587.41992, best error:     12267.53906 on epoch:    46, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 1309.1185302734s, input_fired_time: 9.7934722900, output_fired_time: 9.2601928711, propagate_forward_time: 493.7245483398, propagate_backward_time: 784.4337158203, weight_update_time: 1.1008408070, other_time: 11.9066772461
epoch time: 102.6908340454s, input_fired_time: 1.4169600010, output_fired_time: 0.0000000000, propagate_forward_time: 99.1930999756, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0807723999
validation[          , genome  6370] predictions:    5935/  10000 (59.35%), best:    5971/10000 (59.71%), error:     12554.37305, best error:     12267.53906 on epoch:    46, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 1308.1629638672s, input_fired_time: 9.8054790497, output_fired_time: 9.2408475876, propagate_forward_time: 493.4841308594, propagate_backward_time: 783.7805786133, weight_update_time: 1.0788568258, other_time: 11.8519897461
epoch time: 101.9675827026s, input_fired_time: 1.2156459093, output_fired_time: 0.0000000000, propagate_forward_time: 98.6412048340, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1107330322
validation[          , genome  6370] predictions:    6005/  10000 (60.05%), best:    6005/10000 (60.05%), error:     12088.10645, best error:     12088.10645 on epoch:    50, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 1309.0180664063s, input_fired_time: 9.8206396103, output_fired_time: 9.2508983612, propagate_forward_time: 494.1048889160, propagate_backward_time: 783.9407958984, weight_update_time: 1.0934263468, other_time: 11.9008789063
epoch time: 102.2256164551s, input_fired_time: 1.2354274988, output_fired_time: 0.0000000000, propagate_forward_time: 98.8947830200, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0954055786
validation[          , genome  6370] predictions:    6022/  10000 (60.22%), best:    6022/10000 (60.22%), error:     12046.31055, best error:     12046.31055 on epoch:    51, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 1314.5263671875s, input_fired_time: 9.8510046005, output_fired_time: 9.2765464783, propagate_forward_time: 496.0348205566, propagate_backward_time: 787.4344482422, weight_update_time: 1.0931541920, other_time: 11.9296875000
epoch time: 102.1235656738s, input_fired_time: 1.2327436209, output_fired_time: 0.0000000000, propagate_forward_time: 98.7856445313, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1051788330
validation[          , genome  6370] predictions:    5978/  10000 (59.78%), best:    6022/10000 (60.22%), error:     12388.21582, best error:     12046.31055 on epoch:    51, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 1309.8168945313s, input_fired_time: 9.8706626892, output_fired_time: 9.2410745621, propagate_forward_time: 493.8953552246, propagate_backward_time: 784.9443359375, weight_update_time: 1.0824218988, other_time: 11.8654785156
epoch time: 102.0753860474s, input_fired_time: 1.2201266289, output_fired_time: 0.0000000000, propagate_forward_time: 98.7607498169, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0945129395
validation[          , genome  6370] predictions:    6026/  10000 (60.26%), best:    6022/10000 (60.22%), error:     12251.71094, best error:     12046.31055 on epoch:    51, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 1309.2814941406s, input_fired_time: 9.8477392197, output_fired_time: 9.2694921494, propagate_forward_time: 494.3177795410, propagate_backward_time: 783.9050292969, weight_update_time: 1.0914018154, other_time: 11.9414062500
epoch time: 101.9090957642s, input_fired_time: 1.2329477072, output_fired_time: 0.0000000000, propagate_forward_time: 98.5746765137, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1014709473
validation[          , genome  6370] predictions:    5948/  10000 (59.48%), best:    6022/10000 (60.22%), error:     12227.71680, best error:     12046.31055 on epoch:    51, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 1308.6820068359s, input_fired_time: 9.8395309448, output_fired_time: 9.2727518082, propagate_forward_time: 493.8618469238, propagate_backward_time: 783.8386230469, weight_update_time: 1.0823510885, other_time: 11.8693847656
epoch time: 102.2406539917s, input_fired_time: 1.2314206362, output_fired_time: 0.0000000000, propagate_forward_time: 98.9086303711, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1006011963
validation[          , genome  6370] predictions:    6106/  10000 (61.06%), best:    6106/10000 (61.06%), error:     11910.59961, best error:     11910.59961 on epoch:    55, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 1308.6331787109s, input_fired_time: 9.8478088379, output_fired_time: 9.2413873672, propagate_forward_time: 494.0111083984, propagate_backward_time: 783.5861816406, weight_update_time: 1.0964065790, other_time: 11.9467773438
epoch time: 102.3294906616s, input_fired_time: 1.2455655336, output_fired_time: 0.0000000000, propagate_forward_time: 99.0015640259, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0823593140
validation[          , genome  6370] predictions:    6020/  10000 (60.20%), best:    6106/10000 (61.06%), error:     12057.04785, best error:     11910.59961 on epoch:    55, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 1310.2454833984s, input_fired_time: 9.8773460388, output_fired_time: 9.2416267395, propagate_forward_time: 494.8563232422, propagate_backward_time: 784.3900756836, weight_update_time: 1.0883044004, other_time: 11.8801879883
epoch time: 102.0233306885s, input_fired_time: 1.2396625280, output_fired_time: 0.0000000000, propagate_forward_time: 98.6871871948, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0964813232
validation[          , genome  6370] predictions:    6090/  10000 (60.90%), best:    6106/10000 (61.06%), error:     11975.46387, best error:     11910.59961 on epoch:    55, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 1404.9476318359s, input_fired_time: 10.6229295731, output_fired_time: 10.1463041306, propagate_forward_time: 531.1569213867, propagate_backward_time: 840.5761108398, weight_update_time: 1.1547495127, other_time: 12.4453125000
epoch time: 102.0080718994s, input_fired_time: 1.2421380281, output_fired_time: 0.0000000000, propagate_forward_time: 98.6627883911, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1031417847
validation[          , genome  6370] predictions:    6127/  10000 (61.27%), best:    6127/10000 (61.27%), error:     11858.27344, best error:     11858.27344 on epoch:    58, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 1309.2476806641s, input_fired_time: 9.8610630035, output_fired_time: 9.2398271561, propagate_forward_time: 493.8517761230, propagate_backward_time: 784.4118041992, weight_update_time: 1.0872950554, other_time: 11.8831176758
epoch time: 102.0274276733s, input_fired_time: 1.2431416512, output_fired_time: 0.0000000000, propagate_forward_time: 98.6781387329, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1061477661
validation[          , genome  6370] predictions:    6036/  10000 (60.36%), best:    6127/10000 (61.27%), error:     12265.02832, best error:     11858.27344 on epoch:    58, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 1314.5747070313s, input_fired_time: 9.9061450958, output_fired_time: 9.2960014343, propagate_forward_time: 495.8022460938, propagate_backward_time: 787.6424560547, weight_update_time: 1.0901895761, other_time: 11.9278564453
epoch time: 102.4388275146s, input_fired_time: 1.2441135645, output_fired_time: 0.0000000000, propagate_forward_time: 99.0646438599, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1300735474
validation[          , genome  6370] predictions:    6110/  10000 (61.10%), best:    6127/10000 (61.27%), error:     11984.57910, best error:     11858.27344 on epoch:    58, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 1308.3493652344s, input_fired_time: 9.8862390518, output_fired_time: 9.2445373535, propagate_forward_time: 493.9194946289, propagate_backward_time: 783.4325561523, weight_update_time: 1.0926702023, other_time: 11.8665771484
epoch time: 101.9777297974s, input_fired_time: 1.2415148020, output_fired_time: 0.0000000000, propagate_forward_time: 98.6466369629, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0895767212
validation[          , genome  6370] predictions:    6094/  10000 (60.94%), best:    6127/10000 (61.27%), error:     11937.27051, best error:     11858.27344 on epoch:    58, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 1309.9265136719s, input_fired_time: 9.8903570175, output_fired_time: 9.3059329987, propagate_forward_time: 494.0936279297, propagate_backward_time: 784.7551269531, weight_update_time: 1.0919191837, other_time: 11.8814697266
epoch time: 102.1887359619s, input_fired_time: 1.2468403578, output_fired_time: 0.0000000000, propagate_forward_time: 98.8419570923, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0999374390
validation[          , genome  6370] predictions:    6073/  10000 (60.73%), best:    6127/10000 (61.27%), error:     12065.45996, best error:     11858.27344 on epoch:    58, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 1308.6623535156s, input_fired_time: 9.9068078995, output_fired_time: 9.2210712433, propagate_forward_time: 493.8517150879, propagate_backward_time: 783.7761230469, weight_update_time: 1.0878428221, other_time: 11.9066162109
epoch time: 102.1821670532s, input_fired_time: 1.2515704632, output_fired_time: 0.0000000000, propagate_forward_time: 98.8275985718, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1029968262
validation[          , genome  6370] predictions:    6188/  10000 (61.88%), best:    6188/10000 (61.88%), error:     11691.70703, best error:     11691.70703 on epoch:    63, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 1310.5804443359s, input_fired_time: 9.9207496643, output_fired_time: 9.2354621887, propagate_forward_time: 494.9309997559, propagate_backward_time: 784.6287231445, weight_update_time: 1.0867561102, other_time: 11.8644409180
epoch time: 102.3516540527s, input_fired_time: 1.2474154234, output_fired_time: 0.0000000000, propagate_forward_time: 99.0043411255, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0998992920
validation[          , genome  6370] predictions:    6083/  10000 (60.83%), best:    6188/10000 (61.88%), error:     11767.09180, best error:     11691.70703 on epoch:    63, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 1310.7637939453s, input_fired_time: 9.9413719177, output_fired_time: 9.2682390213, propagate_forward_time: 494.5788269043, propagate_backward_time: 785.1246948242, weight_update_time: 1.0883272886, other_time: 11.8506469727
epoch time: 101.9126129150s, input_fired_time: 1.2556624413, output_fired_time: 0.0000000000, propagate_forward_time: 98.5716018677, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0853500366
validation[          , genome  6370] predictions:    6163/  10000 (61.63%), best:    6188/10000 (61.88%), error:     11760.74316, best error:     11691.70703 on epoch:    63, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 1310.9355468750s, input_fired_time: 9.9360523224, output_fired_time: 9.3056163788, propagate_forward_time: 494.4347839355, propagate_backward_time: 785.4025878906, weight_update_time: 1.0915554762, other_time: 11.8564453125
epoch time: 102.3519439697s, input_fired_time: 1.2505431175, output_fired_time: 0.0000000000, propagate_forward_time: 99.0052032471, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0961990356
validation[          , genome  6370] predictions:    6181/  10000 (61.81%), best:    6188/10000 (61.88%), error:     11712.21680, best error:     11691.70703 on epoch:    63, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 1338.4719238281s, input_fired_time: 10.1045093536, output_fired_time: 9.5218925476, propagate_forward_time: 505.8137817383, propagate_backward_time: 800.9537353516, weight_update_time: 1.0972722769, other_time: 12.0780639648
epoch time: 102.7219390869s, input_fired_time: 1.2539621592, output_fired_time: 0.0000000000, propagate_forward_time: 99.3686447144, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0993347168
validation[          , genome  6370] predictions:    6090/  10000 (60.90%), best:    6188/10000 (61.88%), error:     11854.98340, best error:     11691.70703 on epoch:    63, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 1315.3216552734s, input_fired_time: 9.9815244675, output_fired_time: 9.2743844986, propagate_forward_time: 496.2759399414, propagate_backward_time: 787.8754272461, weight_update_time: 1.0944923162, other_time: 11.9143066406
epoch time: 101.8960800171s, input_fired_time: 1.2522599697, output_fired_time: 0.0000000000, propagate_forward_time: 98.5497207642, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0941009521
validation[          , genome  6370] predictions:    6175/  10000 (61.75%), best:    6188/10000 (61.88%), error:     11801.44336, best error:     11691.70703 on epoch:    63, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 1310.6743164063s, input_fired_time: 9.9499406815, output_fired_time: 9.2734756470, propagate_forward_time: 494.4203796387, propagate_backward_time: 785.1420898438, weight_update_time: 1.0883607864, other_time: 11.8884277344
epoch time: 101.9621582031s, input_fired_time: 1.2443500757, output_fired_time: 0.0000000000, propagate_forward_time: 98.6487350464, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0690765381
validation[          , genome  6370] predictions:    6098/  10000 (60.98%), best:    6188/10000 (61.88%), error:     11967.46094, best error:     11691.70703 on epoch:    63, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 1308.4055175781s, input_fired_time: 9.9321937561, output_fired_time: 9.2283182144, propagate_forward_time: 493.6202697754, propagate_backward_time: 783.7202758789, weight_update_time: 1.0915056467, other_time: 11.9044799805
epoch time: 102.0830230713s, input_fired_time: 1.2607582808, output_fired_time: 0.0000000000, propagate_forward_time: 98.7222976685, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0999679565
validation[          , genome  6370] predictions:    6244/  10000 (62.44%), best:    6244/10000 (62.44%), error:     11590.47266, best error:     11590.47266 on epoch:    70, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 1309.4628906250s, input_fired_time: 9.9555568695, output_fired_time: 9.2566642761, propagate_forward_time: 494.0674133301, propagate_backward_time: 784.2930297852, weight_update_time: 1.0870255232, other_time: 11.8901977539
epoch time: 102.4422302246s, input_fired_time: 1.2543051243, output_fired_time: 0.0000000000, propagate_forward_time: 99.1037063599, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0842208862
validation[          , genome  6370] predictions:    6223/  10000 (62.23%), best:    6244/10000 (62.44%), error:     11727.50586, best error:     11590.47266 on epoch:    70, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 1312.7980957031s, input_fired_time: 9.9628190994, output_fired_time: 9.2667312622, propagate_forward_time: 495.2406311035, propagate_backward_time: 786.1356811523, weight_update_time: 1.0988756418, other_time: 12.1923217773
epoch time: 101.8213653564s, input_fired_time: 1.2539597750, output_fired_time: 0.0000000000, propagate_forward_time: 98.4638977051, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1035079956
validation[          , genome  6370] predictions:    6111/  10000 (61.11%), best:    6244/10000 (62.44%), error:     11941.98242, best error:     11590.47266 on epoch:    70, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 1266.4753417969s, input_fired_time: 9.7551774979, output_fired_time: 8.9573774338, propagate_forward_time: 476.0572204590, propagate_backward_time: 760.0172729492, weight_update_time: 1.0741074085, other_time: 11.6882934570
epoch time: 92.3282241821s, input_fired_time: 1.1736663580, output_fired_time: 0.0000000000, propagate_forward_time: 89.1609420776, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9936141968
validation[          , genome  6370] predictions:    6186/  10000 (61.86%), best:    6244/10000 (62.44%), error:     11618.26563, best error:     11590.47266 on epoch:    70, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 1190.3983154297s, input_fired_time: 9.3884401321, output_fired_time: 8.5005264282, propagate_forward_time: 444.6493225098, propagate_backward_time: 716.6137084961, weight_update_time: 1.0358465910, other_time: 11.2463989258
epoch time: 92.0711975098s, input_fired_time: 1.1675747633, output_fired_time: 0.0000000000, propagate_forward_time: 88.9296493530, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9739761353
validation[          , genome  6370] predictions:    6153/  10000 (61.53%), best:    6244/10000 (62.44%), error:     12204.64258, best error:     11590.47266 on epoch:    70, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 1195.0583496094s, input_fired_time: 9.4175567627, output_fired_time: 8.4884948730, propagate_forward_time: 446.7141113281, propagate_backward_time: 719.1192626953, weight_update_time: 1.0407378674, other_time: 11.3188476563
epoch time: 92.2269363403s, input_fired_time: 1.1783995628, output_fired_time: 0.0000000000, propagate_forward_time: 89.0823974609, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9661407471
validation[          , genome  6370] predictions:    6085/  10000 (60.85%), best:    6244/10000 (62.44%), error:     11998.69238, best error:     11590.47266 on epoch:    70, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 1195.8857421875s, input_fired_time: 9.4190111160, output_fired_time: 8.5164241791, propagate_forward_time: 446.5462646484, propagate_backward_time: 720.1026611328, weight_update_time: 1.0359580517, other_time: 11.3012695313
epoch time: 92.3841323853s, input_fired_time: 1.1796728373, output_fired_time: 0.0000000000, propagate_forward_time: 89.2354583740, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9690017700
validation[          , genome  6370] predictions:    6159/  10000 (61.59%), best:    6244/10000 (62.44%), error:     11930.03906, best error:     11590.47266 on epoch:    70, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 1190.1051025391s, input_fired_time: 9.3969173431, output_fired_time: 8.5090522766, propagate_forward_time: 444.4274291992, propagate_backward_time: 716.5206298828, weight_update_time: 1.0289404392, other_time: 11.2510375977
epoch time: 92.1795654297s, input_fired_time: 1.1750665903, output_fired_time: 0.0000000000, propagate_forward_time: 89.0133361816, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9911651611
validation[          , genome  6370] predictions:    6149/  10000 (61.49%), best:    6244/10000 (62.44%), error:     11807.19434, best error:     11590.47266 on epoch:    70, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 1134.6409912109s, input_fired_time: 9.1236581802, output_fired_time: 8.0891742706, propagate_forward_time: 421.6857299805, propagate_backward_time: 684.8184814453, weight_update_time: 1.0003516674, other_time: 10.9238891602
epoch time: 83.9726562500s, input_fired_time: 1.1066462994, output_fired_time: 0.0000000000, propagate_forward_time: 80.9662399292, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8997726440
validation[          , genome  6370] predictions:    6197/  10000 (61.97%), best:    6244/10000 (62.44%), error:     11639.45996, best error:     11590.47266 on epoch:    70, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 1092.8264160156s, input_fired_time: 8.9382886887, output_fired_time: 7.8116617203, propagate_forward_time: 404.7981262207, propagate_backward_time: 660.5902709961, weight_update_time: 0.9818253517, other_time: 10.6881713867
epoch time: 83.7183074951s, input_fired_time: 1.1045159101, output_fired_time: 0.0000000000, propagate_forward_time: 80.7609405518, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8528518677
validation[          , genome  6370] predictions:    6113/  10000 (61.13%), best:    6244/10000 (62.44%), error:     11928.96289, best error:     11590.47266 on epoch:    70, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 1089.9899902344s, input_fired_time: 8.9198942184, output_fired_time: 7.8075823784, propagate_forward_time: 403.2817687988, propagate_backward_time: 659.2706909180, weight_update_time: 0.9782983065, other_time: 10.7100219727
epoch time: 83.7779693604s, input_fired_time: 1.1062157154, output_fired_time: 0.0000000000, propagate_forward_time: 80.7841567993, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8875961304
validation[          , genome  6370] predictions:    6163/  10000 (61.63%), best:    6244/10000 (62.44%), error:     11844.71582, best error:     11590.47266 on epoch:    70, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 1090.6767578125s, input_fired_time: 8.9299516678, output_fired_time: 7.7792634964, propagate_forward_time: 403.6554870605, propagate_backward_time: 659.6682739258, weight_update_time: 0.9764233828, other_time: 10.6437377930
epoch time: 83.9661865234s, input_fired_time: 1.1057205200, output_fired_time: 0.0000000000, propagate_forward_time: 80.9827194214, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8777465820
validation[          , genome  6370] predictions:    6239/  10000 (62.39%), best:    6244/10000 (62.44%), error:     11775.69629, best error:     11590.47266 on epoch:    70, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 1088.9920654297s, input_fired_time: 8.9179782867, output_fired_time: 7.7723355293, propagate_forward_time: 403.1533813477, propagate_backward_time: 658.5024414063, weight_update_time: 0.9794376493, other_time: 10.6459350586
epoch time: 83.3242492676s, input_fired_time: 1.0992639065, output_fired_time: 0.0000000000, propagate_forward_time: 80.3283157349, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8966674805
validation[          , genome  6370] predictions:    6184/  10000 (61.84%), best:    6244/10000 (62.44%), error:     11747.41895, best error:     11590.47266 on epoch:    70, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 1087.1824951172s, input_fired_time: 8.9199609756, output_fired_time: 7.7564296722, propagate_forward_time: 402.9209594727, propagate_backward_time: 656.8868408203, weight_update_time: 0.9863128662, other_time: 10.6983032227
epoch time: 83.5312881470s, input_fired_time: 1.1068421602, output_fired_time: 0.0000000000, propagate_forward_time: 80.5359115601, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8885345459
validation[          , genome  6370] predictions:    6165/  10000 (61.65%), best:    6244/10000 (62.44%), error:     11944.19141, best error:     11590.47266 on epoch:    70, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 1094.0927734375s, input_fired_time: 8.9461164474, output_fired_time: 7.8250002861, propagate_forward_time: 405.0068054199, propagate_backward_time: 661.6252441406, weight_update_time: 0.9887828827, other_time: 10.6895751953
epoch time: 83.3709106445s, input_fired_time: 1.1056346893, output_fired_time: 0.0000000000, propagate_forward_time: 80.3873291016, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8779449463
validation[          , genome  6370] predictions:    6193/  10000 (61.93%), best:    6244/10000 (62.44%), error:     11624.87207, best error:     11590.47266 on epoch:    70, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 1084.6092529297s, input_fired_time: 8.9115610123, output_fired_time: 7.7177643776, propagate_forward_time: 401.5765380859, propagate_backward_time: 655.7738037109, weight_update_time: 0.9780696034, other_time: 10.6295166016
epoch time: 83.2878417969s, input_fired_time: 1.1024394035, output_fired_time: 0.0000000000, propagate_forward_time: 80.3153305054, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8700714111
validation[          , genome  6370] predictions:    6210/  10000 (62.10%), best:    6244/10000 (62.44%), error:     11665.17578, best error:     11590.47266 on epoch:    70, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 1087.1721191406s, input_fired_time: 8.9271402359, output_fired_time: 7.7502341270, propagate_forward_time: 402.8884582520, propagate_backward_time: 656.9772338867, weight_update_time: 0.9812366366, other_time: 10.6290893555
epoch time: 83.4478607178s, input_fired_time: 1.1052131653, output_fired_time: 0.0000000000, propagate_forward_time: 80.4568328857, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8858184814
validation[          , genome  6370] predictions:    6219/  10000 (62.19%), best:    6244/10000 (62.44%), error:     11690.58984, best error:     11590.47266 on epoch:    70, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 1089.1270751953s, input_fired_time: 8.9392843246, output_fired_time: 7.7523846626, propagate_forward_time: 403.1705322266, propagate_backward_time: 658.6083984375, weight_update_time: 0.9834215641, other_time: 10.6563720703
epoch time: 83.6124267578s, input_fired_time: 1.1089179516, output_fired_time: 0.0000000000, propagate_forward_time: 80.6212844849, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8822250366
validation[          , genome  6370] predictions:    6208/  10000 (62.08%), best:    6244/10000 (62.44%), error:     11804.63477, best error:     11590.47266 on epoch:    70, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 1090.1351318359s, input_fired_time: 8.9478950500, output_fired_time: 7.7674913406, propagate_forward_time: 403.9592285156, propagate_backward_time: 658.8208007813, weight_update_time: 0.9813767672, other_time: 10.6397705078
epoch time: 83.4330596924s, input_fired_time: 1.1078304052, output_fired_time: 0.0000000000, propagate_forward_time: 80.4315948486, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8936309814
validation[          , genome  6370] predictions:    6221/  10000 (62.21%), best:    6244/10000 (62.44%), error:     11667.37207, best error:     11590.47266 on epoch:    70, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 1087.4650878906s, input_fired_time: 8.9271135330, output_fired_time: 7.7669630051, propagate_forward_time: 402.6762695313, propagate_backward_time: 657.4666137695, weight_update_time: 0.9757779837, other_time: 10.6281127930
epoch time: 83.5080947876s, input_fired_time: 1.1071995497, output_fired_time: 0.0000000000, propagate_forward_time: 80.5534057617, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8474884033
validation[          , genome  6370] predictions:    6185/  10000 (61.85%), best:    6244/10000 (62.44%), error:     11785.61035, best error:     11590.47266 on epoch:    70, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 1087.9534912109s, input_fired_time: 8.9362936020, output_fired_time: 7.7619156837, propagate_forward_time: 402.6059570313, propagate_backward_time: 657.9708862305, weight_update_time: 0.9759673476, other_time: 10.6784057617
epoch time: 84.0201339722s, input_fired_time: 1.1114298105, output_fired_time: 0.0000000000, propagate_forward_time: 81.0370178223, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8716888428
validation[          , genome  6370] predictions:    6236/  10000 (62.36%), best:    6244/10000 (62.44%), error:     11644.51660, best error:     11590.47266 on epoch:    70, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 1091.1580810547s, input_fired_time: 8.9621963501, output_fired_time: 7.7999525070, propagate_forward_time: 403.5162963867, propagate_backward_time: 660.2404785156, weight_update_time: 0.9847133756, other_time: 10.6392211914
epoch time: 83.4883270264s, input_fired_time: 1.1094015837, output_fired_time: 0.0000000000, propagate_forward_time: 80.5088882446, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8700408936
validation[          , genome  6370] predictions:    6202/  10000 (62.02%), best:    6244/10000 (62.44%), error:     11719.63770, best error:     11590.47266 on epoch:    70, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 1086.2015380859s, input_fired_time: 8.9504089355, output_fired_time: 7.7710413933, propagate_forward_time: 402.3696899414, propagate_backward_time: 656.4815673828, weight_update_time: 0.9816243649, other_time: 10.6288452148
epoch time: 83.1980361938s, input_fired_time: 1.1043283939, output_fired_time: 0.0000000000, propagate_forward_time: 80.2239151001, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8697891235
validation[          , genome  6370] predictions:    6203/  10000 (62.03%), best:    6244/10000 (62.44%), error:     11777.19727, best error:     11590.47266 on epoch:    70, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 1083.9315185547s, input_fired_time: 8.9335765839, output_fired_time: 7.7357034683, propagate_forward_time: 401.1640930176, propagate_backward_time: 655.4984741211, weight_update_time: 0.9759131074, other_time: 10.5996704102
epoch time: 83.3685302734s, input_fired_time: 1.1097412109, output_fired_time: 0.0000000000, propagate_forward_time: 80.3883514404, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8704376221
validation[          , genome  6370] predictions:    6220/  10000 (62.20%), best:    6244/10000 (62.44%), error:     11688.05957, best error:     11590.47266 on epoch:    70, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 1089.8740234375s, input_fired_time: 8.9606704712, output_fired_time: 7.7955856323, propagate_forward_time: 403.2221374512, propagate_backward_time: 659.2246704102, weight_update_time: 0.9749092460, other_time: 10.6709594727
epoch time: 83.1154022217s, input_fired_time: 1.1094236374, output_fired_time: 0.0000000000, propagate_forward_time: 80.1384735107, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8675079346
validation[          , genome  6370] predictions:    6212/  10000 (62.12%), best:    6244/10000 (62.44%), error:     11749.51660, best error:     11590.47266 on epoch:    70, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 1086.7609863281s, input_fired_time: 8.9559249878, output_fired_time: 7.7200570107, propagate_forward_time: 402.2080383301, propagate_backward_time: 657.2145996094, weight_update_time: 0.9781555533, other_time: 10.6623535156
epoch time: 83.3422088623s, input_fired_time: 1.1090669632, output_fired_time: 0.0000000000, propagate_forward_time: 80.3590927124, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8740463257
validation[          , genome  6370] predictions:    6235/  10000 (62.35%), best:    6244/10000 (62.44%), error:     11719.57324, best error:     11590.47266 on epoch:    70, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 1088.7404785156s, input_fired_time: 8.9591999054, output_fired_time: 7.7278800011, propagate_forward_time: 403.0499267578, propagate_backward_time: 658.3923339844, weight_update_time: 0.9744774103, other_time: 10.6110839844
epoch time: 83.6194458008s, input_fired_time: 1.1155328751, output_fired_time: 0.0000000000, propagate_forward_time: 80.6254882813, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8784255981
validation[          , genome  6370] predictions:    6172/  10000 (61.72%), best:    6244/10000 (62.44%), error:     11779.12109, best error:     11590.47266 on epoch:    70, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 1106.9741210938s, input_fired_time: 9.0635967255, output_fired_time: 7.8875985146, propagate_forward_time: 410.8428344727, propagate_backward_time: 668.4464111328, weight_update_time: 0.9908245206, other_time: 10.7337036133
epoch time: 83.3737945557s, input_fired_time: 1.1092410088, output_fired_time: 0.0000000000, propagate_forward_time: 80.3986434937, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8659133911
validation[          , genome  6370] predictions:    6235/  10000 (62.35%), best:    6244/10000 (62.44%), error:     11658.29688, best error:     11590.47266 on epoch:    70, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 1042.1247558594s, input_fired_time: 8.7662019730, output_fired_time: 7.4226326942, propagate_forward_time: 384.5861206055, propagate_backward_time: 630.9279174805, weight_update_time: 0.9660717845, other_time: 10.4218750000
epoch time: 76.6135101318s, input_fired_time: 1.0545501709, output_fired_time: 0.0000000000, propagate_forward_time: 73.7613372803, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7976226807
validation[          , genome  6370] predictions:    6217/  10000 (62.17%), best:    6244/10000 (62.44%), error:     11713.82031, best error:     11590.47266 on epoch:    70, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 1004.2117919922s, input_fired_time: 8.5833425522, output_fired_time: 7.2302560806, propagate_forward_time: 369.0793762207, propagate_backward_time: 609.1696166992, weight_update_time: 0.9353576303, other_time: 10.1492309570
epoch time: 75.3372802734s, input_fired_time: 1.0456216335, output_fired_time: 0.0000000000, propagate_forward_time: 72.5044326782, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7872238159
validation[          , genome  6370] predictions:    6232/  10000 (62.32%), best:    6244/10000 (62.44%), error:     11705.87695, best error:     11590.47266 on epoch:    70, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 987.7258300781s, input_fired_time: 8.5215578079, output_fired_time: 7.1154856682, propagate_forward_time: 362.4527587891, propagate_backward_time: 599.5749511719, weight_update_time: 0.9304690361, other_time: 10.0610961914
epoch time: 68.1546783447s, input_fired_time: 0.9849291444, output_fired_time: 0.0000000000, propagate_forward_time: 65.4581604004, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7115859985
validation[          , genome  6370] predictions:    6208/  10000 (62.08%), best:    6244/10000 (62.44%), error:     11733.19531, best error:     11590.47266 on epoch:    70, 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: 338.9346008301s, input_fired_time: 4.8243451118, output_fired_time: 0.0000000000, propagate_forward_time: 325.6302795410, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.4799804688
best training[          , genome  6370] predictions:   39646/  50000 (79.29%), best:    6244/10000 (62.44%), error:     30937.81055, best error:     11590.47266 on epoch:    70, 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: 68.0367355347s, input_fired_time: 0.9678810835, output_fired_time: 0.0000000000, propagate_forward_time: 65.3681411743, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7007141113
   testing[          , genome  6370] predictions:    6244/  10000 (62.44%), best:    6244/10000 (62.44%), error:     11590.47266, best error:     11590.47266 on epoch:    70, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
03:09:27 (5720): called boinc_finish(0)

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