Nameexact_genome_1542727803_186_6424_1
Workunit4101264
Created20 Nov 2018, 19:23:17 UTC
Sent20 Nov 2018, 19:26:14 UTC
Report deadline15 Feb 2019, 16:01:09 UTC
Received23 Nov 2018, 21:11:25 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID88437
Run time1 days 2 hours 31 min 33 sec
CPU time1 days 2 hours 3 min 48 sec
Validate stateValid
Credit21,714.40
Device peak FLOPS4.09 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size537.40 MB
Peak swap size558.77 MB
Peak disk usage10.19 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
gate_backward_time: 533.9479370117, weight_update_time: 0.5594744086, other_time: 11.7063598633
epoch time: 64.2272186279s, input_fired_time: 0.8954144716, output_fired_time: 0.0000000000, propagate_forward_time: 61.3565940857, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9752082825
validation[          , genome  6424] predictions:    5941/  10000 (59.41%), best:    5941/10000 (59.41%), error:     11634.34863, best error:     11634.34863 on epoch:    15, epoch:   15/100, mu: 0.8248410821, learning_rate: 0.0011458263, weight_decay: 0.0002261691

epoch time: 864.6838989258s, input_fired_time: 14.7399358749, output_fired_time: 4.9925246239, propagate_forward_time: 302.2629394531, propagate_backward_time: 530.7921752930, weight_update_time: 0.5725392103, other_time: 11.8963012695
epoch time: 68.0110931396s, input_fired_time: 0.8853484392, output_fired_time: 0.0000000000, propagate_forward_time: 65.1676330566, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9581146240
validation[          , genome  6424] predictions:    6038/  10000 (60.38%), best:    6038/10000 (60.38%), error:     11497.46094, best error:     11497.46094 on epoch:    16, epoch:   16/100, mu: 0.8355031610, learning_rate: 0.0010763847, weight_decay: 0.0002158768

epoch time: 869.8674926758s, input_fired_time: 14.8342609406, output_fired_time: 5.0074830055, propagate_forward_time: 304.0890197754, propagate_backward_time: 534.1489868164, weight_update_time: 0.5596766472, other_time: 11.7876586914
epoch time: 63.7611007690s, input_fired_time: 0.8697537184, output_fired_time: 0.0000000000, propagate_forward_time: 60.9381561279, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9531898499
validation[          , genome  6424] predictions:    5878/  10000 (58.78%), best:    6038/10000 (60.38%), error:     11926.75098, best error:     11497.46094 on epoch:    16, epoch:   17/100, mu: 0.8454769254, learning_rate: 0.0010111515, weight_decay: 0.0002060529

epoch time: 870.8411865234s, input_fired_time: 14.8637056351, output_fired_time: 5.3115816116, propagate_forward_time: 303.3019714355, propagate_backward_time: 535.3167114258, weight_update_time: 0.5791482329, other_time: 12.0471801758
epoch time: 64.0185699463s, input_fired_time: 0.9040569663, output_fired_time: 0.0000000000, propagate_forward_time: 61.1403465271, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9741668701
validation[          , genome  6424] predictions:    6056/  10000 (60.56%), best:    6056/10000 (60.56%), error:     11454.65625, best error:     11454.65625 on epoch:    18, epoch:   18/100, mu: 0.8548067808, learning_rate: 0.0009498717, weight_decay: 0.0001966760

epoch time: 867.3241577148s, input_fired_time: 14.8083934784, output_fired_time: 5.0031428337, propagate_forward_time: 302.5690307617, propagate_backward_time: 533.2553100586, weight_update_time: 0.5681652427, other_time: 11.6882934570
epoch time: 63.9881439209s, input_fired_time: 0.8826487660, output_fired_time: 0.0000000000, propagate_forward_time: 61.1289863586, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9765090942
validation[          , genome  6424] predictions:    5881/  10000 (58.81%), best:    6056/10000 (60.56%), error:     11982.04883, best error:     11454.65625 on epoch:    18, epoch:   19/100, mu: 0.8635343909, learning_rate: 0.0008923057, weight_decay: 0.0001877258

epoch time: 867.3709106445s, input_fired_time: 14.8622007370, output_fired_time: 5.0084061623, propagate_forward_time: 303.2576293945, propagate_backward_time: 532.3094482422, weight_update_time: 0.5638467669, other_time: 11.9332275391
epoch time: 63.7141647339s, input_fired_time: 0.8772673607, output_fired_time: 0.0000000000, propagate_forward_time: 60.9279251099, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9089736938
validation[          , genome  6424] predictions:    5960/  10000 (59.60%), best:    6056/10000 (60.56%), error:     11817.23145, best error:     11454.65625 on epoch:    18, epoch:   20/100, mu: 0.8716985583, learning_rate: 0.0008382284, weight_decay: 0.0001791830

epoch time: 870.7888183594s, input_fired_time: 14.8974056244, output_fired_time: 5.0719137192, propagate_forward_time: 302.8989868164, propagate_backward_time: 536.0752563477, weight_update_time: 0.5606005192, other_time: 11.8452758789
epoch time: 63.8346748352s, input_fired_time: 0.8837065101, output_fired_time: 0.0000000000, propagate_forward_time: 60.9734230042, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9775466919
validation[          , genome  6424] predictions:    5685/  10000 (56.85%), best:    6056/10000 (60.56%), error:     12482.55469, best error:     11454.65625 on epoch:    18, epoch:   21/100, mu: 0.8793356419, learning_rate: 0.0007874285, weight_decay: 0.0001710289

epoch time: 867.9545898438s, input_fired_time: 14.8516836166, output_fired_time: 5.0888738632, propagate_forward_time: 303.6932678223, propagate_backward_time: 532.5468139648, weight_update_time: 0.5527843833, other_time: 11.7739868164
epoch time: 68.0107345581s, input_fired_time: 0.8984100819, output_fired_time: 0.0000000000, propagate_forward_time: 65.1293182373, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9830093384
validation[          , genome  6424] predictions:    6039/  10000 (60.39%), best:    6056/10000 (60.56%), error:     11482.26465, best error:     11454.65625 on epoch:    18, epoch:   22/100, mu: 0.8864797354, learning_rate: 0.0007397071, weight_decay: 0.0001632458

epoch time: 871.5158081055s, input_fired_time: 14.9160461426, output_fired_time: 5.0339455605, propagate_forward_time: 303.6712646484, propagate_backward_time: 535.9622802734, weight_update_time: 0.5561043024, other_time: 11.9322509766
epoch time: 64.2974243164s, input_fired_time: 0.8956755996, output_fired_time: 0.0000000000, propagate_forward_time: 61.4687194824, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9330291748
validation[          , genome  6424] predictions:    5962/  10000 (59.62%), best:    6056/10000 (60.56%), error:     11539.72852, best error:     11454.65625 on epoch:    18, epoch:   23/100, mu: 0.8931626081, learning_rate: 0.0006948779, weight_decay: 0.0001558170

epoch time: 866.4461669922s, input_fired_time: 14.8743591309, output_fired_time: 5.0163278580, propagate_forward_time: 302.8729553223, propagate_backward_time: 531.8798828125, weight_update_time: 0.5533859134, other_time: 11.8026123047
epoch time: 64.9649581909s, input_fired_time: 0.9004082084, output_fired_time: 0.0000000000, propagate_forward_time: 62.0718193054, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9927330017
validation[          , genome  6424] predictions:    5953/  10000 (59.53%), best:    6056/10000 (60.56%), error:     11610.44434, best error:     11454.65625 on epoch:    18, epoch:   24/100, mu: 0.8994140625, learning_rate: 0.0006527656, weight_decay: 0.0001487262

epoch time: 870.1069335938s, input_fired_time: 14.9406204224, output_fired_time: 5.0349445343, propagate_forward_time: 304.3465881348, propagate_backward_time: 533.8733520508, weight_update_time: 0.5549490452, other_time: 11.9114379883
epoch time: 67.8423843384s, input_fired_time: 0.8925958872, output_fired_time: 0.0000000000, propagate_forward_time: 65.0344390869, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9153518677
validation[          , genome  6424] predictions:    6052/  10000 (60.52%), best:    6056/10000 (60.56%), error:     11584.62012, best error:     11454.65625 on epoch:    18, epoch:   25/100, mu: 0.9052619338, learning_rate: 0.0006132054, weight_decay: 0.0001419581

epoch time: 870.4734497070s, input_fired_time: 14.8615045547, output_fired_time: 4.9786291122, propagate_forward_time: 302.8167419434, propagate_backward_time: 536.2796020508, weight_update_time: 0.5472133160, other_time: 11.5369262695
epoch time: 64.1083831787s, input_fired_time: 0.8891522288, output_fired_time: 0.0000000000, propagate_forward_time: 61.2839355469, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9352951050
validation[          , genome  6424] predictions:    5990/  10000 (59.90%), best:    6056/10000 (60.56%), error:     11582.73535, best error:     11454.65625 on epoch:    18, epoch:   26/100, mu: 0.9107323289, learning_rate: 0.0005760427, weight_decay: 0.0001354980

epoch time: 868.7314453125s, input_fired_time: 14.9402761459, output_fired_time: 5.0317935944, propagate_forward_time: 303.7806701660, propagate_backward_time: 533.2098999023, weight_update_time: 0.5548920631, other_time: 11.7688598633
epoch time: 67.6315155029s, input_fired_time: 0.8968351483, output_fired_time: 0.0000000000, propagate_forward_time: 64.7912673950, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9434127808
validation[          , genome  6424] predictions:    6084/  10000 (60.84%), best:    6084/10000 (60.84%), error:     11283.47656, best error:     11283.47656 on epoch:    27, epoch:   27/100, mu: 0.9158495665, learning_rate: 0.0005411322, weight_decay: 0.0001293319

epoch time: 870.0098876953s, input_fired_time: 15.0153779984, output_fired_time: 5.0473546982, propagate_forward_time: 304.0377197266, propagate_backward_time: 533.7661132813, weight_update_time: 0.5684998035, other_time: 12.1433105469
epoch time: 63.8148384094s, input_fired_time: 0.9000276923, output_fired_time: 0.0000000000, propagate_forward_time: 61.0210800171, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8937301636
validation[          , genome  6424] predictions:    6037/  10000 (60.37%), best:    6084/10000 (60.84%), error:     11457.25977, best error:     11283.47656 on epoch:    27, epoch:   28/100, mu: 0.9206364751, learning_rate: 0.0005083375, weight_decay: 0.0001234463

epoch time: 872.1348266602s, input_fired_time: 15.0241012573, output_fired_time: 5.0451049805, propagate_forward_time: 305.6622314453, propagate_backward_time: 534.4477539063, weight_update_time: 0.5539686680, other_time: 11.9556274414
epoch time: 63.7800102234s, input_fired_time: 0.9061637521, output_fired_time: 0.0000000000, propagate_forward_time: 60.9156646729, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9581832886
validation[          , genome  6424] predictions:    5838/  10000 (58.38%), best:    6084/10000 (60.84%), error:     12026.53613, best error:     11283.47656 on epoch:    27, epoch:   29/100, mu: 0.9251143336, learning_rate: 0.0004775302, weight_decay: 0.0001178287

epoch time: 871.6561279297s, input_fired_time: 15.0297403336, output_fired_time: 5.0424280167, propagate_forward_time: 304.5574340820, propagate_backward_time: 534.9591064453, weight_update_time: 0.5578802824, other_time: 12.0674438477
epoch time: 64.1824874878s, input_fired_time: 0.9222564101, output_fired_time: 0.0000000000, propagate_forward_time: 61.2627334595, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9974975586
validation[          , genome  6424] predictions:    6059/  10000 (60.59%), best:    6084/10000 (60.84%), error:     11368.65430, best error:     11283.47656 on epoch:    27, epoch:   30/100, mu: 0.9293031096, learning_rate: 0.0004485899, weight_decay: 0.0001124666

epoch time: 868.4990844727s, input_fired_time: 15.0422735214, output_fired_time: 5.0275979042, propagate_forward_time: 303.5678405762, propagate_backward_time: 533.1362915039, weight_update_time: 0.5625406504, other_time: 11.7250366211
epoch time: 63.8288040161s, input_fired_time: 0.8953192234, output_fired_time: 0.0000000000, propagate_forward_time: 61.1167945862, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8166885376
validation[          , genome  6424] predictions:    6133/  10000 (61.33%), best:    6133/10000 (61.33%), error:     11213.45703, best error:     11213.45703 on epoch:    31, epoch:   31/100, mu: 0.9332214594, learning_rate: 0.0004214036, weight_decay: 0.0001073486

epoch time: 871.2469482422s, input_fired_time: 15.0365362167, output_fired_time: 5.0822291374, propagate_forward_time: 304.5771789551, propagate_backward_time: 534.6827392578, weight_update_time: 0.5567488670, other_time: 11.8682861328
epoch time: 68.6679992676s, input_fired_time: 1.0825352669, output_fired_time: 0.0000000000, propagate_forward_time: 65.6084976196, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9769668579
validation[          , genome  6424] predictions:    6149/  10000 (61.49%), best:    6149/10000 (61.49%), error:     11074.32910, best error:     11074.32910 on epoch:    32, epoch:   32/100, mu: 0.9368868470, learning_rate: 0.0003958649, weight_decay: 0.0001024634

epoch time: 871.8260498047s, input_fired_time: 15.0000972748, output_fired_time: 5.0175366402, propagate_forward_time: 304.9698486328, propagate_backward_time: 534.9742431641, weight_update_time: 0.6142799854, other_time: 11.8643188477
epoch time: 69.5252761841s, input_fired_time: 0.9442521930, output_fired_time: 0.0000000000, propagate_forward_time: 61.8193664551, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.7616577148
validation[          , genome  6424] predictions:    6111/  10000 (61.11%), best:    6149/10000 (61.49%), error:     11279.94531, best error:     11074.32910 on epoch:    32, epoch:   33/100, mu: 0.9403156638, learning_rate: 0.0003718739, weight_decay: 0.0000978006

epoch time: 884.1175537109s, input_fired_time: 15.1564807892, output_fired_time: 5.0915875435, propagate_forward_time: 306.8872070313, propagate_backward_time: 542.9640502930, weight_update_time: 0.5599089265, other_time: 14.0181884766
epoch time: 64.0576171875s, input_fired_time: 0.8882396817, output_fired_time: 0.0000000000, propagate_forward_time: 61.1843376160, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9850387573
validation[          , genome  6424] predictions:    6107/  10000 (61.07%), best:    6149/10000 (61.49%), error:     11410.68652, best error:     11074.32910 on epoch:    32, epoch:   34/100, mu: 0.9435231090, learning_rate: 0.0003493369, weight_decay: 0.0000933500

epoch time: 880.3413085938s, input_fired_time: 15.0553989410, output_fired_time: 5.0560889244, propagate_forward_time: 304.5441284180, propagate_backward_time: 543.8547973633, weight_update_time: 0.5505508184, other_time: 11.8308715820
epoch time: 64.4744567871s, input_fired_time: 0.9283232689, output_fired_time: 0.0000000000, propagate_forward_time: 61.5870056152, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9591293335
validation[          , genome  6424] predictions:    6115/  10000 (61.15%), best:    6149/10000 (61.49%), error:     11356.10059, best error:     11074.32910 on epoch:    32, epoch:   35/100, mu: 0.9465234876, learning_rate: 0.0003281657, weight_decay: 0.0000891019

epoch time: 876.5845947266s, input_fired_time: 15.1279668808, output_fired_time: 5.0772371292, propagate_forward_time: 306.4589538574, propagate_backward_time: 537.7825927734, weight_update_time: 0.5637068748, other_time: 12.1378173828
epoch time: 68.4699401855s, input_fired_time: 0.9017082453, output_fired_time: 0.0000000000, propagate_forward_time: 65.5694503784, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9987792969
validation[          , genome  6424] predictions:    6246/  10000 (62.46%), best:    6246/10000 (62.46%), error:     10866.09082, best error:     10866.09082 on epoch:    36, epoch:   36/100, mu: 0.9493301511, learning_rate: 0.0003082775, weight_decay: 0.0000850471

epoch time: 877.1868286133s, input_fired_time: 15.1757574081, output_fired_time: 5.0711612701, propagate_forward_time: 306.4518127441, propagate_backward_time: 538.6563720703, weight_update_time: 0.5603564978, other_time: 11.8316650391
epoch time: 70.0238037109s, input_fired_time: 0.9495018125, output_fired_time: 0.0000000000, propagate_forward_time: 67.0178527832, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0564498901
validation[          , genome  6424] predictions:    6206/  10000 (62.06%), best:    6246/10000 (62.46%), error:     10884.14453, best error:     10866.09082 on epoch:    36, epoch:   37/100, mu: 0.9519556761, learning_rate: 0.0002895947, weight_decay: 0.0000811769

epoch time: 871.4343261719s, input_fired_time: 14.9905920029, output_fired_time: 5.0257468224, propagate_forward_time: 303.1368408203, propagate_backward_time: 536.5782470703, weight_update_time: 0.5501748323, other_time: 11.7028808594
epoch time: 63.6638793945s, input_fired_time: 0.8983525038, output_fired_time: 0.0000000000, propagate_forward_time: 60.9378738403, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8276519775
validation[          , genome  6424] predictions:    6192/  10000 (61.92%), best:    6246/10000 (62.46%), error:     11029.53320, best error:     10866.09082 on epoch:    36, epoch:   38/100, mu: 0.9544116855, learning_rate: 0.0002720441, weight_decay: 0.0000774828

epoch time: 880.6419677734s, input_fired_time: 15.1485872269, output_fired_time: 5.0525970459, propagate_forward_time: 307.3883056641, propagate_backward_time: 540.5393676758, weight_update_time: 0.5546921492, other_time: 12.5131225586
epoch time: 63.9917984009s, input_fired_time: 0.9233195782, output_fired_time: 0.0000000000, propagate_forward_time: 61.0796966553, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9887809753
validation[          , genome  6424] predictions:    6283/  10000 (62.83%), best:    6283/10000 (62.83%), error:     10852.13574, best error:     10852.13574 on epoch:    39, epoch:   39/100, mu: 0.9567091465, learning_rate: 0.0002555571, weight_decay: 0.0000739567

epoch time: 869.1784667969s, input_fired_time: 15.0322446823, output_fired_time: 5.0535945892, propagate_forward_time: 303.8841857910, propagate_backward_time: 533.4683227539, weight_update_time: 0.5486018062, other_time: 11.7401733398
epoch time: 63.7358398438s, input_fired_time: 0.9183155894, output_fired_time: 0.0000000000, propagate_forward_time: 60.9134979248, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9040260315
validation[          , genome  6424] predictions:    6274/  10000 (62.74%), best:    6274/10000 (62.74%), error:     10818.27930, best error:     10818.27930 on epoch:    40, epoch:   40/100, mu: 0.9588583112, learning_rate: 0.0002400693, weight_decay: 0.0000705912

epoch time: 874.4239501953s, input_fired_time: 15.0797185898, output_fired_time: 5.0442171097, propagate_forward_time: 304.2340087891, propagate_backward_time: 538.0550537109, weight_update_time: 0.5660507679, other_time: 12.0109863281
epoch time: 64.6027603149s, input_fired_time: 0.9311346412, output_fired_time: 0.0000000000, propagate_forward_time: 61.6231651306, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0484619141
validation[          , genome  6424] predictions:    6253/  10000 (62.53%), best:    6253/10000 (62.53%), error:     10762.01367, best error:     10762.01367 on epoch:    41, epoch:   41/100, mu: 0.9608687162, learning_rate: 0.0002255202, weight_decay: 0.0000673788

epoch time: 870.0888671875s, input_fired_time: 14.9831037521, output_fired_time: 5.0296792984, propagate_forward_time: 302.6164550781, propagate_backward_time: 535.5388183594, weight_update_time: 0.5607884526, other_time: 11.9208374023
epoch time: 68.8391647339s, input_fired_time: 1.8108276129, output_fired_time: 0.0000000000, propagate_forward_time: 65.1300888062, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8982467651
validation[          , genome  6424] predictions:    6270/  10000 (62.70%), best:    6253/10000 (62.53%), error:     10854.29395, best error:     10762.01367 on epoch:    41, epoch:   42/100, mu: 0.9627493024, learning_rate: 0.0002118528, weight_decay: 0.0000643126

epoch time: 868.7113647461s, input_fired_time: 15.0813684464, output_fired_time: 5.0607476234, propagate_forward_time: 303.2192993164, propagate_backward_time: 533.0997924805, weight_update_time: 0.5645769238, other_time: 12.2501831055
epoch time: 66.2783432007s, input_fired_time: 0.9276371002, output_fired_time: 0.0000000000, propagate_forward_time: 63.3765792847, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9741287231
validation[          , genome  6424] predictions:    6283/  10000 (62.83%), best:    6253/10000 (62.53%), error:     10783.63086, best error:     10762.01367 on epoch:    41, epoch:   43/100, mu: 0.9645085335, learning_rate: 0.0001990137, weight_decay: 0.0000613859

epoch time: 864.3612060547s, input_fired_time: 14.8972473145, output_fired_time: 4.9830241203, propagate_forward_time: 300.2461547852, propagate_backward_time: 531.9223632813, weight_update_time: 0.5864107013, other_time: 12.3124389648
epoch time: 63.4269943237s, input_fired_time: 0.9197534919, output_fired_time: 0.0000000000, propagate_forward_time: 60.6779479980, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8292922974
validation[          , genome  6424] predictions:    6274/  10000 (62.74%), best:    6253/10000 (62.53%), error:     10805.84668, best error:     10762.01367 on epoch:    41, epoch:   44/100, mu: 0.9661541581, learning_rate: 0.0001869526, weight_decay: 0.0000585924

epoch time: 879.0450439453s, input_fired_time: 15.1360626221, output_fired_time: 5.0231475830, propagate_forward_time: 308.3849487305, propagate_backward_time: 538.2108764648, weight_update_time: 0.5692259669, other_time: 12.2900390625
epoch time: 67.1519622803s, input_fired_time: 0.9395093918, output_fired_time: 0.0000000000, propagate_forward_time: 64.2049789429, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0074768066
validation[          , genome  6424] predictions:    6139/  10000 (61.39%), best:    6253/10000 (62.53%), error:     11167.49023, best error:     10762.01367 on epoch:    41, epoch:   45/100, mu: 0.9676935673, learning_rate: 0.0001756226, weight_decay: 0.0000559260

epoch time: 876.7080688477s, input_fired_time: 15.1779594421, output_fired_time: 5.0864415169, propagate_forward_time: 304.7385559082, propagate_backward_time: 539.1941528320, weight_update_time: 0.5757620335, other_time: 12.5109252930
epoch time: 63.7910423279s, input_fired_time: 0.9253336191, output_fired_time: 0.0000000000, propagate_forward_time: 60.9431762695, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9225311279
validation[          , genome  6424] predictions:    6292/  10000 (62.92%), best:    6292/10000 (62.92%), error:     10710.64941, best error:     10710.64941 on epoch:    46, epoch:   46/100, mu: 0.9691336155, learning_rate: 0.0001649791, weight_decay: 0.0000533810

epoch time: 876.7843017578s, input_fired_time: 15.2391395569, output_fired_time: 5.0719933510, propagate_forward_time: 304.8227233887, propagate_backward_time: 539.2493896484, weight_update_time: 0.5649926066, other_time: 12.4010009766
epoch time: 68.9576492310s, input_fired_time: 0.9786361456, output_fired_time: 0.0000000000, propagate_forward_time: 61.8155059814, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.1635055542
validation[          , genome  6424] predictions:    6224/  10000 (62.24%), best:    6292/10000 (62.92%), error:     11026.37109, best error:     10710.64941 on epoch:    46, epoch:   47/100, mu: 0.9704806805, learning_rate: 0.0001549807, weight_decay: 0.0000509518

epoch time: 871.6978149414s, input_fired_time: 15.2032613754, output_fired_time: 5.0737633705, propagate_forward_time: 304.3411254883, propagate_backward_time: 534.4246215820, weight_update_time: 0.5815094113, other_time: 12.6550292969
epoch time: 68.5148696899s, input_fired_time: 0.9273717403, output_fired_time: 0.0000000000, propagate_forward_time: 65.6369323730, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9505691528
validation[          , genome  6424] predictions:    6268/  10000 (62.68%), best:    6292/10000 (62.92%), error:     10782.62402, best error:     10710.64941 on epoch:    46, epoch:   48/100, mu: 0.9717407823, learning_rate: 0.0001455883, weight_decay: 0.0000486331

epoch time: 869.2330322266s, input_fired_time: 15.0876140594, output_fired_time: 5.0301184654, propagate_forward_time: 304.1443176270, propagate_backward_time: 533.0332641602, weight_update_time: 0.5615277290, other_time: 11.9378051758
epoch time: 68.4848327637s, input_fired_time: 0.9558816552, output_fired_time: 0.0000000000, propagate_forward_time: 65.4862747192, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0426788330
validation[          , genome  6424] predictions:    6266/  10000 (62.66%), best:    6292/10000 (62.92%), error:     10894.14746, best error:     10710.64941 on epoch:    46, epoch:   49/100, mu: 0.9729195237, learning_rate: 0.0001367651, weight_decay: 0.0000464200

epoch time: 882.1108398438s, input_fired_time: 15.1438121796, output_fired_time: 5.0443472862, propagate_forward_time: 307.6217346191, propagate_backward_time: 542.2083129883, weight_update_time: 0.5656349063, other_time: 12.0925903320
epoch time: 63.5938262939s, input_fired_time: 0.9282031655, output_fired_time: 0.0000000000, propagate_forward_time: 60.7834167480, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8822059631
validation[          , genome  6424] predictions:    6258/  10000 (62.58%), best:    6292/10000 (62.92%), error:     10757.31445, best error:     10710.64941 on epoch:    46, epoch:   50/100, mu: 0.9740221500, learning_rate: 0.0001284765, weight_decay: 0.0000443075

epoch time: 872.6105957031s, input_fired_time: 15.2236289978, output_fired_time: 5.0562133789, propagate_forward_time: 304.7461242676, propagate_backward_time: 535.5762939453, weight_update_time: 0.5597411990, other_time: 12.0083007813
epoch time: 64.5272064209s, input_fired_time: 0.9417884946, output_fired_time: 0.0000000000, propagate_forward_time: 61.5380668640, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0473518372
validation[          , genome  6424] predictions:    6350/  10000 (63.50%), best:    6350/10000 (63.50%), error:     10573.47852, best error:     10573.47852 on epoch:    51, epoch:   51/100, mu: 0.9750536084, learning_rate: 0.0001206904, weight_decay: 0.0000422912

epoch time: 881.8331298828s, input_fired_time: 15.2548379898, output_fired_time: 5.0748267174, propagate_forward_time: 304.7845153809, propagate_backward_time: 544.3695678711, weight_update_time: 0.5627807975, other_time: 12.3494262695
epoch time: 66.7874832153s, input_fired_time: 0.9229370356, output_fired_time: 0.0000000000, propagate_forward_time: 63.8601493835, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0043983459
validation[          , genome  6424] predictions:    6301/  10000 (63.01%), best:    6350/10000 (63.50%), error:     10676.42090, best error:     10573.47852 on epoch:    51, epoch:   52/100, mu: 0.9760184884, learning_rate: 0.0001133760, weight_decay: 0.0000403667

epoch time: 877.8739624023s, input_fired_time: 15.1588020325, output_fired_time: 5.0433797836, propagate_forward_time: 304.2693481445, propagate_backward_time: 538.7786254883, weight_update_time: 1.2541117668, other_time: 14.6237792969
epoch time: 64.1557464600s, input_fired_time: 0.9367556572, output_fired_time: 0.0000000000, propagate_forward_time: 61.2582359314, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9607543945
validation[          , genome  6424] predictions:    6316/  10000 (63.16%), best:    6350/10000 (63.50%), error:     10634.51270, best error:     10573.47852 on epoch:    51, epoch:   53/100, mu: 0.9769210815, learning_rate: 0.0001065050, weight_decay: 0.0000385297

epoch time: 868.0888061523s, input_fired_time: 15.1215171814, output_fired_time: 5.0484142303, propagate_forward_time: 303.2580566406, propagate_backward_time: 532.5300292969, weight_update_time: 0.5621678233, other_time: 12.1307983398
epoch time: 63.2921218872s, input_fired_time: 0.9134764671, output_fired_time: 0.0000000000, propagate_forward_time: 60.5800743103, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7985725403
validation[          , genome  6424] predictions:    6298/  10000 (62.98%), best:    6350/10000 (63.50%), error:     10629.80859, best error:     10573.47852 on epoch:    51, epoch:   54/100, mu: 0.9777653813, learning_rate: 0.0001000504, weight_decay: 0.0000367763

epoch time: 873.6076049805s, input_fired_time: 15.1918363571, output_fired_time: 5.0496149063, propagate_forward_time: 303.1178588867, propagate_backward_time: 537.8260498047, weight_update_time: 0.5698101521, other_time: 12.4222412109
epoch time: 63.2269897461s, input_fired_time: 0.9151396751, output_fired_time: 0.0000000000, propagate_forward_time: 60.4293899536, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8824615479
validation[          , genome  6424] predictions:    6311/  10000 (63.11%), best:    6350/10000 (63.50%), error:     10662.85938, best error:     10573.47852 on epoch:    51, epoch:   55/100, mu: 0.9785552025, learning_rate: 0.0000939869, weight_decay: 0.0000351027

epoch time: 870.5362548828s, input_fired_time: 15.0820074081, output_fired_time: 5.0021619797, propagate_forward_time: 302.7544860840, propagate_backward_time: 536.0592651367, weight_update_time: 0.5472213030, other_time: 11.6383666992
epoch time: 68.5155715942s, input_fired_time: 0.9603690505, output_fired_time: 0.0000000000, propagate_forward_time: 65.5146026611, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0406036377
validation[          , genome  6424] predictions:    6347/  10000 (63.47%), best:    6350/10000 (63.50%), error:     10675.40625, best error:     10573.47852 on epoch:    51, epoch:   56/100, mu: 0.9792940617, learning_rate: 0.0000882909, weight_decay: 0.0000335053

epoch time: 865.8546142578s, input_fired_time: 15.1322555542, output_fired_time: 5.0329279900, propagate_forward_time: 302.3235778809, propagate_backward_time: 530.9895629883, weight_update_time: 0.5734955072, other_time: 12.3762817383
epoch time: 64.8948516846s, input_fired_time: 0.9500096440, output_fired_time: 0.0000000000, propagate_forward_time: 61.8790359497, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0658073425
validation[          , genome  6424] predictions:    6370/  10000 (63.70%), best:    6370/10000 (63.70%), error:     10491.60547, best error:     10491.60547 on epoch:    57, epoch:   57/100, mu: 0.9799851775, learning_rate: 0.0000829402, weight_decay: 0.0000319806

epoch time: 875.1348876953s, input_fired_time: 15.1708354950, output_fired_time: 5.0402011871, propagate_forward_time: 302.6306762695, propagate_backward_time: 535.6707153320, weight_update_time: 0.5591709018, other_time: 16.6224365234
epoch time: 68.4472579956s, input_fired_time: 0.9563845396, output_fired_time: 0.0000000000, propagate_forward_time: 65.4883804321, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0024948120
validation[          , genome  6424] predictions:    6412/  10000 (64.12%), best:    6412/10000 (64.12%), error:     10417.75488, best error:     10417.75488 on epoch:    58, epoch:   58/100, mu: 0.9806317091, learning_rate: 0.0000779137, weight_decay: 0.0000305252

epoch time: 865.3732910156s, input_fired_time: 14.9863576889, output_fired_time: 4.9813580513, propagate_forward_time: 302.1237182617, propagate_backward_time: 531.7361450195, weight_update_time: 0.5587614775, other_time: 11.5457153320
epoch time: 64.4306182861s, input_fired_time: 0.9416835308, output_fired_time: 0.0000000000, propagate_forward_time: 61.5340995789, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9548339844
validation[          , genome  6424] predictions:    6390/  10000 (63.90%), best:    6412/10000 (64.12%), error:     10549.56250, best error:     10417.75488 on epoch:    58, epoch:   59/100, mu: 0.9812365174, learning_rate: 0.0000731918, weight_decay: 0.0000291361

epoch time: 869.2419433594s, input_fired_time: 15.2347869873, output_fired_time: 5.0385246277, propagate_forward_time: 302.9314270020, propagate_backward_time: 533.7438964844, weight_update_time: 0.5698694587, other_time: 12.2933349609
epoch time: 68.1675262451s, input_fired_time: 0.9474546909, output_fired_time: 0.0000000000, propagate_forward_time: 65.1754608154, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0446090698
validation[          , genome  6424] predictions:    6289/  10000 (62.89%), best:    6412/10000 (64.12%), error:     10743.90625, best error:     10417.75488 on epoch:    58, epoch:   60/100, mu: 0.9818022847, learning_rate: 0.0000687561, weight_decay: 0.0000278102

epoch time: 870.5176391602s, input_fired_time: 15.1469993591, output_fired_time: 5.0383434296, propagate_forward_time: 303.2796630859, propagate_backward_time: 535.0953369141, weight_update_time: 0.5590343475, other_time: 11.9573364258
epoch time: 64.1108245850s, input_fired_time: 0.9641740918, output_fired_time: 0.0000000000, propagate_forward_time: 61.0647850037, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0818672180
validation[          , genome  6424] predictions:    6448/  10000 (64.48%), best:    6448/10000 (64.48%), error:     10366.96387, best error:     10366.96387 on epoch:    61, epoch:   61/100, mu: 0.9823315144, learning_rate: 0.0000645892, weight_decay: 0.0000265446

epoch time: 873.4218139648s, input_fired_time: 15.1993741989, output_fired_time: 5.0395641327, propagate_forward_time: 303.6957092285, propagate_backward_time: 537.3567504883, weight_update_time: 0.5667966008, other_time: 12.1304321289
epoch time: 64.4139404297s, input_fired_time: 0.9598848224, output_fired_time: 0.0000000000, propagate_forward_time: 61.4439125061, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0101432800
validation[          , genome  6424] predictions:    6360/  10000 (63.60%), best:    6448/10000 (64.48%), error:     10497.53613, best error:     10366.96387 on epoch:    61, epoch:   62/100, mu: 0.9828265905, learning_rate: 0.0000606748, weight_decay: 0.0000253367

epoch time: 868.1693725586s, input_fired_time: 15.1553487778, output_fired_time: 5.0389137268, propagate_forward_time: 303.1688842773, propagate_backward_time: 532.5528564453, weight_update_time: 0.5718473196, other_time: 12.2533569336
epoch time: 64.3536911011s, input_fired_time: 0.9526883364, output_fired_time: 0.0000000000, propagate_forward_time: 61.3868942261, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0141067505
validation[          , genome  6424] predictions:    6391/  10000 (63.91%), best:    6448/10000 (64.48%), error:     10484.62891, best error:     10366.96387 on epoch:    61, epoch:   63/100, mu: 0.9832896590, learning_rate: 0.0000569977, weight_decay: 0.0000241837

epoch time: 879.9092407227s, input_fired_time: 15.2274131775, output_fired_time: 5.0251064301, propagate_forward_time: 308.9032592773, propagate_backward_time: 538.6262817383, weight_update_time: 0.5605000854, other_time: 12.1271972656
epoch time: 64.2279052734s, input_fired_time: 0.9483271837, output_fired_time: 0.0000000000, propagate_forward_time: 61.3280220032, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9515571594
validation[          , genome  6424] predictions:    6368/  10000 (63.68%), best:    6448/10000 (64.48%), error:     10523.39844, best error:     10366.96387 on epoch:    61, epoch:   64/100, mu: 0.9837228656, learning_rate: 0.0000535434, weight_decay: 0.0000230831

epoch time: 864.1035156250s, input_fired_time: 15.0745611191, output_fired_time: 5.0150403976, propagate_forward_time: 302.0328063965, propagate_backward_time: 530.3668823242, weight_update_time: 0.5539225936, other_time: 11.6141967773
epoch time: 67.9146041870s, input_fired_time: 0.9660037756, output_fired_time: 0.0000000000, propagate_forward_time: 64.9249954224, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0236053467
validation[          , genome  6424] predictions:    6404/  10000 (64.04%), best:    6448/10000 (64.48%), error:     10532.90820, best error:     10366.96387 on epoch:    61, epoch:   65/100, mu: 0.9841281176, learning_rate: 0.0000502985, weight_decay: 0.0000220327

epoch time: 870.1085815430s, input_fired_time: 15.2724485397, output_fired_time: 5.0686845779, propagate_forward_time: 303.8696594238, propagate_backward_time: 533.6909790039, weight_update_time: 0.5714344382, other_time: 12.2068481445
epoch time: 64.6595153809s, input_fired_time: 0.9705725312, output_fired_time: 0.0000000000, propagate_forward_time: 61.6636276245, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0253143311
validation[          , genome  6424] predictions:    6405/  10000 (64.05%), best:    6448/10000 (64.48%), error:     10426.70117, best error:     10366.96387 on epoch:    61, epoch:   66/100, mu: 0.9845072031, learning_rate: 0.0000472502, weight_decay: 0.0000210300

epoch time: 874.5913085938s, input_fired_time: 15.2987833023, output_fired_time: 5.0447907448, propagate_forward_time: 303.5765686035, propagate_backward_time: 538.4563598633, weight_update_time: 0.5615078807, other_time: 12.2147827148
epoch time: 64.1569900513s, input_fired_time: 0.9516106844, output_fired_time: 0.0000000000, propagate_forward_time: 61.2655296326, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9398498535
validation[          , genome  6424] predictions:    6409/  10000 (64.09%), best:    6448/10000 (64.48%), error:     10399.82813, best error:     10366.96387 on epoch:    61, epoch:   67/100, mu: 0.9848617911, learning_rate: 0.0000443866, weight_decay: 0.0000200730

epoch time: 871.7792358398s, input_fired_time: 15.1873798370, output_fired_time: 5.0476870537, propagate_forward_time: 302.8256530762, propagate_backward_time: 536.5180664063, weight_update_time: 0.5748385787, other_time: 12.2004394531
epoch time: 68.4829864502s, input_fired_time: 0.9493692517, output_fired_time: 0.0000000000, propagate_forward_time: 65.6347045898, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8989105225
validation[          , genome  6424] predictions:    6418/  10000 (64.18%), best:    6448/10000 (64.48%), error:     10385.05469, best error:     10366.96387 on epoch:    61, epoch:   68/100, mu: 0.9851934910, learning_rate: 0.0000416966, weight_decay: 0.0000191596

epoch time: 871.3630981445s, input_fired_time: 15.2285509109, output_fired_time: 5.0095319748, propagate_forward_time: 306.9060974121, propagate_backward_time: 532.3327636719, weight_update_time: 0.5504533052, other_time: 11.8861083984
epoch time: 67.1947097778s, input_fired_time: 0.9575121999, output_fired_time: 0.0000000000, propagate_forward_time: 64.2819519043, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9552459717
validation[          , genome  6424] predictions:    6416/  10000 (64.16%), best:    6448/10000 (64.48%), error:     10459.75781, best error:     10366.96387 on epoch:    61, epoch:   69/100, mu: 0.9855037928, learning_rate: 0.0000391696, weight_decay: 0.0000182877

epoch time: 868.9940185547s, input_fired_time: 15.1281404495, output_fired_time: 5.0281391144, propagate_forward_time: 302.1401367188, propagate_backward_time: 534.6052856445, weight_update_time: 0.5715497136, other_time: 12.0923461914
epoch time: 68.4537124634s, input_fired_time: 0.9604191184, output_fired_time: 0.0000000000, propagate_forward_time: 62.2895240784, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.2037696838
validation[          , genome  6424] predictions:    6393/  10000 (63.93%), best:    6448/10000 (64.48%), error:     10442.88184, best error:     10366.96387 on epoch:    61, epoch:   70/100, mu: 0.9857940674, learning_rate: 0.0000367958, weight_decay: 0.0000174555

epoch time: 888.2225341797s, input_fired_time: 18.2346820831, output_fired_time: 5.0808367729, propagate_forward_time: 318.1636047363, propagate_backward_time: 534.5602416992, weight_update_time: 0.5599917769, other_time: 12.1831665039
epoch time: 65.2037658691s, input_fired_time: 0.9568656087, output_fired_time: 0.0000000000, propagate_forward_time: 62.2788772583, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9680252075
validation[          , genome  6424] predictions:    6417/  10000 (64.17%), best:    6448/10000 (64.48%), error:     10386.33691, best error:     10366.96387 on epoch:    61, epoch:   71/100, mu: 0.9860655665, learning_rate: 0.0000345658, weight_decay: 0.0000166611

epoch time: 872.7648925781s, input_fired_time: 15.2686738968, output_fired_time: 5.0476102829, propagate_forward_time: 304.2634582520, propagate_backward_time: 535.8942260742, weight_update_time: 0.5688955188, other_time: 12.2909545898
epoch time: 69.9137878418s, input_fired_time: 1.0001407862, output_fired_time: 0.0000000000, propagate_forward_time: 66.8374786377, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0761718750
validation[          , genome  6424] predictions:    6468/  10000 (64.68%), best:    6468/10000 (64.68%), error:     10282.91406, best error:     10282.91406 on epoch:    72, epoch:   72/100, mu: 0.9863195419, learning_rate: 0.0000324710, weight_decay: 0.0000159029

epoch time: 880.4005737305s, input_fired_time: 15.3284873962, output_fired_time: 5.0735316277, propagate_forward_time: 308.9635314941, propagate_backward_time: 538.7441406250, weight_update_time: 0.5646478534, other_time: 12.2908935547
epoch time: 68.2780227661s, input_fired_time: 0.9607036114, output_fired_time: 0.0000000000, propagate_forward_time: 65.2874221802, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0298995972
validation[          , genome  6424] predictions:    6385/  10000 (63.85%), best:    6468/10000 (64.68%), error:     10479.98340, best error:     10282.91406 on epoch:    72, epoch:   73/100, mu: 0.9865571260, learning_rate: 0.0000305031, weight_decay: 0.0000151792

epoch time: 886.6153564453s, input_fired_time: 15.4818811417, output_fired_time: 5.1393928528, propagate_forward_time: 307.5351867676, propagate_backward_time: 546.1208496094, weight_update_time: 0.5759466887, other_time: 12.3380126953
epoch time: 63.9220848083s, input_fired_time: 0.9713302851, output_fired_time: 0.0000000000, propagate_forward_time: 60.9090995789, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0416564941
validation[          , genome  6424] predictions:    6448/  10000 (64.48%), best:    6468/10000 (64.68%), error:     10307.04688, best error:     10282.91406 on epoch:    72, epoch:   74/100, mu: 0.9867793918, learning_rate: 0.0000286545, weight_decay: 0.0000144884

epoch time: 874.9734497070s, input_fired_time: 15.2378711700, output_fired_time: 5.0452036858, propagate_forward_time: 304.2183837891, propagate_backward_time: 538.1574096680, weight_update_time: 0.5795525908, other_time: 12.3145751953
epoch time: 64.0882949829s, input_fired_time: 0.9570316672, output_fired_time: 0.0000000000, propagate_forward_time: 61.1773262024, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9539375305
validation[          , genome  6424] predictions:    6351/  10000 (63.51%), best:    6468/10000 (64.68%), error:     10485.15430, best error:     10282.91406 on epoch:    72, epoch:   75/100, mu: 0.9869872928, learning_rate: 0.0000269179, weight_decay: 0.0000138291

epoch time: 878.4550170898s, input_fired_time: 15.3784198761, output_fired_time: 5.0998978615, propagate_forward_time: 306.9685974121, propagate_backward_time: 538.7132568359, weight_update_time: 0.5588438511, other_time: 12.2947998047
epoch time: 64.6588363647s, input_fired_time: 0.9467419386, output_fired_time: 0.0000000000, propagate_forward_time: 61.8099975586, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9020957947
validation[          , genome  6424] predictions:    6408/  10000 (64.08%), best:    6468/10000 (64.68%), error:     10324.19434, best error:     10282.91406 on epoch:    72, epoch:   76/100, mu: 0.9871817827, learning_rate: 0.0000252866, weight_decay: 0.0000131998

epoch time: 873.0025634766s, input_fired_time: 15.3142166138, output_fired_time: 5.0557584763, propagate_forward_time: 306.6669006348, propagate_backward_time: 533.4362792969, weight_update_time: 0.5761644244, other_time: 12.5294189453
epoch time: 68.9969482422s, input_fired_time: 0.9760722518, output_fired_time: 0.0000000000, propagate_forward_time: 66.0549087524, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9659652710
validation[          , genome  6424] predictions:    6474/  10000 (64.74%), best:    6468/10000 (64.68%), error:     10283.31641, best error:     10282.91406 on epoch:    72, epoch:   77/100, mu: 0.9873636961, learning_rate: 0.0000237541, weight_decay: 0.0000125991

epoch time: 884.1856079102s, input_fired_time: 15.4966926575, output_fired_time: 5.0660018921, propagate_forward_time: 307.1853332520, propagate_backward_time: 543.9415893555, weight_update_time: 0.5928940177, other_time: 12.4960327148
epoch time: 68.8221817017s, input_fired_time: 0.9850627184, output_fired_time: 0.0000000000, propagate_forward_time: 64.7761230469, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0609970093
validation[          , genome  6424] predictions:    6459/  10000 (64.59%), best:    6459/10000 (64.59%), error:     10249.89648, best error:     10249.89648 on epoch:    78, epoch:   78/100, mu: 0.9875338674, learning_rate: 0.0000223145, weight_decay: 0.0000120258

epoch time: 875.4437866211s, input_fired_time: 15.3599128723, output_fired_time: 5.0706248283, propagate_forward_time: 305.6563415527, propagate_backward_time: 537.1182250977, weight_update_time: 0.5613939762, other_time: 12.2387084961
epoch time: 69.9180679321s, input_fired_time: 0.9930251837, output_fired_time: 0.0000000000, propagate_forward_time: 62.3638420105, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.5611991882
validation[          , genome  6424] predictions:    6461/  10000 (64.61%), best:    6459/10000 (64.59%), error:     10306.34277, best error:     10249.89648 on epoch:    78, epoch:   79/100, mu: 0.9876930714, learning_rate: 0.0000209622, weight_decay: 0.0000114785

epoch time: 879.8673095703s, input_fired_time: 15.3348007202, output_fired_time: 5.0478487015, propagate_forward_time: 305.8294982910, propagate_backward_time: 541.4542846680, weight_update_time: 0.5694565773, other_time: 12.2008666992
epoch time: 65.3839797974s, input_fired_time: 0.9913135767, output_fired_time: 0.0000000000, propagate_forward_time: 62.3835334778, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0091362000
validation[          , genome  6424] predictions:    6429/  10000 (64.29%), best:    6459/10000 (64.59%), error:     10320.94629, best error:     10249.89648 on epoch:    78, epoch:   80/100, mu: 0.9878420234, learning_rate: 0.0000196918, weight_decay: 0.0000109562

epoch time: 879.5972290039s, input_fired_time: 15.4184808731, output_fired_time: 5.1184873581, propagate_forward_time: 307.0688171387, propagate_backward_time: 539.5072021484, weight_update_time: 0.5775732398, other_time: 12.4842529297
epoch time: 64.5327835083s, input_fired_time: 0.9844368696, output_fired_time: 0.0000000000, propagate_forward_time: 61.4998054504, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0485420227
validation[          , genome  6424] predictions:    6392/  10000 (63.92%), best:    6459/10000 (64.59%), error:     10456.68457, best error:     10249.89648 on epoch:    78, epoch:   81/100, mu: 0.9879813194, learning_rate: 0.0000184984, weight_decay: 0.0000104576

epoch time: 880.6038818359s, input_fired_time: 15.3624114990, output_fired_time: 5.0950293541, propagate_forward_time: 305.9570617676, propagate_backward_time: 541.9478149414, weight_update_time: 0.5660058260, other_time: 12.2415161133
epoch time: 65.6553421021s, input_fired_time: 0.9609040022, output_fired_time: 0.0000000000, propagate_forward_time: 62.6872215271, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0072135925
validation[          , genome  6424] predictions:    6472/  10000 (64.72%), best:    6459/10000 (64.59%), error:     10263.00488, best error:     10249.89648 on epoch:    78, epoch:   82/100, mu: 0.9881116152, learning_rate: 0.0000173773, weight_decay: 0.0000099817

epoch time: 885.6744384766s, input_fired_time: 15.5349578857, output_fired_time: 5.1499953270, propagate_forward_time: 312.2173461914, propagate_backward_time: 540.1808471680, weight_update_time: 0.5709863901, other_time: 12.5912475586
epoch time: 69.9186248779s, input_fired_time: 0.9900487065, output_fired_time: 0.0000000000, propagate_forward_time: 66.8922195435, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0363540649
validation[          , genome  6424] predictions:    6469/  10000 (64.69%), best:    6459/10000 (64.59%), error:     10291.25293, best error:     10249.89648 on epoch:    78, epoch:   83/100, mu: 0.9882335067, learning_rate: 0.0000163242, weight_decay: 0.0000095274

epoch time: 889.4256591797s, input_fired_time: 15.5574340820, output_fired_time: 5.1631555557, propagate_forward_time: 310.5430603027, propagate_backward_time: 545.4531250000, weight_update_time: 0.5755933523, other_time: 12.7088623047
epoch time: 65.3596191406s, input_fired_time: 0.9745610952, output_fired_time: 0.0000000000, propagate_forward_time: 62.3569679260, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0280876160
validation[          , genome  6424] predictions:    6487/  10000 (64.87%), best:    6459/10000 (64.59%), error:     10258.26074, best error:     10249.89648 on epoch:    78, epoch:   84/100, mu: 0.9883475304, learning_rate: 0.0000153349, weight_decay: 0.0000090939

epoch time: 879.0608520508s, input_fired_time: 15.5060396194, output_fired_time: 5.1427464485, propagate_forward_time: 307.1785278320, propagate_backward_time: 538.6176757813, weight_update_time: 0.5851805210, other_time: 12.6158447266
epoch time: 65.2875823975s, input_fired_time: 0.9788449407, output_fired_time: 0.0000000000, propagate_forward_time: 62.3320274353, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9767112732
validation[          , genome  6424] predictions:    6498/  10000 (64.98%), best:    6459/10000 (64.59%), error:     10259.33203, best error:     10249.89648 on epoch:    78, epoch:   85/100, mu: 0.9884542227, learning_rate: 0.0000144055, weight_decay: 0.0000086800

epoch time: 882.0407104492s, input_fired_time: 15.5210828781, output_fired_time: 5.0557851791, propagate_forward_time: 308.0544128418, propagate_backward_time: 540.8090209961, weight_update_time: 0.5747456551, other_time: 12.6004028320
epoch time: 70.4147949219s, input_fired_time: 0.9805665016, output_fired_time: 0.0000000000, propagate_forward_time: 66.0982742310, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3359527588
validation[          , genome  6424] predictions:    6436/  10000 (64.36%), best:    6459/10000 (64.59%), error:     10355.13281, best error:     10249.89648 on epoch:    78, epoch:   86/100, mu: 0.9885540009, learning_rate: 0.0000135325, weight_decay: 0.0000082850

epoch time: 880.9566650391s, input_fired_time: 15.4147586823, output_fired_time: 5.0987687111, propagate_forward_time: 310.8341979980, propagate_backward_time: 537.5950927734, weight_update_time: 0.5652278662, other_time: 12.0139160156
epoch time: 64.4966354370s, input_fired_time: 0.9741386771, output_fired_time: 0.0000000000, propagate_forward_time: 61.4837532043, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0387420654
validation[          , genome  6424] predictions:    6491/  10000 (64.91%), best:    6459/10000 (64.59%), error:     10297.24121, best error:     10249.89648 on epoch:    78, epoch:   87/100, mu: 0.9886473417, learning_rate: 0.0000127124, weight_decay: 0.0000079080

epoch time: 905.1148071289s, input_fired_time: 15.4883508682, output_fired_time: 6.2205824852, propagate_forward_time: 317.3116760254, propagate_backward_time: 553.5757446289, weight_update_time: 0.5846613646, other_time: 12.5184936523
epoch time: 70.4023895264s, input_fired_time: 1.0352313519, output_fired_time: 0.0000000000, propagate_forward_time: 67.3278808594, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0392761230
validation[          , genome  6424] predictions:    6468/  10000 (64.68%), best:    6468/10000 (64.68%), error:     10209.44336, best error:     10209.44336 on epoch:    88, epoch:   88/100, mu: 0.9887346625, learning_rate: 0.0000119419, weight_decay: 0.0000075481

epoch time: 884.8413085938s, input_fired_time: 15.3655080795, output_fired_time: 5.0621099472, propagate_forward_time: 305.8609619141, propagate_backward_time: 546.7575073242, weight_update_time: 0.5493915677, other_time: 11.7952270508
epoch time: 65.2525558472s, input_fired_time: 0.9474499226, output_fired_time: 0.0000000000, propagate_forward_time: 62.4554328918, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8496742249
validation[          , genome  6424] predictions:    6475/  10000 (64.75%), best:    6468/10000 (64.68%), error:     10253.71191, best error:     10209.44336 on epoch:    88, epoch:   89/100, mu: 0.9888163209, learning_rate: 0.0000112182, weight_decay: 0.0000072046

epoch time: 876.4463500977s, input_fired_time: 15.3464937210, output_fired_time: 5.0421504974, propagate_forward_time: 306.2600708008, propagate_backward_time: 537.9676513672, weight_update_time: 0.5763456225, other_time: 11.8299560547
epoch time: 64.8152923584s, input_fired_time: 0.9591284394, output_fired_time: 0.0000000000, propagate_forward_time: 61.9856033325, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8705596924
validation[          , genome  6424] predictions:    6526/  10000 (65.26%), best:    6526/10000 (65.26%), error:     10201.36230, best error:     10201.36230 on epoch:    90, epoch:   90/100, mu: 0.9888927341, learning_rate: 0.0000105383, weight_decay: 0.0000068768

epoch time: 887.1740722656s, input_fired_time: 15.5667018890, output_fired_time: 5.0979161263, propagate_forward_time: 308.2299804688, propagate_backward_time: 545.7276611328, weight_update_time: 0.5835170746, other_time: 12.5518188477
epoch time: 70.9685440063s, input_fired_time: 0.9759798646, output_fired_time: 0.0000000000, propagate_forward_time: 67.9843063354, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0082550049
validation[          , genome  6424] predictions:    6461/  10000 (64.61%), best:    6526/10000 (65.26%), error:     10204.84863, best error:     10201.36230 on epoch:    90, epoch:   91/100, mu: 0.9889642000, learning_rate: 0.0000098997, weight_decay: 0.0000065638

epoch time: 881.4768066406s, input_fired_time: 15.3653669357, output_fired_time: 5.0780339241, propagate_forward_time: 306.2249450684, propagate_backward_time: 543.0838012695, weight_update_time: 0.5531845689, other_time: 11.7246704102
epoch time: 65.6314468384s, input_fired_time: 0.9954161048, output_fired_time: 0.0000000000, propagate_forward_time: 62.6599311829, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9761009216
validation[          , genome  6424] predictions:    6494/  10000 (64.94%), best:    6526/10000 (65.26%), error:     10208.69922, best error:     10201.36230 on epoch:    90, epoch:   92/100, mu: 0.9890310764, learning_rate: 0.0000092997, weight_decay: 0.0000062651

epoch time: 883.2984008789s, input_fired_time: 15.4736814499, output_fired_time: 5.1124391556, propagate_forward_time: 311.4868774414, propagate_backward_time: 538.7545776367, weight_update_time: 0.5696648955, other_time: 12.4708251953
epoch time: 64.8041076660s, input_fired_time: 0.9947541952, output_fired_time: 0.0000000000, propagate_forward_time: 61.7637863159, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0455665588
validation[          , genome  6424] predictions:    6479/  10000 (64.79%), best:    6526/10000 (65.26%), error:     10247.33691, best error:     10201.36230 on epoch:    90, epoch:   93/100, mu: 0.9890936017, learning_rate: 0.0000087361, weight_decay: 0.0000059800

epoch time: 887.8164672852s, input_fired_time: 15.6424942017, output_fired_time: 5.1278877258, propagate_forward_time: 309.9526672363, propagate_backward_time: 544.2944335938, weight_update_time: 0.5705508590, other_time: 12.7989501953
epoch time: 69.8373260498s, input_fired_time: 0.9939462543, output_fired_time: 0.0000000000, propagate_forward_time: 66.7798233032, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0635528564
validation[          , genome  6424] predictions:    6491/  10000 (64.91%), best:    6491/10000 (64.91%), error:     10176.69336, best error:     10176.69336 on epoch:    94, epoch:   94/100, mu: 0.9891521335, learning_rate: 0.0000082067, weight_decay: 0.0000057079

epoch time: 874.9376220703s, input_fired_time: 15.3845615387, output_fired_time: 5.0953545570, propagate_forward_time: 305.1388549805, propagate_backward_time: 536.6173095703, weight_update_time: 0.5871453285, other_time: 12.7015380859
epoch time: 67.1223068237s, input_fired_time: 0.9718243480, output_fired_time: 0.0000000000, propagate_forward_time: 64.0983276367, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0521545410
validation[          , genome  6424] predictions:    6517/  10000 (65.17%), best:    6491/10000 (64.91%), error:     10193.68555, best error:     10176.69336 on epoch:    94, epoch:   95/100, mu: 0.9892068505, learning_rate: 0.0000077093, weight_decay: 0.0000054481

epoch time: 874.5732421875s, input_fired_time: 15.3228015900, output_fired_time: 5.0093760490, propagate_forward_time: 304.9157104492, propagate_backward_time: 537.5331420898, weight_update_time: 0.5560728908, other_time: 11.7921752930
epoch time: 69.3440780640s, input_fired_time: 0.9841263294, output_fired_time: 0.0000000000, propagate_forward_time: 66.3479385376, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0120162964
validation[          , genome  6424] predictions:    6477/  10000 (64.77%), best:    6491/10000 (64.91%), error:     10223.50586, best error:     10176.69336 on epoch:    94, epoch:   96/100, mu: 0.9892580509, learning_rate: 0.0000072421, weight_decay: 0.0000052002

epoch time: 891.7322387695s, input_fired_time: 15.4462327957, output_fired_time: 5.1106281281, propagate_forward_time: 321.0407409668, propagate_backward_time: 537.7280883789, weight_update_time: 0.5745952129, other_time: 12.4065551758
epoch time: 64.3316726685s, input_fired_time: 0.9431980252, output_fired_time: 0.0000000000, propagate_forward_time: 61.5716705322, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8168029785
validation[          , genome  6424] predictions:    6503/  10000 (65.03%), best:    6491/10000 (64.91%), error:     10186.78516, best error:     10176.69336 on epoch:    94, epoch:   97/100, mu: 0.9893059731, learning_rate: 0.0000068032, weight_decay: 0.0000049636

epoch time: 879.1406860352s, input_fired_time: 15.4929246902, output_fired_time: 5.1282134056, propagate_forward_time: 306.6873474121, propagate_backward_time: 538.9727783203, weight_update_time: 0.5740771294, other_time: 12.8593750000
epoch time: 66.3229141235s, input_fired_time: 1.0054539442, output_fired_time: 0.0000000000, propagate_forward_time: 63.3194770813, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9979820251
validation[          , genome  6424] predictions:    6496/  10000 (64.96%), best:    6491/10000 (64.91%), error:     10231.64551, best error:     10176.69336 on epoch:    94, epoch:   98/100, mu: 0.9893507957, learning_rate: 0.0000063909, weight_decay: 0.0000047377

epoch time: 882.4368286133s, input_fired_time: 15.5128602982, output_fired_time: 5.0631947517, propagate_forward_time: 309.2852478027, propagate_backward_time: 540.4436645508, weight_update_time: 0.5632330775, other_time: 12.1318969727
epoch time: 63.7837982178s, input_fired_time: 0.9503951073, output_fired_time: 0.0000000000, propagate_forward_time: 60.9870910645, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8463134766
validation[          , genome  6424] predictions:    6501/  10000 (65.01%), best:    6491/10000 (64.91%), error:     10205.28125, best error:     10176.69336 on epoch:    94, epoch:   99/100, mu: 0.9893926978, learning_rate: 0.0000060036, weight_decay: 0.0000045221

epoch time: 889.2837524414s, input_fired_time: 15.4512310028, output_fired_time: 5.1036076546, propagate_forward_time: 307.1131286621, propagate_backward_time: 549.1870727539, weight_update_time: 0.5731790066, other_time: 12.4286499023
epoch time: 71.0697860718s, input_fired_time: 1.0081456900, output_fired_time: 0.0000000000, propagate_forward_time: 67.9985885620, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0630493164
validation[          , genome  6424] predictions:    6518/  10000 (65.18%), best:    6491/10000 (64.91%), error:     10188.76367, best error:     10176.69336 on epoch:    94, epoch:  100/100, mu: 0.9894319177, learning_rate: 0.0000056397, weight_decay: 0.0000043163

evaluating best weights on full training data.
evaluting training set with running mean/variance:
epoch time: 339.3815002441s, input_fired_time: 4.9714689255, output_fired_time: 0.0000000000, propagate_forward_time: 324.0626220703, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.3474121094
best training[          , genome  6424] predictions:   36848/  50000 (73.70%), best:    6491/10000 (64.91%), error:     40010.78516, best error:     10176.69336 on epoch:    94, epoch:  101/100, mu: 0.9894685745, learning_rate: 0.0000052980, weight_decay: 0.0000041199
evaluating best weights on test data.
evaluting test set with running mean/variance:
epoch time: 74.2274246216s, input_fired_time: 0.9938104153, output_fired_time: 0.0000000000, propagate_forward_time: 71.1686859131, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0649261475
   testing[          , genome  6424] predictions:    6491/  10000 (64.91%), best:    6491/10000 (64.91%), error:     10176.69336, best error:     10176.69336 on epoch:    94, epoch:  101/100, mu: 0.9894685745, learning_rate: 0.0000052980, weight_decay: 0.0000041199
backpropagation finished successfully!
15:11:11 (2588): called boinc_finish(0)

</stderr_txt>
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