Nameexact_genome_1512568488_42_6684_0
Workunit2604641
Created7 Dec 2017, 21:13:23 UTC
Sent7 Dec 2017, 21:19:16 UTC
Report deadline17 Dec 2017, 13:05:57 UTC
Received10 Dec 2017, 23:24:42 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID67722
Run time3 hours 44 min 16 sec
CPU time3 hours 29 min 15 sec
Validate stateValid
Credit2,414.36
Device peak FLOPS3.57 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34

Stderr output

<core_client_version>7.0.80</core_client_version>
<![CDATA[
<stderr_txt>
2.5173654556, output_fired_time: 3.4626400471, propagate_forward_time: 115.9034576416, propagate_backward_time: 160.3471832275, weight_update_time: 0.1593779773, other_time: 8.2647399902
epoch time: 24.4484996796s, input_fired_time: 0.1955808848, output_fired_time: 0.0000000000, propagate_forward_time: 23.8555507660, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3973674774
validation[          , genome  6684] predictions:    9688/  10000 (96.88%), best:    9748/10000 (97.48%), error:      1035.31384, best error:       811.55957 on epoch:    12, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 291.9269714355s, input_fired_time: 8.5482349396, output_fired_time: 4.4928736687, propagate_forward_time: 99.9840087891, propagate_backward_time: 174.6657867432, weight_update_time: 0.1606673449, other_time: 4.2360687256
epoch time: 23.2519035339s, input_fired_time: 0.1861416847, output_fired_time: 0.0000000000, propagate_forward_time: 22.6723423004, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3934192657
validation[          , genome  6684] predictions:    9741/  10000 (97.41%), best:    9748/10000 (97.48%), error:       834.40948, best error:       811.55957 on epoch:    12, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 285.7162170410s, input_fired_time: 7.5350017548, output_fired_time: 4.4348297119, propagate_forward_time: 129.1794281006, propagate_backward_time: 142.3663330078, weight_update_time: 0.1575491130, other_time: 2.2006378174
epoch time: 22.4849433899s, input_fired_time: 0.1883900017, output_fired_time: 0.0000000000, propagate_forward_time: 20.9012699127, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3952827454
validation[          , genome  6684] predictions:    9761/  10000 (97.61%), best:    9748/10000 (97.48%), error:       818.17102, best error:       811.55957 on epoch:    12, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 290.2981567383s, input_fired_time: 2.5300195217, output_fired_time: 1.4637213945, propagate_forward_time: 103.6054992676, propagate_backward_time: 177.4600982666, weight_update_time: 0.1595126092, other_time: 5.2388153076
epoch time: 23.2975025177s, input_fired_time: 2.1938869953, output_fired_time: 0.0000000000, propagate_forward_time: 20.7093410492, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3942737579
validation[          , genome  6684] predictions:    9771/  10000 (97.71%), best:    9771/10000 (97.71%), error:       783.70410, best error:       783.70410 on epoch:    24, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 288.6607360840s, input_fired_time: 9.3372201920, output_fired_time: 4.4765033722, propagate_forward_time: 102.2929611206, propagate_backward_time: 159.2961425781, weight_update_time: 0.1589895785, other_time: 13.2579040527
epoch time: 23.5990352631s, input_fired_time: 0.1946922243, output_fired_time: 0.0000000000, propagate_forward_time: 23.0009746552, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4033679962
validation[          , genome  6684] predictions:    9634/  10000 (96.34%), best:    9771/10000 (97.71%), error:      1143.62805, best error:       783.70410 on epoch:    24, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 288.2283020020s, input_fired_time: 9.5508337021, output_fired_time: 2.4406275749, propagate_forward_time: 107.5327224731, propagate_backward_time: 162.4758453369, weight_update_time: 0.1625581533, other_time: 6.2282867432
epoch time: 22.3037319183s, input_fired_time: 0.1867236495, output_fired_time: 0.0000000000, propagate_forward_time: 21.7241249084, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3928833008
validation[          , genome  6684] predictions:    9725/  10000 (97.25%), best:    9771/10000 (97.71%), error:       949.68054, best error:       783.70410 on epoch:    24, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 290.4315185547s, input_fired_time: 3.5254423618, output_fired_time: 5.4950160980, propagate_forward_time: 110.5697250366, propagate_backward_time: 166.5811920166, weight_update_time: 0.1622362733, other_time: 4.2601165771
epoch time: 24.1843090057s, input_fired_time: 0.1896423995, output_fired_time: 0.0000000000, propagate_forward_time: 21.5961742401, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3984928131
validation[          , genome  6684] predictions:    9712/  10000 (97.12%), best:    9771/10000 (97.71%), error:       881.69989, best error:       783.70410 on epoch:    24, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 285.5021362305s, input_fired_time: 5.5234827995, output_fired_time: 3.4311091900, propagate_forward_time: 104.9210662842, propagate_backward_time: 167.3985290527, weight_update_time: 0.1587785333, other_time: 4.2279510498
epoch time: 24.3444652557s, input_fired_time: 0.1936114728, output_fired_time: 0.0000000000, propagate_forward_time: 19.7380409241, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4128131866
validation[          , genome  6684] predictions:    9776/  10000 (97.76%), best:    9776/10000 (97.76%), error:       758.42706, best error:       758.42706 on epoch:    28, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 287.1279296875s, input_fired_time: 2.5160539150, output_fired_time: 3.4449007511, propagate_forward_time: 119.1456298828, propagate_backward_time: 152.7817535400, weight_update_time: 0.1567509770, other_time: 9.2395782471
epoch time: 22.5279865265s, input_fired_time: 0.1874898076, output_fired_time: 0.0000000000, propagate_forward_time: 19.9336662292, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4068298340
validation[          , genome  6684] predictions:    9770/  10000 (97.70%), best:    9770/10000 (97.70%), error:       756.02917, best error:       756.02917 on epoch:    29, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 291.6045227051s, input_fired_time: 2.5243210793, output_fired_time: 3.3608713150, propagate_forward_time: 103.7418136597, propagate_backward_time: 171.7172546387, weight_update_time: 2.1703426838, other_time: 10.2602539063
epoch time: 24.5775775909s, input_fired_time: 0.1932501644, output_fired_time: 0.0000000000, propagate_forward_time: 22.9793605804, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4049663544
validation[          , genome  6684] predictions:    9785/  10000 (97.85%), best:    9785/10000 (97.85%), error:       731.46484, best error:       731.46484 on epoch:    30, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 290.1947021484s, input_fired_time: 3.5235939026, output_fired_time: 2.4453811646, propagate_forward_time: 109.6003646851, propagate_backward_time: 168.3375549316, weight_update_time: 2.1667408943, other_time: 6.2878112793
epoch time: 24.5646247864s, input_fired_time: 2.1971797943, output_fired_time: 0.0000000000, propagate_forward_time: 21.9803886414, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3870563507
validation[          , genome  6684] predictions:    9729/  10000 (97.29%), best:    9785/10000 (97.85%), error:       858.81915, best error:       731.46484 on epoch:    30, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 290.2390747070s, input_fired_time: 9.5549879074, output_fired_time: 5.4712681770, propagate_forward_time: 119.4607391357, propagate_backward_time: 153.5505218506, weight_update_time: 0.1584258974, other_time: 2.2015380859
epoch time: 24.3660850525s, input_fired_time: 0.1891219765, output_fired_time: 0.0000000000, propagate_forward_time: 23.7922992706, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3846645355
validation[          , genome  6684] predictions:    9759/  10000 (97.59%), best:    9785/10000 (97.85%), error:       790.17340, best error:       731.46484 on epoch:    30, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 290.5568237305s, input_fired_time: 5.4277639389, output_fired_time: 1.4658657312, propagate_forward_time: 104.6061630249, propagate_backward_time: 173.8136749268, weight_update_time: 0.1594049484, other_time: 5.2433624268
epoch time: 24.4855480194s, input_fired_time: 0.1909189820, output_fired_time: 0.0000000000, propagate_forward_time: 23.8988952637, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3957328796
validation[          , genome  6684] predictions:    9763/  10000 (97.63%), best:    9785/10000 (97.85%), error:       791.22491, best error:       731.46484 on epoch:    30, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 287.8210754395s, input_fired_time: 3.5258572102, output_fired_time: 5.4833979607, propagate_forward_time: 113.4069671631, propagate_backward_time: 158.1457366943, weight_update_time: 1.1644624472, other_time: 7.2591247559
epoch time: 23.4313774109s, input_fired_time: 0.1907390505, output_fired_time: 0.0000000000, propagate_forward_time: 22.8418560028, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3987827301
validation[          , genome  6684] predictions:    9768/  10000 (97.68%), best:    9785/10000 (97.85%), error:       842.15308, best error:       731.46484 on epoch:    30, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 267.6746826172s, input_fired_time: 1.5271229744, output_fired_time: 2.4370706081, propagate_forward_time: 103.6764831543, propagate_backward_time: 153.7761688232, weight_update_time: 0.1596868187, other_time: 6.2578277588
epoch time: 24.5685939789s, input_fired_time: 0.1923874617, output_fired_time: 0.0000000000, propagate_forward_time: 23.9788284302, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3973789215
validation[          , genome  6684] predictions:    9764/  10000 (97.64%), best:    9785/10000 (97.85%), error:       773.38220, best error:       731.46484 on epoch:    30, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 296.6071472168s, input_fired_time: 4.5844197273, output_fired_time: 6.4011893272, propagate_forward_time: 120.6342620850, propagate_backward_time: 160.7171478271, weight_update_time: 0.1643083692, other_time: 4.2701416016
epoch time: 25.0443611145s, input_fired_time: 2.2064185143, output_fired_time: 0.0000000000, propagate_forward_time: 21.4207725525, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4171695709
validation[          , genome  6684] predictions:    9789/  10000 (97.89%), best:    9789/10000 (97.89%), error:       726.28278, best error:       726.28278 on epoch:    36, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 290.7550964355s, input_fired_time: 4.5430412292, output_fired_time: 1.4491474628, propagate_forward_time: 102.6478424072, propagate_backward_time: 175.8397979736, weight_update_time: 0.1620984077, other_time: 6.2752685547
epoch time: 28.9456100464s, input_fired_time: 0.1810287982, output_fired_time: 0.0000000000, propagate_forward_time: 28.3886795044, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3759021759
validation[          , genome  6684] predictions:    9777/  10000 (97.77%), best:    9789/10000 (97.89%), error:       739.17560, best error:       726.28278 on epoch:    36, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 288.4215393066s, input_fired_time: 3.5272452831, output_fired_time: 3.4465510845, propagate_forward_time: 111.1738891602, propagate_backward_time: 168.0651397705, weight_update_time: 0.1579915881, other_time: 2.2086944580
epoch time: 24.5588340759s, input_fired_time: 0.1940721869, output_fired_time: 0.0000000000, propagate_forward_time: 22.9629611969, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4018001556
validation[          , genome  6684] predictions:    9757/  10000 (97.57%), best:    9789/10000 (97.89%), error:       810.65143, best error:       726.28278 on epoch:    36, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 285.6911010742s, input_fired_time: 1.5024944544, output_fired_time: 3.4435529709, propagate_forward_time: 105.9455108643, propagate_backward_time: 172.5927886963, weight_update_time: 0.1560047865, other_time: 2.2067565918
epoch time: 22.4715862274s, input_fired_time: 0.1895228624, output_fired_time: 0.0000000000, propagate_forward_time: 20.8855552673, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3965072632
validation[          , genome  6684] predictions:    9764/  10000 (97.64%), best:    9789/10000 (97.89%), error:       749.18555, best error:       726.28278 on epoch:    36, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 291.2733459473s, input_fired_time: 2.5220716000, output_fired_time: 3.4493749142, propagate_forward_time: 105.8577499390, propagate_backward_time: 176.2030639648, weight_update_time: 0.1607173085, other_time: 3.2410888672
epoch time: 23.4793395996s, input_fired_time: 0.1904386729, output_fired_time: 0.0000000000, propagate_forward_time: 22.8851222992, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4037780762
validation[          , genome  6684] predictions:    9790/  10000 (97.90%), best:    9790/10000 (97.90%), error:       719.38159, best error:       719.38159 on epoch:    40, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 292.6515197754s, input_fired_time: 4.5552058220, output_fired_time: 4.4807205200, propagate_forward_time: 112.9196929932, propagate_backward_time: 164.4481048584, weight_update_time: 0.1604982466, other_time: 6.2478027344
epoch time: 22.6041870117s, input_fired_time: 2.2014443874, output_fired_time: 0.0000000000, propagate_forward_time: 20.0115222931, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3912200928
validation[          , genome  6684] predictions:    9786/  10000 (97.86%), best:    9786/10000 (97.86%), error:       703.53522, best error:       703.53522 on epoch:    41, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 290.2484741211s, input_fired_time: 3.5322151184, output_fired_time: 1.4495568275, propagate_forward_time: 113.5792846680, propagate_backward_time: 165.3938598633, weight_update_time: 0.1607651561, other_time: 6.2935485840
epoch time: 23.4329700470s, input_fired_time: 0.1899708062, output_fired_time: 0.0000000000, propagate_forward_time: 20.8351268768, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4078731537
validation[          , genome  6684] predictions:    9736/  10000 (97.36%), best:    9786/10000 (97.86%), error:       845.28625, best error:       703.53522 on epoch:    41, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 287.9988098145s, input_fired_time: 6.5328187943, output_fired_time: 2.4463360310, propagate_forward_time: 100.1946105957, propagate_backward_time: 169.6643524170, weight_update_time: 0.1600629985, other_time: 9.1606903076
epoch time: 22.6668872833s, input_fired_time: 2.1989963055, output_fired_time: 0.0000000000, propagate_forward_time: 20.0685749054, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3993167877
validation[          , genome  6684] predictions:    9743/  10000 (97.43%), best:    9786/10000 (97.86%), error:       802.55792, best error:       703.53522 on epoch:    41, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 285.7215270996s, input_fired_time: 3.5293297768, output_fired_time: 3.4373219013, propagate_forward_time: 109.1915664673, propagate_backward_time: 167.3450012207, weight_update_time: 0.1578862220, other_time: 2.2183227539
epoch time: 22.3887786865s, input_fired_time: 0.1896961480, output_fired_time: 0.0000000000, propagate_forward_time: 20.7960300446, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4030532837
validation[          , genome  6684] predictions:    9763/  10000 (97.63%), best:    9786/10000 (97.86%), error:       782.61755, best error:       703.53522 on epoch:    41, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 285.3309020996s, input_fired_time: 3.5193624496, output_fired_time: 5.4378437996, propagate_forward_time: 115.8973464966, propagate_backward_time: 157.2435455322, weight_update_time: 0.1581370980, other_time: 3.2328338623
epoch time: 24.4356937408s, input_fired_time: 2.1975653172, output_fired_time: 0.0000000000, propagate_forward_time: 21.8486461639, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3894824982
validation[          , genome  6684] predictions:    9747/  10000 (97.47%), best:    9786/10000 (97.86%), error:       802.52167, best error:       703.53522 on epoch:    41, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 287.7954406738s, input_fired_time: 3.5345025063, output_fired_time: 5.4484167099, propagate_forward_time: 98.4428253174, propagate_backward_time: 172.1304473877, weight_update_time: 1.1613318920, other_time: 8.2392272949
epoch time: 25.3463211060s, input_fired_time: 0.1887670308, output_fired_time: 0.0000000000, propagate_forward_time: 24.7722778320, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3852767944
validation[          , genome  6684] predictions:    9768/  10000 (97.68%), best:    9786/10000 (97.86%), error:       800.74310, best error:       703.53522 on epoch:    41, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 271.9145202637s, input_fired_time: 6.4487342834, output_fired_time: 6.4737420082, propagate_forward_time: 103.0536346436, propagate_backward_time: 148.6901092529, weight_update_time: 0.1592715234, other_time: 7.2482910156
epoch time: 24.3430080414s, input_fired_time: 0.1890271902, output_fired_time: 0.0000000000, propagate_forward_time: 23.7598247528, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3941555023
validation[          , genome  6684] predictions:    9767/  10000 (97.67%), best:    9786/10000 (97.86%), error:       731.77850, best error:       703.53522 on epoch:    41, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

arguments:
	'projects/csgrid.org_csg/exact_client_0.34_windows_x86_64.exe'
	'--training_file'
	'training_samples.bin'
	'--validation_file'
	'validation_samples.bin'
	'--testing_file'
	'testing_samples.bin'
	'--genome_file'
	'input_genome.txt'
	'--output_file'
	'output_genome.txt'
	'--checkpoint_file'
	'checkpoint.txt'
converting arguments to vector
boincified training filename: '../../projects/csgrid.org_csg/mnist_training_50k.bin'
boincified validation filename: '../../projects/csgrid.org_csg/mnist_validation_10k.bin'
boincified testing filename: '../../projects/csgrid.org_csg/mnist_testing_new.bin'
boincified genome filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_42_6684.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_42_6684_0_r1073637458_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from checkpoint file: 'checkpoint.txt'
read CNN_Genome file with version string: 'v0.33'
read exact_id: -1
read genome_id: -1
read initial_mu: 0.5
read mu: 0.948224
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.00106572
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 4.26288e-05
read weight_decay_delta: 0.95
read batch_size: 50
read epsilon: 1e-07
read alpha: 0.1
read input_dropout_probability: 0
read hidden_dropout_probability: 0
read velocity_reset: 1000
read epoch: 48
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 41
read number_validation_images: 10000
read best_validation_predictions: 9786
read best_validation_error: 703.535
read number_training_images: 50000
read training_predictions: 0
read training_error: 1e+07
read number_test_images: 10000
read test_predictions: 0
read test_error: 1e+07
read generation_id: 6684
read normal distribution: '1 0 0'
generator_str: '51092981'
read generator: 51092981
read generated_by_map:
1 crossover 1
reading 40 nodes.
reading 121 edges.
number input nodes: 1
number softmax nodes: 10
order_size: 50000
parsed input file
loaded genome
loading images
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 4923 images.
reading image set with 5742 images.
reading image set with 4958 images.
reading image set with 5131 images.
reading image set with 4842 images.
reading image set with 4421 images.
reading image set with 4918 images.
reading image set with 5265 images.
reading image set with 4851 images.
reading image set with 4949 images.
image_size: 1x28x28 = 784
read 50000 images.
    class    0: 4923
    class    1: 5742
    class    2: 4958
    class    3: 5131
    class    4: 4842
    class    5: 4421
    class    6: 4918
    class    7: 5265
    class    8: 4851
    class    9: 4949
calculating averages and standard deviations for images
average pixel value for channel 0: 0.130530551075935
pixel variance for channel 0: 0.0948646068572998
pixel standard deviation for channel 0: 0.308000981807709
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
image_size: 1x28x28 = 784
read 10000 images.
    class    0: 1000
    class    1: 1000
    class    2: 1000
    class    3: 1000
    class    4: 1000
    class    5: 1000
    class    6: 1000
    class    7: 1000
    class    8: 1000
    class    9: 1000
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 980 images.
reading image set with 1135 images.
reading image set with 1032 images.
reading image set with 1010 images.
reading image set with 982 images.
reading image set with 892 images.
reading image set with 958 images.
reading image set with 1028 images.
reading image set with 974 images.
reading image set with 1009 images.
image_size: 1x28x28 = 784
read 10000 images.
    class    0: 980
    class    1: 1135
    class    2: 1032
    class    3: 1010
    class    4: 982
    class    5: 892
    class    6: 958
    class    7: 1028
    class    8: 974
    class    9: 1009
loaded images
starting backpropagation!
epoch time: 429.577453613281s, input_fired_time: 4.5805139541626, output_fired_time: 4.51858568191528, propagate_forward_time: 175.702407836914, propagate_backward_time: 229.793411254883, weight_update_time: 2.25434565544128, other_time: 14.9825439453125
epoch time: 31.8228797912598s, input_fired_time: 0.307695925235748, output_fired_time: 0, propagate_forward_time: 30.8300151824951, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.685169219970703
validation[          , genome  6684] predictions:    9796/  10000 (97.96%), best:    9796/10000 (97.96%), error:       687.14246, best error:       687.14246 on epoch:    48, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 375.4529418945s, input_fired_time: 8.1564073563, output_fired_time: 10.1619815826, propagate_forward_time: 143.6347045898, propagate_backward_time: 206.9294738770, weight_update_time: 0.2429020554, other_time: 6.5703735352
epoch time: 27.6741504669s, input_fired_time: 0.2721420527, output_fired_time: 0.0000000000, propagate_forward_time: 24.9380149841, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4639930725
validation[          , genome  6684] predictions:    9774/  10000 (97.74%), best:    9796/10000 (97.96%), error:       744.25482, best error:       687.14246 on epoch:    48, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 353.5249328613s, input_fired_time: 2.9894948006, output_fired_time: 3.8712203503, propagate_forward_time: 148.7143402100, propagate_backward_time: 190.8517608643, weight_update_time: 0.1919920743, other_time: 7.0981140137
epoch time: 30.4627704620s, input_fired_time: 3.3496141434, output_fired_time: 0.0000000000, propagate_forward_time: 23.5169410706, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.5962142944
validation[          , genome  6684] predictions:    9693/  10000 (96.93%), best:    9796/10000 (97.96%), error:      1052.62891, best error:       687.14246 on epoch:    48, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 396.6423339844s, input_fired_time: 5.0906314850, output_fired_time: 7.0804829597, propagate_forward_time: 148.8844604492, propagate_backward_time: 227.1133575439, weight_update_time: 0.2189237624, other_time: 8.4734039307
epoch time: 28.6988945007s, input_fired_time: 0.2438329607, output_fired_time: 0.0000000000, propagate_forward_time: 27.8678226471, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5872383118
validation[          , genome  6684] predictions:    9766/  10000 (97.66%), best:    9796/10000 (97.96%), error:       731.87476, best error:       687.14246 on epoch:    48, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 386.9359130859s, input_fired_time: 2.2278790474, output_fired_time: 8.0268650055, propagate_forward_time: 150.1447753906, propagate_backward_time: 218.3988952637, weight_update_time: 0.1909197867, other_time: 8.1375122070
epoch time: 34.6700973511s, input_fired_time: 0.3012990654, output_fired_time: 0.0000000000, propagate_forward_time: 30.8105030060, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.5582942963
validation[          , genome  6684] predictions:    9744/  10000 (97.44%), best:    9796/10000 (97.96%), error:       799.76959, best error:       687.14246 on epoch:    48, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 396.7395324707s, input_fired_time: 2.0692207813, output_fired_time: 9.9962978363, propagate_forward_time: 166.3463287354, propagate_backward_time: 205.9133911133, weight_update_time: 0.2182925344, other_time: 12.4142913818
epoch time: 30.1416587830s, input_fired_time: 0.2426521033, output_fired_time: 0.0000000000, propagate_forward_time: 28.4225559235, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4764499664
validation[          , genome  6684] predictions:    9727/  10000 (97.27%), best:    9796/10000 (97.96%), error:       830.10376, best error:       687.14246 on epoch:    48, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 350.5784301758s, input_fired_time: 5.0358185768, output_fired_time: 4.8618574142, propagate_forward_time: 131.5162506104, propagate_backward_time: 204.2704925537, weight_update_time: 0.2311941534, other_time: 4.8940124512
epoch time: 28.0263786316s, input_fired_time: 0.2232192010, output_fired_time: 0.0000000000, propagate_forward_time: 27.3384799957, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4646797180
validation[          , genome  6684] predictions:    9797/  10000 (97.97%), best:    9797/10000 (97.97%), error:       670.88666, best error:       670.88666 on epoch:    54, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 325.8498840332s, input_fired_time: 1.8310306072, output_fired_time: 4.7196149826, propagate_forward_time: 137.8598632813, propagate_backward_time: 176.7204132080, weight_update_time: 0.1859162748, other_time: 4.7189788818
epoch time: 25.8458480835s, input_fired_time: 0.2145902663, output_fired_time: 0.0000000000, propagate_forward_time: 20.1107082367, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.5205497742
validation[          , genome  6684] predictions:    9724/  10000 (97.24%), best:    9797/10000 (97.97%), error:       860.77710, best error:       670.88666 on epoch:    54, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 305.2706909180s, input_fired_time: 5.6334676743, output_fired_time: 1.5951874256, propagate_forward_time: 120.4097137451, propagate_backward_time: 173.0017547607, weight_update_time: 0.1762183458, other_time: 4.6305847168
epoch time: 27.2663211823s, input_fired_time: 2.2082979679, output_fired_time: 0.0000000000, propagate_forward_time: 22.6153850555, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4426383972
validation[          , genome  6684] predictions:    9759/  10000 (97.59%), best:    9797/10000 (97.97%), error:       778.12872, best error:       670.88666 on epoch:    54, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 305.3123474121s, input_fired_time: 4.7154541016, output_fired_time: 1.6959552765, propagate_forward_time: 119.6497497559, propagate_backward_time: 169.7687988281, weight_update_time: 0.1751875281, other_time: 9.4823913574
epoch time: 30.4579792023s, input_fired_time: 0.2662321925, output_fired_time: 0.0000000000, propagate_forward_time: 28.6197586060, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5719890594
validation[          , genome  6684] predictions:    9756/  10000 (97.56%), best:    9797/10000 (97.97%), error:       738.65411, best error:       670.88666 on epoch:    54, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 360.4817810059s, input_fired_time: 7.1587405205, output_fired_time: 6.0010809898, propagate_forward_time: 136.9562530518, propagate_backward_time: 205.7093048096, weight_update_time: 0.2422663867, other_time: 4.6564025879
epoch time: 29.9594764709s, input_fired_time: 0.2449323237, output_fired_time: 0.0000000000, propagate_forward_time: 29.1002445221, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6142997742
validation[          , genome  6684] predictions:    9791/  10000 (97.91%), best:    9797/10000 (97.97%), error:       735.02704, best error:       670.88666 on epoch:    54, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 327.6495056152s, input_fired_time: 6.8815145493, output_fired_time: 4.7789740562, propagate_forward_time: 140.7907714844, propagate_backward_time: 167.9729461670, weight_update_time: 0.2362387776, other_time: 7.2253265381
epoch time: 24.6889801025s, input_fired_time: 0.2003569007, output_fired_time: 0.0000000000, propagate_forward_time: 22.0771217346, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4115009308
validation[          , genome  6684] predictions:    9767/  10000 (97.67%), best:    9797/10000 (97.97%), error:       797.89838, best error:       670.88666 on epoch:    54, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 308.2034606934s, input_fired_time: 5.5509386063, output_fired_time: 5.5475077629, propagate_forward_time: 123.5808715820, propagate_backward_time: 167.9797210693, weight_update_time: 0.1754676700, other_time: 5.5444183350
epoch time: 24.5277996063s, input_fired_time: 1.2109397650, output_fired_time: 0.0000000000, propagate_forward_time: 22.9054584503, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4114017487
validation[          , genome  6684] predictions:    9779/  10000 (97.79%), best:    9797/10000 (97.97%), error:       766.25977, best error:       670.88666 on epoch:    54, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 291.0266113281s, input_fired_time: 1.5769708157, output_fired_time: 5.4195528030, propagate_forward_time: 112.7237243652, propagate_backward_time: 165.8833465576, weight_update_time: 0.1635654420, other_time: 5.4230194092
epoch time: 23.3361892700s, input_fired_time: 2.1989445686, output_fired_time: 0.0000000000, propagate_forward_time: 20.7286281586, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4086170197
validation[          , genome  6684] predictions:    9801/  10000 (98.01%), best:    9797/10000 (97.97%), error:       701.61804, best error:       670.88666 on epoch:    54, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 282.6563415527s, input_fired_time: 2.5375807285, output_fired_time: 3.4511287212, propagate_forward_time: 102.3522491455, propagate_backward_time: 166.0067138672, weight_update_time: 0.1582934111, other_time: 8.3086700439
epoch time: 22.4387493134s, input_fired_time: 0.1921478063, output_fired_time: 0.0000000000, propagate_forward_time: 19.8456249237, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4009761810
validation[          , genome  6684] predictions:    9765/  10000 (97.65%), best:    9797/10000 (97.97%), error:       782.92108, best error:       670.88666 on epoch:    54, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 277.6967773438s, input_fired_time: 3.5682132244, output_fired_time: 2.4569957256, propagate_forward_time: 113.7113418579, propagate_backward_time: 152.7115936279, weight_update_time: 0.1581612229, other_time: 5.2486419678
epoch time: 24.4311237335s, input_fired_time: 0.2005594373, output_fired_time: 0.0000000000, propagate_forward_time: 23.8330345154, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3975296021
validation[          , genome  6684] predictions:    9785/  10000 (97.85%), best:    9797/10000 (97.97%), error:       732.18854, best error:       670.88666 on epoch:    54, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 269.0091552734s, input_fired_time: 3.5249056816, output_fired_time: 4.4569630623, propagate_forward_time: 111.3689346313, propagate_backward_time: 143.4140930176, weight_update_time: 0.1579954773, other_time: 6.2442626953
epoch time: 8.6419048309s, input_fired_time: 0.1789667457, output_fired_time: 0.0000000000, propagate_forward_time: 8.0825376511, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3804006577
validation[          , genome  6684] predictions:    9764/  10000 (97.64%), best:    9797/10000 (97.97%), error:       801.46191, best error:       670.88666 on epoch:    54, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 263.8113098145s, input_fired_time: 6.5044569969, output_fired_time: 1.3973950148, propagate_forward_time: 113.6148681641, propagate_backward_time: 137.0887756348, weight_update_time: 2.1605722904, other_time: 5.2058105469
epoch time: 24.2188606262s, input_fired_time: 3.2023015022, output_fired_time: 0.0000000000, propagate_forward_time: 20.6216506958, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3949089050
validation[          , genome  6684] predictions:    9773/  10000 (97.73%), best:    9797/10000 (97.97%), error:       709.33459, best error:       670.88666 on epoch:    54, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 280.1288757324s, input_fired_time: 6.4534602165, output_fired_time: 1.4434369802, propagate_forward_time: 119.4718246460, propagate_backward_time: 144.4856262207, weight_update_time: 0.1600637734, other_time: 8.2745056152
epoch time: 23.2759342194s, input_fired_time: 0.1954540759, output_fired_time: 0.0000000000, propagate_forward_time: 22.6847248077, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3957557678
validation[          , genome  6684] predictions:    9722/  10000 (97.22%), best:    9797/10000 (97.97%), error:       926.57910, best error:       670.88666 on epoch:    54, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 282.7596130371s, input_fired_time: 4.5525422096, output_fired_time: 6.4753394127, propagate_forward_time: 94.6738052368, propagate_backward_time: 170.7830810547, weight_update_time: 0.1622267962, other_time: 6.2748413086
epoch time: 22.3880176544s, input_fired_time: 0.1909575909, output_fired_time: 0.0000000000, propagate_forward_time: 21.8152198792, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3818397522
validation[          , genome  6684] predictions:    9759/  10000 (97.59%), best:    9797/10000 (97.97%), error:       768.00726, best error:       670.88666 on epoch:    54, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 278.7918090820s, input_fired_time: 2.5355055332, output_fired_time: 1.4540767670, propagate_forward_time: 93.3651580811, propagate_backward_time: 174.1909484863, weight_update_time: 1.1605455875, other_time: 7.2461395264
epoch time: 23.6687393188s, input_fired_time: 2.2021875381, output_fired_time: 0.0000000000, propagate_forward_time: 20.0636882782, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4028644562
validation[          , genome  6684] predictions:    9739/  10000 (97.39%), best:    9797/10000 (97.97%), error:       809.96539, best error:       670.88666 on epoch:    54, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 279.4876708984s, input_fired_time: 4.5527558327, output_fired_time: 2.4531459808, propagate_forward_time: 97.8740692139, propagate_backward_time: 168.3421783447, weight_update_time: 1.1623719931, other_time: 6.2655029297
epoch time: 22.3716773987s, input_fired_time: 0.1949885488, output_fired_time: 0.0000000000, propagate_forward_time: 21.7844333649, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3922557831
validation[          , genome  6684] predictions:    9783/  10000 (97.83%), best:    9797/10000 (97.97%), error:       766.36761, best error:       670.88666 on epoch:    54, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 274.5251770020s, input_fired_time: 2.5214648247, output_fired_time: 2.4260897636, propagate_forward_time: 109.7321395874, propagate_backward_time: 150.6918334961, weight_update_time: 1.1612890959, other_time: 9.1536560059
epoch time: 22.2993736267s, input_fired_time: 0.1935605258, output_fired_time: 0.0000000000, propagate_forward_time: 21.7148494720, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3909645081
validation[          , genome  6684] predictions:    9766/  10000 (97.66%), best:    9797/10000 (97.97%), error:       826.92023, best error:       670.88666 on epoch:    54, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 301.8931274414s, input_fired_time: 7.6992502213, output_fired_time: 1.6040853262, propagate_forward_time: 119.6173858643, propagate_backward_time: 165.5522613525, weight_update_time: 0.1633635163, other_time: 7.4201354980
epoch time: 33.2652969360s, input_fired_time: 0.2256661505, output_fired_time: 0.0000000000, propagate_forward_time: 32.5041809082, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5354499817
validation[          , genome  6684] predictions:    9792/  10000 (97.92%), best:    9797/10000 (97.97%), error:       716.20459, best error:       670.88666 on epoch:    54, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 327.4319458008s, input_fired_time: 13.7670412064, output_fired_time: 4.7477679253, propagate_forward_time: 114.8000335693, propagate_backward_time: 187.4108734131, weight_update_time: 0.1776450276, other_time: 6.7062377930
epoch time: 33.0491180420s, input_fired_time: 0.2874563336, output_fired_time: 0.0000000000, propagate_forward_time: 32.2200012207, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5416603088
validation[          , genome  6684] predictions:    9801/  10000 (98.01%), best:    9797/10000 (97.97%), error:       691.08337, best error:       670.88666 on epoch:    54, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 343.2521362305s, input_fired_time: 4.9120912552, output_fired_time: 3.9091868401, propagate_forward_time: 126.4908447266, propagate_backward_time: 202.0675506592, weight_update_time: 0.1976428032, other_time: 5.8724822998
epoch time: 31.5601730347s, input_fired_time: 0.2845355868, output_fired_time: 0.0000000000, propagate_forward_time: 29.5968341827, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6788024902
validation[          , genome  6684] predictions:    9777/  10000 (97.77%), best:    9797/10000 (97.97%), error:       712.25305, best error:       670.88666 on epoch:    54, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 351.0366821289s, input_fired_time: 5.1236529350, output_fired_time: 4.9297041893, propagate_forward_time: 152.4196472168, propagate_backward_time: 180.0691070557, weight_update_time: 0.2296368182, other_time: 8.4945526123
epoch time: 30.0031738281s, input_fired_time: 0.2537098229, output_fired_time: 0.0000000000, propagate_forward_time: 28.1424198151, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6070442200
validation[          , genome  6684] predictions:    9756/  10000 (97.56%), best:    9797/10000 (97.97%), error:       839.42908, best error:       670.88666 on epoch:    54, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 343.6867980957s, input_fired_time: 3.9420139790, output_fired_time: 2.8950049877, propagate_forward_time: 127.7138061523, propagate_backward_time: 199.8452148438, weight_update_time: 0.2238837034, other_time: 9.2907409668
epoch time: 28.2801647186s, input_fired_time: 0.2202763855, output_fired_time: 0.0000000000, propagate_forward_time: 27.5166015625, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5432872772
validation[          , genome  6684] predictions:    9753/  10000 (97.53%), best:    9797/10000 (97.97%), error:       845.51794, best error:       670.88666 on epoch:    54, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 332.4594421387s, input_fired_time: 9.8521137238, output_fired_time: 1.7819064856, propagate_forward_time: 125.6971588135, propagate_backward_time: 189.1164093018, weight_update_time: 0.2084471434, other_time: 6.0118408203
epoch time: 29.6831912994s, input_fired_time: 1.2319672108, output_fired_time: 0.0000000000, propagate_forward_time: 27.8768119812, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5744113922
validation[          , genome  6684] predictions:    9718/  10000 (97.18%), best:    9797/10000 (97.97%), error:       896.50427, best error:       670.88666 on epoch:    54, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 335.2638549805s, input_fired_time: 3.8813269138, output_fired_time: 6.7674446106, propagate_forward_time: 121.8228607178, propagate_backward_time: 192.7238769531, weight_update_time: 0.1964733154, other_time: 10.0683441162
epoch time: 29.1660499573s, input_fired_time: 1.2279242277, output_fired_time: 0.0000000000, propagate_forward_time: 27.4090080261, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5291175842
validation[          , genome  6684] predictions:    9796/  10000 (97.96%), best:    9797/10000 (97.97%), error:       695.67786, best error:       670.88666 on epoch:    54, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 305.3111267090s, input_fired_time: 1.6874575615, output_fired_time: 5.5872492790, propagate_forward_time: 124.2368164063, propagate_backward_time: 165.1693572998, weight_update_time: 0.2376535982, other_time: 8.6302337646
epoch time: 28.1135215759s, input_fired_time: 0.2158966810, output_fired_time: 0.0000000000, propagate_forward_time: 25.4471549988, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4504699707
validation[          , genome  6684] predictions:    9791/  10000 (97.91%), best:    9797/10000 (97.97%), error:       689.54456, best error:       670.88666 on epoch:    54, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 340.2419738770s, input_fired_time: 7.9197130203, output_fired_time: 3.7311859131, propagate_forward_time: 144.7980804443, propagate_backward_time: 179.0160827637, weight_update_time: 0.1963637024, other_time: 4.7769012451
epoch time: 29.7586326599s, input_fired_time: 0.2486023903, output_fired_time: 0.0000000000, propagate_forward_time: 28.0251159668, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4849147797
validation[          , genome  6684] predictions:    9742/  10000 (97.42%), best:    9797/10000 (97.97%), error:       838.85950, best error:       670.88666 on epoch:    54, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 355.0171508789s, input_fired_time: 2.8653335571, output_fired_time: 3.9892113209, propagate_forward_time: 145.9807739258, propagate_backward_time: 191.3355865479, weight_update_time: 0.1977175027, other_time: 10.8462677002
epoch time: 34.2115020752s, input_fired_time: 1.2614728212, output_fired_time: 0.0000000000, propagate_forward_time: 32.3716278076, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5783996582
validation[          , genome  6684] predictions:    9723/  10000 (97.23%), best:    9797/10000 (97.97%), error:       902.46283, best error:       670.88666 on epoch:    54, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 303.1587829590s, input_fired_time: 3.6609358788, output_fired_time: 3.6023726463, propagate_forward_time: 119.1067581177, propagate_backward_time: 172.3499908447, weight_update_time: 0.1701305360, other_time: 4.4387054443
epoch time: 21.9076938629s, input_fired_time: 0.2001800388, output_fired_time: 0.0000000000, propagate_forward_time: 20.3005981445, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4069156647
validation[          , genome  6684] predictions:    9733/  10000 (97.33%), best:    9797/10000 (97.97%), error:       893.07660, best error:       670.88666 on epoch:    54, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 286.0841979980s, input_fired_time: 5.5839533806, output_fired_time: 2.5948221684, propagate_forward_time: 117.2302703857, propagate_backward_time: 155.3471984863, weight_update_time: 0.1636099964, other_time: 5.3279571533
epoch time: 23.9408092499s, input_fired_time: 0.2078554034, output_fired_time: 0.0000000000, propagate_forward_time: 23.3253822327, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4075717926
validation[          , genome  6684] predictions:    9800/  10000 (98.00%), best:    9800/10000 (98.00%), error:       669.03229, best error:       669.03229 on epoch:    82, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 290.7984313965s, input_fired_time: 10.6454963684, output_fired_time: 4.4815931320, propagate_forward_time: 108.0499191284, propagate_backward_time: 164.2999877930, weight_update_time: 0.1571840644, other_time: 3.3214111328
epoch time: 22.4606590271s, input_fired_time: 1.0947368145, output_fired_time: 0.0000000000, propagate_forward_time: 20.9732437134, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3926792145
validation[          , genome  6684] predictions:    9794/  10000 (97.94%), best:    9800/10000 (98.00%), error:       749.38098, best error:       669.03229 on epoch:    82, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 282.0635986328s, input_fired_time: 6.5690259933, output_fired_time: 7.4868459702, propagate_forward_time: 109.7496185303, propagate_backward_time: 151.9585418701, weight_update_time: 0.1594395638, other_time: 6.2995605469
epoch time: 22.4818763733s, input_fired_time: 0.1920008361, output_fired_time: 0.0000000000, propagate_forward_time: 21.8951644897, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3947105408
validation[          , genome  6684] predictions:    9750/  10000 (97.50%), best:    9800/10000 (98.00%), error:       810.65747, best error:       669.03229 on epoch:    82, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 280.4732666016s, input_fired_time: 4.5646038055, output_fired_time: 4.4784789085, propagate_forward_time: 105.6539688110, propagate_backward_time: 160.4930419922, weight_update_time: 0.1590728164, other_time: 5.2831726074
epoch time: 24.4762802124s, input_fired_time: 0.1956291497, output_fired_time: 0.0000000000, propagate_forward_time: 23.8787136078, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4019374847
validation[          , genome  6684] predictions:    9734/  10000 (97.34%), best:    9800/10000 (98.00%), error:       833.81274, best error:       669.03229 on epoch:    82, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 277.6870117188s, input_fired_time: 3.5442464352, output_fired_time: 3.4428675175, propagate_forward_time: 104.3155746460, propagate_backward_time: 154.0999145508, weight_update_time: 0.1578321606, other_time: 12.2843933105
epoch time: 23.5942516327s, input_fired_time: 0.2011037469, output_fired_time: 0.0000000000, propagate_forward_time: 22.9937210083, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3994274139
validation[          , genome  6684] predictions:    9773/  10000 (97.73%), best:    9800/10000 (98.00%), error:       741.13721, best error:       669.03229 on epoch:    82, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 276.7601013184s, input_fired_time: 2.5436768532, output_fired_time: 1.4253643751, propagate_forward_time: 95.0230636597, propagate_backward_time: 166.6042175293, weight_update_time: 0.1629407555, other_time: 11.1637878418
epoch time: 23.2338294983s, input_fired_time: 1.1921784878, output_fired_time: 0.0000000000, propagate_forward_time: 21.6437549591, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3978958130
validation[          , genome  6684] predictions:    9737/  10000 (97.37%), best:    9800/10000 (98.00%), error:       811.52362, best error:       669.03229 on epoch:    82, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 275.9168701172s, input_fired_time: 2.5236649513, output_fired_time: 3.3300340176, propagate_forward_time: 119.5826110840, propagate_backward_time: 141.2262420654, weight_update_time: 0.1595690101, other_time: 9.2543182373
epoch time: 22.1492252350s, input_fired_time: 1.1918321848, output_fired_time: 0.0000000000, propagate_forward_time: 18.5662345886, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3911590576
validation[          , genome  6684] predictions:    9777/  10000 (97.77%), best:    9800/10000 (98.00%), error:       754.57501, best error:       669.03229 on epoch:    82, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 280.1967163086s, input_fired_time: 2.4282026291, output_fired_time: 2.4612414837, propagate_forward_time: 101.3262329102, propagate_backward_time: 167.7191314697, weight_update_time: 0.1576662809, other_time: 6.2619171143
epoch time: 24.6913318634s, input_fired_time: 0.1986475289, output_fired_time: 0.0000000000, propagate_forward_time: 24.0850238800, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4076595306
validation[          , genome  6684] predictions:    9778/  10000 (97.78%), best:    9800/10000 (98.00%), error:       693.88794, best error:       669.03229 on epoch:    82, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 253.3421936035s, input_fired_time: 2.6243774891, output_fired_time: 3.4378483295, propagate_forward_time: 92.6415634155, propagate_backward_time: 149.4997711182, weight_update_time: 0.1563809216, other_time: 5.1386260986
epoch time: 23.2552146912s, input_fired_time: 0.1915606856, output_fired_time: 0.0000000000, propagate_forward_time: 22.6781902313, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3854637146
validation[          , genome  6684] predictions:    9775/  10000 (97.75%), best:    9800/10000 (98.00%), error:       760.26007, best error:       669.03229 on epoch:    82, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 280.2269897461s, input_fired_time: 3.5450954437, output_fired_time: 4.4677157402, propagate_forward_time: 116.4699859619, propagate_backward_time: 148.4734802246, weight_update_time: 0.1597854942, other_time: 7.2707061768
epoch time: 22.4414291382s, input_fired_time: 0.1957661957, output_fired_time: 0.0000000000, propagate_forward_time: 21.8488082886, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3968544006
validation[          , genome  6684] predictions:    9759/  10000 (97.59%), best:    9800/10000 (98.00%), error:       785.21954, best error:       669.03229 on epoch:    82, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 277.3219604492s, input_fired_time: 6.5745615959, output_fired_time: 3.4519286156, propagate_forward_time: 111.8439102173, propagate_backward_time: 149.2061309814, weight_update_time: 0.1560053378, other_time: 6.2454376221
epoch time: 22.3828601837s, input_fired_time: 0.1927377135, output_fired_time: 0.0000000000, propagate_forward_time: 20.7909946442, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3991279602
validation[          , genome  6684] predictions:    9765/  10000 (97.65%), best:    9800/10000 (98.00%), error:       757.55737, best error:       669.03229 on epoch:    82, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 278.8132934570s, input_fired_time: 6.5538249016, output_fired_time: 5.4740991592, propagate_forward_time: 113.1524963379, propagate_backward_time: 140.3665771484, weight_update_time: 0.1573889703, other_time: 13.2662963867
epoch time: 23.5855770111s, input_fired_time: 0.1950447559, output_fired_time: 0.0000000000, propagate_forward_time: 22.9949398041, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3955917358
validation[          , genome  6684] predictions:    9774/  10000 (97.74%), best:    9800/10000 (98.00%), error:       760.36841, best error:       669.03229 on epoch:    82, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 285.4402770996s, input_fired_time: 3.5771987438, output_fired_time: 1.4715406895, propagate_forward_time: 107.6125640869, propagate_backward_time: 167.4770660400, weight_update_time: 0.1621361375, other_time: 5.3019104004
epoch time: 24.5923500061s, input_fired_time: 0.1967026144, output_fired_time: 0.0000000000, propagate_forward_time: 23.0976791382, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2979679108
validation[          , genome  6684] predictions:    9779/  10000 (97.79%), best:    9800/10000 (98.00%), error:       721.76385, best error:       669.03229 on epoch:    82, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 281.8305053711s, input_fired_time: 3.5533063412, output_fired_time: 1.4714683294, propagate_forward_time: 123.5787277222, propagate_backward_time: 148.9166870117, weight_update_time: 0.1591899842, other_time: 4.3103027344
epoch time: 25.7255382538s, input_fired_time: 0.1976093650, output_fired_time: 0.0000000000, propagate_forward_time: 25.1367053986, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3912239075
validation[          , genome  6684] predictions:    9772/  10000 (97.72%), best:    9800/10000 (98.00%), error:       739.24194, best error:       669.03229 on epoch:    82, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 281.9787597656s, input_fired_time: 1.5618115664, output_fired_time: 1.4643605947, propagate_forward_time: 114.6573181152, propagate_backward_time: 160.0527648926, weight_update_time: 0.1595334858, other_time: 4.2425231934
epoch time: 25.6677360535s, input_fired_time: 2.2001626492, output_fired_time: 0.0000000000, propagate_forward_time: 23.0774688721, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3901042938
validation[          , genome  6684] predictions:    9733/  10000 (97.33%), best:    9800/10000 (98.00%), error:       903.13519, best error:       669.03229 on epoch:    82, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 277.8644104004s, input_fired_time: 3.5290021896, output_fired_time: 4.4659075737, propagate_forward_time: 119.6786346436, propagate_backward_time: 147.9655151367, weight_update_time: 0.1558380872, other_time: 2.2253570557
epoch time: 22.2063999176s, input_fired_time: 1.1920220852, output_fired_time: 0.0000000000, propagate_forward_time: 18.6153125763, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3990650177
validation[          , genome  6684] predictions:    9772/  10000 (97.72%), best:    9800/10000 (98.00%), error:       771.74628, best error:       669.03229 on epoch:    82, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 274.3734130859s, input_fired_time: 2.5178444386, output_fired_time: 8.4538822174, propagate_forward_time: 105.7450637817, propagate_backward_time: 154.4491882324, weight_update_time: 0.1549811363, other_time: 3.2074279785
epoch time: 23.2965068817s, input_fired_time: 0.1923002005, output_fired_time: 0.0000000000, propagate_forward_time: 19.6936721802, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4105339050
validation[          , genome  6684] predictions:    9770/  10000 (97.70%), best:    9800/10000 (98.00%), error:       752.86115, best error:       669.03229 on epoch:    82, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 279.8677368164s, input_fired_time: 3.5431852341, output_fired_time: 3.4686031342, propagate_forward_time: 92.3776626587, propagate_backward_time: 175.2210388184, weight_update_time: 0.1570853591, other_time: 5.2572631836
epoch time: 24.5718708038s, input_fired_time: 0.1961009949, output_fired_time: 0.0000000000, propagate_forward_time: 23.9805717468, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3951988220
validation[          , genome  6684] predictions:    9774/  10000 (97.74%), best:    9800/10000 (98.00%), error:       727.72437, best error:       669.03229 on epoch:    82, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 277.4863891602s, input_fired_time: 5.5459728241, output_fired_time: 1.4503247738, propagate_forward_time: 113.2506332397, propagate_backward_time: 151.9967956543, weight_update_time: 0.1581364274, other_time: 5.2426757813
epoch time: 24.4647140503s, input_fired_time: 0.1940896809, output_fired_time: 0.0000000000, propagate_forward_time: 23.8753147125, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3953094482
validation[          , genome  6684] predictions:    9635/  10000 (96.35%), best:    9800/10000 (98.00%), error:      1243.29919, best error:       669.03229 on epoch:    82, epoch:  100/100, mu: 0.9870989323, learning_rate: 0.0000740065, weight_decay: 0.0000029603

evaluating best weights on full training data.
evaluting training set with running mean/variance:
epoch time: 117.2095794678s, input_fired_time: 2.9898571968, output_fired_time: 0.0000000000, propagate_forward_time: 110.1729431152, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.0467758179
best training[          , genome  6684] predictions:   49805/  50000 (99.61%), best:    9800/10000 (98.00%), error:       910.66754, best error:       669.03229 on epoch:    82, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
evaluating best weights on test data.
evaluting test set with running mean/variance:
epoch time: 23.5801219940s, input_fired_time: 0.1965905428, output_fired_time: 0.0000000000, propagate_forward_time: 20.9768829346, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4066486359
   testing[          , genome  6684] predictions:    9803/  10000 (98.03%), best:    9800/10000 (98.00%), error:       615.15863, best error:       669.03229 on epoch:    82, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
13:43:28 (9052): called boinc_finish(0)

</stderr_txt>
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