Nameexact_genome_1518178202_48_18382_1
Workunit2992597
Created9 Feb 2018, 19:14:46 UTC
Sent9 Feb 2018, 19:41:32 UTC
Report deadline12 Apr 2018, 11:00:00 UTC
Received11 Feb 2018, 23:06:10 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID70684
Run time1 days 16 hours 59 min 45 sec
CPU time1 days 16 hours 59 min 45 sec
Validate stateInitial
Credit0.00
Device peak FLOPS3.04 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size180.91 MB
Peak swap size183.58 MB
Peak disk usage4.77 MB

Stderr output

<core_client_version>7.6.31</core_client_version>
<![CDATA[
<stderr_txt>
ecay: 0.0001792429

epoch time: 1237.1212158203s, input_fired_time: 12.0350513458, output_fired_time: 11.9098119736, propagate_forward_time: 455.1444702148, propagate_backward_time: 745.1492919922, weight_update_time: 1.6417260170, other_time: 12.8826293945
epoch time: 88.8837661743s, input_fired_time: 1.2555752993, output_fired_time: 0.0000000000, propagate_forward_time: 85.4507980347, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1773910522
validation[          , genome 18382] predictions:    9859/  10000 (98.59%), best:    9879/10000 (98.79%), error:       448.50006, best error:       350.00458 on epoch:    20, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 1248.8704833984s, input_fired_time: 12.0244827271, output_fired_time: 12.0003156662, propagate_forward_time: 460.5988159180, propagate_backward_time: 751.6699829102, weight_update_time: 1.6373015642, other_time: 12.5767822266
epoch time: 69.8532867432s, input_fired_time: 1.0940971375, output_fired_time: 0.0000000000, propagate_forward_time: 66.7627410889, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9964447021
validation[          , genome 18382] predictions:    9854/  10000 (98.54%), best:    9879/10000 (98.79%), error:       489.84219, best error:       350.00458 on epoch:    20, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 1175.1895751953s, input_fired_time: 11.6355485916, output_fired_time: 11.2927579880, propagate_forward_time: 431.9303283691, propagate_backward_time: 707.7218017578, weight_update_time: 1.5906071663, other_time: 12.6092529297
epoch time: 101.5061187744s, input_fired_time: 1.3458155394, output_fired_time: 0.0000000000, propagate_forward_time: 98.0470504761, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1132507324
validation[          , genome 18382] predictions:    9867/  10000 (98.67%), best:    9879/10000 (98.79%), error:       405.86310, best error:       350.00458 on epoch:    20, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 1271.0609130859s, input_fired_time: 12.1580905914, output_fired_time: 12.2052068710, propagate_forward_time: 468.1728210449, propagate_backward_time: 765.8693237305, weight_update_time: 1.6480785608, other_time: 12.6554565430
epoch time: 117.4726715088s, input_fired_time: 1.4832799435, output_fired_time: 0.0000000000, propagate_forward_time: 113.8473587036, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1420364380
validation[          , genome 18382] predictions:    9880/  10000 (98.80%), best:    9879/10000 (98.79%), error:       386.34750, best error:       350.00458 on epoch:    20, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 1151.6337890625s, input_fired_time: 11.4780616760, output_fired_time: 10.9750919342, propagate_forward_time: 423.6104125977, propagate_backward_time: 693.1175537109, weight_update_time: 1.5715177059, other_time: 12.4526977539
epoch time: 96.9126205444s, input_fired_time: 1.3159800768, output_fired_time: 0.0000000000, propagate_forward_time: 93.5039901733, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0926513672
validation[          , genome 18382] predictions:    9852/  10000 (98.52%), best:    9879/10000 (98.79%), error:       458.66498, best error:       350.00458 on epoch:    20, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 1207.6384277344s, input_fired_time: 11.8640909195, output_fired_time: 11.5751724243, propagate_forward_time: 445.4670104980, propagate_backward_time: 726.1165161133, weight_update_time: 1.6117231846, other_time: 12.6155395508
epoch time: 101.8116607666s, input_fired_time: 1.3648306131, output_fired_time: 0.0000000000, propagate_forward_time: 98.3264007568, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1204299927
validation[          , genome 18382] predictions:    9833/  10000 (98.33%), best:    9879/10000 (98.79%), error:       509.51840, best error:       350.00458 on epoch:    20, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 1259.5992431641s, input_fired_time: 12.1558876038, output_fired_time: 12.1425790787, propagate_forward_time: 463.8595581055, propagate_backward_time: 758.6672973633, weight_update_time: 1.6517329216, other_time: 12.7739257812
epoch time: 107.5927429199s, input_fired_time: 1.4058696032, output_fired_time: 0.0000000000, propagate_forward_time: 104.0494232178, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1374511719
validation[          , genome 18382] predictions:    9885/  10000 (98.85%), best:    9879/10000 (98.79%), error:       387.81625, best error:       350.00458 on epoch:    20, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 1343.3493652344s, input_fired_time: 12.5954542160, output_fired_time: 12.9792375565, propagate_forward_time: 494.7614135742, propagate_backward_time: 810.1930541992, weight_update_time: 1.7024035454, other_time: 12.8201904297
epoch time: 98.8924865723s, input_fired_time: 1.3286640644, output_fired_time: 0.0000000000, propagate_forward_time: 95.4615936279, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1022262573
validation[          , genome 18382] predictions:    9883/  10000 (98.83%), best:    9879/10000 (98.79%), error:       365.80017, best error:       350.00458 on epoch:    20, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 1367.0319824219s, input_fired_time: 12.8125305176, output_fired_time: 13.2460775375, propagate_forward_time: 504.2420959473, propagate_backward_time: 823.6520385742, weight_update_time: 1.7334102392, other_time: 13.0792846680
epoch time: 113.4596252441s, input_fired_time: 1.4506834745, output_fired_time: 0.0000000000, propagate_forward_time: 109.8745651245, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1343765259
validation[          , genome 18382] predictions:    9886/  10000 (98.86%), best:    9879/10000 (98.79%), error:       357.11380, best error:       350.00458 on epoch:    20, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 1219.9001464844s, input_fired_time: 12.0317955017, output_fired_time: 11.7454900742, propagate_forward_time: 450.1458435059, propagate_backward_time: 733.0106811523, weight_update_time: 1.6401500702, other_time: 12.9663696289
epoch time: 94.3112411499s, input_fired_time: 1.3086332083, output_fired_time: 0.0000000000, propagate_forward_time: 90.8308639526, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1717453003
validation[          , genome 18382] predictions:    9889/  10000 (98.89%), best:    9879/10000 (98.79%), error:       358.48108, best error:       350.00458 on epoch:    20, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 1308.0179443359s, input_fired_time: 12.5393800735, output_fired_time: 12.6779012680, propagate_forward_time: 481.7086181641, propagate_backward_time: 787.9666137695, weight_update_time: 1.6959927082, other_time: 13.1254272461
epoch time: 121.9249725342s, input_fired_time: 1.5352158546, output_fired_time: 0.0000000000, propagate_forward_time: 118.1486129761, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2411422729
validation[          , genome 18382] predictions:    9871/  10000 (98.71%), best:    9879/10000 (98.79%), error:       400.95645, best error:       350.00458 on epoch:    20, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 1369.0323486328s, input_fired_time: 12.7821760178, output_fired_time: 13.2197427750, propagate_forward_time: 505.2068176270, propagate_backward_time: 824.8553466797, weight_update_time: 1.7256771326, other_time: 12.9682617188
epoch time: 94.8036422729s, input_fired_time: 1.3115925789, output_fired_time: 0.0000000000, propagate_forward_time: 91.3558349609, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1362152100
validation[          , genome 18382] predictions:    9871/  10000 (98.71%), best:    9879/10000 (98.79%), error:       436.10486, best error:       350.00458 on epoch:    20, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 1280.0190429688s, input_fired_time: 12.3235301971, output_fired_time: 12.3630924225, propagate_forward_time: 471.3925170898, propagate_backward_time: 771.1392211914, weight_update_time: 1.6625620127, other_time: 12.8007812500
epoch time: 120.9090499878s, input_fired_time: 1.5225321054, output_fired_time: 0.0000000000, propagate_forward_time: 117.1635360718, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2229843140
validation[          , genome 18382] predictions:    9879/  10000 (98.79%), best:    9879/10000 (98.79%), error:       392.67194, best error:       350.00458 on epoch:    20, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 1400.9982910156s, input_fired_time: 12.9826116562, output_fired_time: 13.5827302933, propagate_forward_time: 517.9829101562, propagate_backward_time: 843.4949951172, weight_update_time: 1.7404023409, other_time: 12.9549560547
epoch time: 118.7457275391s, input_fired_time: 1.4992510080, output_fired_time: 0.0000000000, propagate_forward_time: 115.0478439331, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1986312866
validation[          , genome 18382] predictions:    9894/  10000 (98.94%), best:    9894/10000 (98.94%), error:       340.65976, best error:       340.65976 on epoch:    34, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 1385.6584472656s, input_fired_time: 12.8807668686, output_fired_time: 13.4744625092, propagate_forward_time: 509.7012634277, propagate_backward_time: 836.5474243164, weight_update_time: 1.7386655807, other_time: 13.0545043945
epoch time: 92.5581741333s, input_fired_time: 1.3013044596, output_fired_time: 0.0000000000, propagate_forward_time: 89.1538848877, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1029815674
validation[          , genome 18382] predictions:    9873/  10000 (98.73%), best:    9894/10000 (98.94%), error:       396.20959, best error:       340.65976 on epoch:    34, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 1422.8236083984s, input_fired_time: 13.1581897736, output_fired_time: 13.8538942337, propagate_forward_time: 525.3350219727, propagate_backward_time: 857.2770385742, weight_update_time: 1.7632181644, other_time: 13.1994628906
epoch time: 119.9598083496s, input_fired_time: 1.5311963558, output_fired_time: 0.0000000000, propagate_forward_time: 116.1764831543, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2521286011
validation[          , genome 18382] predictions:    9903/  10000 (99.03%), best:    9903/10000 (99.03%), error:       314.45123, best error:       314.45123 on epoch:    36, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 1312.4519042969s, input_fired_time: 12.5972003937, output_fired_time: 12.7418594360, propagate_forward_time: 484.2121276855, propagate_backward_time: 789.7128295898, weight_update_time: 1.7066276073, other_time: 13.1879272461
epoch time: 75.1202087402s, input_fired_time: 1.1508941650, output_fired_time: 0.0000000000, propagate_forward_time: 71.9318695068, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0374450684
validation[          , genome 18382] predictions:    9891/  10000 (98.91%), best:    9903/10000 (99.03%), error:       365.10620, best error:       314.45123 on epoch:    36, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 1395.7534179688s, input_fired_time: 13.0265636444, output_fired_time: 13.6157150269, propagate_forward_time: 514.7395629883, propagate_backward_time: 841.1096801758, weight_update_time: 1.7585986853, other_time: 13.2618408203
epoch time: 121.4642486572s, input_fired_time: 1.5334235430, output_fired_time: 0.0000000000, propagate_forward_time: 117.7218017578, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2090225220
validation[          , genome 18382] predictions:    9872/  10000 (98.72%), best:    9903/10000 (99.03%), error:       396.65094, best error:       314.45123 on epoch:    36, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 1289.1505126953s, input_fired_time: 12.3682222366, output_fired_time: 12.3916263580, propagate_forward_time: 474.3901062012, propagate_backward_time: 777.1643066406, weight_update_time: 1.6629623175, other_time: 12.8363037109
epoch time: 112.7535247803s, input_fired_time: 1.4562175274, output_fired_time: 0.0000000000, propagate_forward_time: 109.1504516602, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1468582153
validation[          , genome 18382] predictions:    9896/  10000 (98.96%), best:    9903/10000 (99.03%), error:       339.63477, best error:       314.45123 on epoch:    36, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 1544.3327636719s, input_fired_time: 13.9105958939, output_fired_time: 15.1568832397, propagate_forward_time: 570.3341064453, propagate_backward_time: 931.3540039062, weight_update_time: 1.8500036001, other_time: 13.5771484375
epoch time: 120.7419052124s, input_fired_time: 1.5368399620, output_fired_time: 0.0000000000, propagate_forward_time: 116.9605255127, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2445373535
validation[          , genome 18382] predictions:    9880/  10000 (98.80%), best:    9903/10000 (99.03%), error:       348.24179, best error:       314.45123 on epoch:    36, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 1401.4693603516s, input_fired_time: 13.0630083084, output_fired_time: 13.6516437531, propagate_forward_time: 517.7738037109, propagate_backward_time: 843.8326416016, weight_update_time: 1.7462010384, other_time: 13.1483154297
epoch time: 93.7428207397s, input_fired_time: 1.3199175596, output_fired_time: 0.0000000000, propagate_forward_time: 90.2006072998, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2222976685
validation[          , genome 18382] predictions:    9911/  10000 (99.11%), best:    9911/10000 (99.11%), error:       310.84845, best error:       310.84845 on epoch:    41, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 1356.5136718750s, input_fired_time: 12.7579336166, output_fired_time: 13.1326932907, propagate_forward_time: 500.1089172363, propagate_backward_time: 817.5832519531, weight_update_time: 1.7097595930, other_time: 12.9309082031
epoch time: 94.7311401367s, input_fired_time: 1.3206630945, output_fired_time: 0.0000000000, propagate_forward_time: 91.2997589111, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1107177734
validation[          , genome 18382] predictions:    9894/  10000 (98.94%), best:    9911/10000 (99.11%), error:       334.43393, best error:       310.84845 on epoch:    41, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 1345.9842529297s, input_fired_time: 12.7381381989, output_fired_time: 13.0469961166, propagate_forward_time: 497.4804992676, propagate_backward_time: 809.7520141602, weight_update_time: 1.7108503580, other_time: 12.9666137695
epoch time: 120.1919784546s, input_fired_time: 1.5351314545, output_fired_time: 0.0000000000, propagate_forward_time: 116.4250869751, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2317581177
validation[          , genome 18382] predictions:    9914/  10000 (99.14%), best:    9914/10000 (99.14%), error:       287.73935, best error:       287.73935 on epoch:    43, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 1373.6047363281s, input_fired_time: 12.8840875626, output_fired_time: 13.3303089142, propagate_forward_time: 506.6875000000, propagate_backward_time: 827.6726074219, weight_update_time: 1.7255858183, other_time: 13.0302734375
epoch time: 88.2242507935s, input_fired_time: 1.2822320461, output_fired_time: 0.0000000000, propagate_forward_time: 84.7595291138, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1824874878
validation[          , genome 18382] predictions:    9901/  10000 (99.01%), best:    9914/10000 (99.14%), error:       297.28320, best error:       287.73935 on epoch:    43, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 1353.3398437500s, input_fired_time: 12.8044748306, output_fired_time: 13.1293954849, propagate_forward_time: 498.1445617676, propagate_backward_time: 816.1450195312, weight_update_time: 1.7211822271, other_time: 13.1164550781
epoch time: 120.9554977417s, input_fired_time: 1.5398885012, output_fired_time: 0.0000000000, propagate_forward_time: 117.1952896118, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2203216553
validation[          , genome 18382] predictions:    9905/  10000 (99.05%), best:    9905/10000 (99.05%), error:       285.41833, best error:       285.41833 on epoch:    45, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 1433.1163330078s, input_fired_time: 13.2905015945, output_fired_time: 13.9970798492, propagate_forward_time: 528.5746459961, propagate_backward_time: 863.8345336914, weight_update_time: 1.7805709839, other_time: 13.4195556641
epoch time: 118.2532348633s, input_fired_time: 1.5159962177, output_fired_time: 0.0000000000, propagate_forward_time: 114.5332870483, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2039489746
validation[          , genome 18382] predictions:    9882/  10000 (98.82%), best:    9905/10000 (99.05%), error:       336.13437, best error:       285.41833 on epoch:    45, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 1556.7147216797s, input_fired_time: 14.0076818466, output_fired_time: 15.2696046829, propagate_forward_time: 575.4006958008, propagate_backward_time: 938.4441528320, weight_update_time: 1.8598308563, other_time: 13.5925292969
epoch time: 115.2535324097s, input_fired_time: 1.4939723015, output_fired_time: 0.0000000000, propagate_forward_time: 111.5310440063, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2285156250
validation[          , genome 18382] predictions:    9911/  10000 (99.11%), best:    9905/10000 (99.05%), error:       308.42886, best error:       285.41833 on epoch:    45, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 1391.6497802734s, input_fired_time: 12.9916734695, output_fired_time: 13.4761276245, propagate_forward_time: 513.6293334961, propagate_backward_time: 838.5267333984, weight_update_time: 1.7368645668, other_time: 13.0259399414
epoch time: 114.2609939575s, input_fired_time: 1.4965506792, output_fired_time: 0.0000000000, propagate_forward_time: 110.5718154907, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1926269531
validation[          , genome 18382] predictions:    9905/  10000 (99.05%), best:    9905/10000 (99.05%), error:       300.78003, best error:       285.41833 on epoch:    45, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

arguments:
	'../../projects/csgrid.org_csg/exact_client_0.33_x86_64-pc-linux-gnu'
	'--training_file'
	'training_samples.bin'
	'--validation_file'
	'validation_samples.bin'
	'--testing_file'
	'testing_samples.bin'
	'--genome_file'
	'input_genome.txt'
	'--output_file'
	'output_genome.txt'
	'--checkpoint_file'
	'checkpoint.txt'
converting arguments to vector
boincified training filename: '../../projects/csgrid.org_csg/mnist_training_50k.bin'
boincified validation filename: '../../projects/csgrid.org_csg/mnist_validation_10k.bin'
boincified testing filename: '../../projects/csgrid.org_csg/mnist_testing_new.bin'
boincified genome filename: '../../projects/csgrid.org_csg/exact_genome_1518178202_48_18382.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1518178202_48_18382_1_r56418795_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: 0.950313
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.00101243
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 4.04973e-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: 49
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 45
read number_validation_images: 10000
read best_validation_predictions: 9905
read best_validation_error: 285.418
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: 18382
read normal distribution: '1 0 0'
generator_str: '900331121'
read generator: 900331121
read generated_by_map:
1 disable_node 1
reading 129 nodes.
reading 490 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: 1378.43078613281s, input_fired_time: 13.2861852645874, output_fired_time: 13.4550323486328, propagate_forward_time: 508.239624023438, propagate_backward_time: 829.195861816406, weight_update_time: 1.89694368839264, other_time: 14.2540893554688
epoch time: 109.308555603027s, input_fired_time: 1.48767507076263, output_fired_time: 0, propagate_forward_time: 105.534782409668, propagate_backward_time: 0, weight_update_time: 0, other_time: 2.28609466552734
validation[          , genome 18382] predictions:    9916/  10000 (99.16%), best:    9905/10000 (99.05%), error:       289.83865, best error:       285.41833 on epoch:    45, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 1529.1712646484s, input_fired_time: 14.1004953384, output_fired_time: 15.0798225403, propagate_forward_time: 564.5492553711, propagate_backward_time: 920.9697265625, weight_update_time: 1.9912130833, other_time: 14.4719848633
epoch time: 91.2832794189s, input_fired_time: 1.3227945566, output_fired_time: 0.0000000000, propagate_forward_time: 87.8525772095, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1079101562
validation[          , genome 18382] predictions:    9866/  10000 (98.66%), best:    9905/10000 (99.05%), error:       429.18805, best error:       285.41833 on epoch:    45, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 1402.8387451172s, input_fired_time: 13.3658990860, output_fired_time: 13.7548255920, propagate_forward_time: 516.9541625977, propagate_backward_time: 844.6444702148, weight_update_time: 1.8974046707, other_time: 14.1193847656
epoch time: 100.0005569458s, input_fired_time: 1.3924236298, output_fired_time: 0.0000000000, propagate_forward_time: 96.4294967651, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1786346436
validation[          , genome 18382] predictions:    9899/  10000 (98.99%), best:    9905/10000 (99.05%), error:       296.00592, best error:       285.41833 on epoch:    45, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 1269.1591796875s, input_fired_time: 12.5181808472, output_fired_time: 12.3464984894, propagate_forward_time: 466.6563415527, propagate_backward_time: 764.0876464844, weight_update_time: 1.7953603268, other_time: 13.5504150391
epoch time: 69.4365768433s, input_fired_time: 1.1345599890, output_fired_time: 0.0000000000, propagate_forward_time: 66.3131866455, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9888305664
validation[          , genome 18382] predictions:    9912/  10000 (99.12%), best:    9912/10000 (99.12%), error:       285.34567, best error:       285.34567 on epoch:    52, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 1142.1528320312s, input_fired_time: 11.8004179001, output_fired_time: 11.0449609756, propagate_forward_time: 419.5163879395, propagate_backward_time: 686.5466308594, weight_update_time: 1.7053980827, other_time: 13.2445068359
epoch time: 121.8280410767s, input_fired_time: 1.5992537737, output_fired_time: 0.0000000000, propagate_forward_time: 117.9158477783, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3129425049
validation[          , genome 18382] predictions:    9909/  10000 (99.09%), best:    9912/10000 (99.12%), error:       303.37527, best error:       285.34567 on epoch:    52, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 1482.9884033203s, input_fired_time: 13.8180074692, output_fired_time: 14.6267776489, propagate_forward_time: 547.5100708008, propagate_backward_time: 892.8363647461, weight_update_time: 1.9529203176, other_time: 14.1971435547
epoch time: 94.2980575562s, input_fired_time: 1.3677486181, output_fired_time: 0.0000000000, propagate_forward_time: 90.7212142944, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2090911865
validation[          , genome 18382] predictions:    9924/  10000 (99.24%), best:    9924/10000 (99.24%), error:       257.11319, best error:       257.11319 on epoch:    54, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 1396.8106689453s, input_fired_time: 13.3149595261, output_fired_time: 13.6535949707, propagate_forward_time: 515.9138793945, propagate_backward_time: 839.9342651367, weight_update_time: 1.8928171396, other_time: 13.9940185547
epoch time: 121.2572174072s, input_fired_time: 1.5816514492, output_fired_time: 0.0000000000, propagate_forward_time: 117.4455490112, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2300186157
validation[          , genome 18382] predictions:    9903/  10000 (99.03%), best:    9924/10000 (99.24%), error:       305.21677, best error:       257.11319 on epoch:    54, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 1475.4700927734s, input_fired_time: 13.8327827454, output_fired_time: 14.5434188843, propagate_forward_time: 543.7315673828, propagate_backward_time: 889.0291748047, weight_update_time: 1.9493781328, other_time: 14.3331298828
epoch time: 119.8642730713s, input_fired_time: 1.5916916132, output_fired_time: 0.0000000000, propagate_forward_time: 115.9660034180, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3065795898
validation[          , genome 18382] predictions:    9908/  10000 (99.08%), best:    9924/10000 (99.24%), error:       296.90842, best error:       257.11319 on epoch:    54, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 1326.7612304688s, input_fired_time: 13.0484800339, output_fired_time: 12.9852180481, propagate_forward_time: 488.5502624512, propagate_backward_time: 798.0770263672, weight_update_time: 1.8546603918, other_time: 14.1002197266
epoch time: 77.7874603271s, input_fired_time: 1.2412676811, output_fired_time: 0.0000000000, propagate_forward_time: 74.3634643555, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1827316284
validation[          , genome 18382] predictions:    9910/  10000 (99.10%), best:    9924/10000 (99.24%), error:       294.07974, best error:       257.11319 on epoch:    54, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 1348.1281738281s, input_fired_time: 13.0517101288, output_fired_time: 13.1653394699, propagate_forward_time: 497.3561706543, propagate_backward_time: 810.7219238281, weight_update_time: 1.8532723188, other_time: 13.8330078125
epoch time: 115.9012985229s, input_fired_time: 1.5413815975, output_fired_time: 0.0000000000, propagate_forward_time: 112.1595077515, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2004089355
validation[          , genome 18382] predictions:    9917/  10000 (99.17%), best:    9924/10000 (99.24%), error:       265.30106, best error:       257.11319 on epoch:    54, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 1163.0460205078s, input_fired_time: 12.0150146484, output_fired_time: 11.3216352463, propagate_forward_time: 427.2024536133, propagate_backward_time: 698.9296264648, weight_update_time: 1.7383323908, other_time: 13.5772705078
epoch time: 96.6906051636s, input_fired_time: 1.3953250647, output_fired_time: 0.0000000000, propagate_forward_time: 93.0528869629, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2423934937
validation[          , genome 18382] predictions:    9922/  10000 (99.22%), best:    9924/10000 (99.24%), error:       257.94727, best error:       257.11319 on epoch:    54, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 1338.5635986328s, input_fired_time: 13.0030364990, output_fired_time: 13.0837545395, propagate_forward_time: 492.5165710449, propagate_backward_time: 806.0513916016, weight_update_time: 1.8544342518, other_time: 13.9088134766
epoch time: 81.5967788696s, input_fired_time: 1.2581907511, output_fired_time: 0.0000000000, propagate_forward_time: 78.2570800781, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0815048218
validation[          , genome 18382] predictions:    9910/  10000 (99.10%), best:    9924/10000 (99.24%), error:       285.27560, best error:       257.11319 on epoch:    54, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 1347.8901367188s, input_fired_time: 13.0519523621, output_fired_time: 13.1543970108, propagate_forward_time: 496.7943725586, propagate_backward_time: 811.0983886719, weight_update_time: 1.8475556374, other_time: 13.7909545898
epoch time: 123.1203079224s, input_fired_time: 1.6068166494, output_fired_time: 0.0000000000, propagate_forward_time: 119.2415695190, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2719192505
validation[          , genome 18382] predictions:    9921/  10000 (99.21%), best:    9924/10000 (99.24%), error:       258.10315, best error:       257.11319 on epoch:    54, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 1258.7159423828s, input_fired_time: 12.5511770248, output_fired_time: 12.2759599686, propagate_forward_time: 463.1818237305, propagate_backward_time: 757.0072631836, weight_update_time: 1.7986524105, other_time: 13.6997070312
epoch time: 93.7666625977s, input_fired_time: 1.3487433195, output_fired_time: 0.0000000000, propagate_forward_time: 90.3088836670, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1090393066
validation[          , genome 18382] predictions:    9903/  10000 (99.03%), best:    9924/10000 (99.24%), error:       307.29065, best error:       257.11319 on epoch:    54, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 1226.6437988281s, input_fired_time: 12.3105392456, output_fired_time: 11.9186687469, propagate_forward_time: 450.4689025879, propagate_backward_time: 738.5094604492, weight_update_time: 1.7593052387, other_time: 13.4362182617
epoch time: 122.4996414185s, input_fired_time: 1.6076618433, output_fired_time: 0.0000000000, propagate_forward_time: 118.5877532959, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3042297363
validation[          , genome 18382] predictions:    9907/  10000 (99.07%), best:    9924/10000 (99.24%), error:       263.20242, best error:       257.11319 on epoch:    54, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 1401.0568847656s, input_fired_time: 13.3783388138, output_fired_time: 13.8060550690, propagate_forward_time: 516.1906127930, propagate_backward_time: 843.6091918945, weight_update_time: 1.9031295776, other_time: 14.0727539062
epoch time: 122.3922424316s, input_fired_time: 1.5940302610, output_fired_time: 0.0000000000, propagate_forward_time: 118.5252151489, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2729949951
validation[          , genome 18382] predictions:    9909/  10000 (99.09%), best:    9924/10000 (99.24%), error:       279.82996, best error:       257.11319 on epoch:    54, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 1564.7144775391s, input_fired_time: 14.3200826645, output_fired_time: 15.4710884094, propagate_forward_time: 577.8046264648, propagate_backward_time: 942.6456298828, weight_update_time: 2.0107436180, other_time: 14.4730834961
epoch time: 122.5721740723s, input_fired_time: 1.6032682657, output_fired_time: 0.0000000000, propagate_forward_time: 118.6822204590, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2866821289
validation[          , genome 18382] predictions:    9919/  10000 (99.19%), best:    9924/10000 (99.24%), error:       262.03699, best error:       257.11319 on epoch:    54, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 1487.0001220703s, input_fired_time: 13.8911104202, output_fired_time: 14.6759014130, propagate_forward_time: 549.2301025391, propagate_backward_time: 894.9500122070, weight_update_time: 1.9569637775, other_time: 14.2529907227
epoch time: 122.9523925781s, input_fired_time: 1.6063960791, output_fired_time: 0.0000000000, propagate_forward_time: 119.0566101074, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2893829346
validation[          , genome 18382] predictions:    9922/  10000 (99.22%), best:    9922/10000 (99.22%), error:       250.87738, best error:       250.87738 on epoch:    66, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 1326.5163574219s, input_fired_time: 12.9652433395, output_fired_time: 12.9956159592, propagate_forward_time: 488.2386474609, propagate_backward_time: 798.4085083008, weight_update_time: 1.8487744331, other_time: 13.9083862305
epoch time: 75.1290817261s, input_fired_time: 1.1911525726, output_fired_time: 0.0000000000, propagate_forward_time: 71.9119186401, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0260086060
validation[          , genome 18382] predictions:    9915/  10000 (99.15%), best:    9922/10000 (99.22%), error:       268.62411, best error:       250.87738 on epoch:    66, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 1297.1672363281s, input_fired_time: 12.7622632980, output_fired_time: 12.6654186249, propagate_forward_time: 477.4935913086, propagate_backward_time: 780.6080322266, weight_update_time: 1.8170362711, other_time: 13.6380004883
epoch time: 70.6679840088s, input_fired_time: 1.1793208122, output_fired_time: 0.0000000000, propagate_forward_time: 67.3601760864, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1284866333
validation[          , genome 18382] predictions:    9913/  10000 (99.13%), best:    9922/10000 (99.22%), error:       262.73416, best error:       250.87738 on epoch:    66, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 930.8815917969s, input_fired_time: 10.6971502304, output_fired_time: 8.8626203537, propagate_forward_time: 340.1684570312, propagate_backward_time: 558.0168457031, weight_update_time: 1.5829625130, other_time: 13.1365356445
epoch time: 81.2000198364s, input_fired_time: 1.2659749985, output_fired_time: 0.0000000000, propagate_forward_time: 77.7810974121, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1529464722
validation[          , genome 18382] predictions:    9918/  10000 (99.18%), best:    9922/10000 (99.22%), error:       276.64514, best error:       250.87738 on epoch:    66, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 1509.0855712891s, input_fired_time: 13.9887847900, output_fired_time: 14.8969850540, propagate_forward_time: 556.4627075195, propagate_backward_time: 909.5115966797, weight_update_time: 1.9659196138, other_time: 14.2255249023
epoch time: 123.2156372070s, input_fired_time: 1.6079465151, output_fired_time: 0.0000000000, propagate_forward_time: 119.3163146973, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2913742065
validation[          , genome 18382] predictions:    9922/  10000 (99.22%), best:    9922/10000 (99.22%), error:       251.80978, best error:       250.87738 on epoch:    66, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 1488.8061523438s, input_fired_time: 13.9388332367, output_fired_time: 14.6101398468, propagate_forward_time: 549.7002563477, propagate_backward_time: 896.2612304688, weight_update_time: 1.9617495537, other_time: 14.2957153320
epoch time: 120.4389419556s, input_fired_time: 1.5819233656, output_fired_time: 0.0000000000, propagate_forward_time: 116.5691223145, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2878952026
validation[          , genome 18382] predictions:    9926/  10000 (99.26%), best:    9926/10000 (99.26%), error:       248.51311, best error:       248.51311 on epoch:    71, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 1480.2478027344s, input_fired_time: 13.8073844910, output_fired_time: 14.6744842529, propagate_forward_time: 545.2487182617, propagate_backward_time: 892.2726440430, weight_update_time: 1.9440748692, other_time: 14.2446289062
epoch time: 121.4733352661s, input_fired_time: 1.5818876028, output_fired_time: 0.0000000000, propagate_forward_time: 117.6895217896, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2019271851
validation[          , genome 18382] predictions:    9914/  10000 (99.14%), best:    9926/10000 (99.26%), error:       274.93781, best error:       248.51311 on epoch:    71, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 1375.6622314453s, input_fired_time: 13.1737632751, output_fired_time: 13.4382448196, propagate_forward_time: 507.3236389160, propagate_backward_time: 828.1026611328, weight_update_time: 1.8644839525, other_time: 13.6240234375
epoch time: 105.7256546021s, input_fired_time: 1.5015606880, output_fired_time: 0.0000000000, propagate_forward_time: 101.6671371460, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5569534302
validation[          , genome 18382] predictions:    9920/  10000 (99.20%), best:    9926/10000 (99.26%), error:       252.61143, best error:       248.51311 on epoch:    71, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 1225.8698730469s, input_fired_time: 12.2724437714, output_fired_time: 11.8757591248, propagate_forward_time: 450.4912109375, propagate_backward_time: 737.9680786133, weight_update_time: 1.7612112761, other_time: 13.2623901367
epoch time: 100.1386260986s, input_fired_time: 1.4179754257, output_fired_time: 0.0000000000, propagate_forward_time: 96.5277786255, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1928710938
validation[          , genome 18382] predictions:    9911/  10000 (99.11%), best:    9926/10000 (99.26%), error:       269.40787, best error:       248.51311 on epoch:    71, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 1440.0609130859s, input_fired_time: 13.5893602371, output_fired_time: 14.0906600952, propagate_forward_time: 530.8915405273, propagate_backward_time: 867.5654907227, weight_update_time: 1.9187761545, other_time: 13.9238281250
epoch time: 101.8059768677s, input_fired_time: 1.4207547903, output_fired_time: 0.0000000000, propagate_forward_time: 98.2604293823, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1247940063
validation[          , genome 18382] predictions:    9921/  10000 (99.21%), best:    9926/10000 (99.26%), error:       255.55347, best error:       248.51311 on epoch:    71, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 1396.9951171875s, input_fired_time: 13.3012580872, output_fired_time: 13.6366100311, propagate_forward_time: 515.0513916016, propagate_backward_time: 841.3834838867, weight_update_time: 1.8753650188, other_time: 13.6223754883
epoch time: 69.4566879272s, input_fired_time: 1.1460357904, output_fired_time: 0.0000000000, propagate_forward_time: 66.3188705444, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9917831421
validation[          , genome 18382] predictions:    9923/  10000 (99.23%), best:    9923/10000 (99.23%), error:       240.89087, best error:       240.89087 on epoch:    76, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 1271.0076904297s, input_fired_time: 12.5506191254, output_fired_time: 12.3490381241, propagate_forward_time: 467.0702514648, propagate_backward_time: 765.6739501953, weight_update_time: 1.7884935141, other_time: 13.3638305664
epoch time: 69.3507003784s, input_fired_time: 1.1365509033, output_fired_time: 0.0000000000, propagate_forward_time: 66.2357177734, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9784317017
validation[          , genome 18382] predictions:    9922/  10000 (99.22%), best:    9922/10000 (99.22%), error:       239.28568, best error:       239.28568 on epoch:    77, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 1399.9825439453s, input_fired_time: 13.3641872406, output_fired_time: 13.7517719269, propagate_forward_time: 516.0020141602, propagate_backward_time: 842.8794555664, weight_update_time: 1.8939765692, other_time: 13.9851074219
epoch time: 101.6645050049s, input_fired_time: 1.4380009174, output_fired_time: 0.0000000000, propagate_forward_time: 97.9929580688, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2335433960
validation[          , genome 18382] predictions:    9919/  10000 (99.19%), best:    9919/10000 (99.19%), error:       237.76245, best error:       237.76245 on epoch:    78, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 1367.3558349609s, input_fired_time: 13.1364440918, output_fired_time: 13.3845043182, propagate_forward_time: 503.2824707031, propagate_backward_time: 823.8681030273, weight_update_time: 1.8597491980, other_time: 13.6842651367
epoch time: 69.5315856934s, input_fired_time: 1.1531119347, output_fired_time: 0.0000000000, propagate_forward_time: 66.3727874756, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0056838989
validation[          , genome 18382] predictions:    9923/  10000 (99.23%), best:    9919/10000 (99.19%), error:       240.91432, best error:       237.76245 on epoch:    78, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 1457.9343261719s, input_fired_time: 13.6689004898, output_fired_time: 14.2933168411, propagate_forward_time: 537.4433593750, propagate_backward_time: 878.6580810547, weight_update_time: 1.9155083895, other_time: 13.8706054688
epoch time: 115.6371459961s, input_fired_time: 1.5439587831, output_fired_time: 0.0000000000, propagate_forward_time: 111.8994674683, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1937179565
validation[          , genome 18382] predictions:    9924/  10000 (99.24%), best:    9919/10000 (99.19%), error:       245.77142, best error:       237.76245 on epoch:    78, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 1485.3393554688s, input_fired_time: 13.9234914780, output_fired_time: 14.6204175949, propagate_forward_time: 547.2575073242, propagate_backward_time: 895.5058593750, weight_update_time: 1.9524389505, other_time: 14.0321655273
epoch time: 122.5744018555s, input_fired_time: 1.6057775021, output_fired_time: 0.0000000000, propagate_forward_time: 118.6818161011, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2868118286
validation[          , genome 18382] predictions:    9918/  10000 (99.18%), best:    9919/10000 (99.19%), error:       243.96140, best error:       237.76245 on epoch:    78, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 1234.4012451172s, input_fired_time: 12.3717794418, output_fired_time: 11.9787054062, propagate_forward_time: 452.5053100586, propagate_backward_time: 744.2459106445, weight_update_time: 1.7681994438, other_time: 13.2994384766
epoch time: 107.5351181030s, input_fired_time: 1.4728705883, output_fired_time: 0.0000000000, propagate_forward_time: 103.9072036743, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1550445557
validation[          , genome 18382] predictions:    9928/  10000 (99.28%), best:    9919/10000 (99.19%), error:       238.71030, best error:       237.76245 on epoch:    78, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 1377.2308349609s, input_fired_time: 13.1886577606, output_fired_time: 13.5792617798, propagate_forward_time: 505.4902954102, propagate_backward_time: 831.1929931641, weight_update_time: 1.8712446690, other_time: 13.7797241211
epoch time: 106.2231216431s, input_fired_time: 1.4634239674, output_fired_time: 0.0000000000, propagate_forward_time: 102.6030883789, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1566085815
validation[          , genome 18382] predictions:    9925/  10000 (99.25%), best:    9919/10000 (99.19%), error:       245.83086, best error:       237.76245 on epoch:    78, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 1491.4616699219s, input_fired_time: 13.8690309525, output_fired_time: 14.6318883896, propagate_forward_time: 550.5686645508, propagate_backward_time: 898.4303588867, weight_update_time: 1.9442266226, other_time: 13.9617919922
epoch time: 122.6403427124s, input_fired_time: 1.6049234867, output_fired_time: 0.0000000000, propagate_forward_time: 118.8044967651, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2309188843
validation[          , genome 18382] predictions:    9919/  10000 (99.19%), best:    9919/10000 (99.19%), error:       247.48741, best error:       237.76245 on epoch:    78, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 1229.6721191406s, input_fired_time: 12.3529224396, output_fired_time: 11.9161701202, propagate_forward_time: 452.4915466309, propagate_backward_time: 739.5474853516, weight_update_time: 1.7623775005, other_time: 13.3640136719
epoch time: 75.1452865601s, input_fired_time: 1.1967293024, output_fired_time: 0.0000000000, propagate_forward_time: 71.9003982544, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0481567383
validation[          , genome 18382] predictions:    9924/  10000 (99.24%), best:    9919/10000 (99.19%), error:       246.38203, best error:       237.76245 on epoch:    78, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 1310.1722412109s, input_fired_time: 12.9423704147, output_fired_time: 12.8578691483, propagate_forward_time: 482.6335449219, propagate_backward_time: 787.7720336914, weight_update_time: 1.8431367874, other_time: 13.9663696289
epoch time: 92.4129409790s, input_fired_time: 1.3456698656, output_fired_time: 0.0000000000, propagate_forward_time: 88.9563446045, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1109237671
validation[          , genome 18382] predictions:    9927/  10000 (99.27%), best:    9919/10000 (99.19%), error:       245.66240, best error:       237.76245 on epoch:    78, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 1342.1436767578s, input_fired_time: 13.0853214264, output_fired_time: 13.1019325256, propagate_forward_time: 494.6195983887, propagate_backward_time: 807.4849243164, weight_update_time: 1.8564293385, other_time: 13.8518676758
epoch time: 99.4009094238s, input_fired_time: 1.4102545977, output_fired_time: 0.0000000000, propagate_forward_time: 95.8423995972, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1482543945
validation[          , genome 18382] predictions:    9920/  10000 (99.20%), best:    9919/10000 (99.19%), error:       255.23671, best error:       237.76245 on epoch:    78, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 1439.5141601562s, input_fired_time: 13.6322126389, output_fired_time: 14.1528692245, propagate_forward_time: 530.5383300781, propagate_backward_time: 867.1716308594, weight_update_time: 1.9169753790, other_time: 14.0191650391
epoch time: 113.8100891113s, input_fired_time: 1.5373307467, output_fired_time: 0.0000000000, propagate_forward_time: 110.0326385498, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2401199341
validation[          , genome 18382] predictions:    9922/  10000 (99.22%), best:    9919/10000 (99.19%), error:       249.50349, best error:       237.76245 on epoch:    78, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 1404.3997802734s, input_fired_time: 13.4290847778, output_fired_time: 13.8159847260, propagate_forward_time: 517.3553466797, propagate_backward_time: 845.7227783203, weight_update_time: 1.9094563723, other_time: 14.0765380859
epoch time: 114.6648635864s, input_fired_time: 1.5479744673, output_fired_time: 0.0000000000, propagate_forward_time: 110.8434677124, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2734222412
validation[          , genome 18382] predictions:    9919/  10000 (99.19%), best:    9919/10000 (99.19%), error:       248.69588, best error:       237.76245 on epoch:    78, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 1390.8280029297s, input_fired_time: 13.2991180420, output_fired_time: 13.6657438278, propagate_forward_time: 511.5690612793, propagate_backward_time: 838.4255981445, weight_update_time: 1.8849425316, other_time: 13.8684692383
epoch time: 97.2423782349s, input_fired_time: 1.3868983984, output_fired_time: 0.0000000000, propagate_forward_time: 93.7313461304, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1241302490
validation[          , genome 18382] predictions:    9922/  10000 (99.22%), best:    9919/10000 (99.19%), error:       244.66782, best error:       237.76245 on epoch:    78, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 1318.9000244141s, input_fired_time: 12.9399375916, output_fired_time: 12.8666658401, propagate_forward_time: 485.2652893066, propagate_backward_time: 793.9527587891, weight_update_time: 1.8440766335, other_time: 13.8753662109
epoch time: 119.5999526978s, input_fired_time: 1.5844155550, output_fired_time: 0.0000000000, propagate_forward_time: 115.7521820068, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2633514404
validation[          , genome 18382] predictions:    9923/  10000 (99.23%), best:    9919/10000 (99.19%), error:       245.45375, best error:       237.76245 on epoch:    78, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 1324.2231445312s, input_fired_time: 12.9387397766, output_fired_time: 12.9066228867, propagate_forward_time: 487.7367858887, propagate_backward_time: 796.9885864258, weight_update_time: 1.8413833380, other_time: 13.6524047852
epoch time: 88.8377914429s, input_fired_time: 1.3307470083, output_fired_time: 0.0000000000, propagate_forward_time: 85.3285369873, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1785049438
validation[          , genome 18382] predictions:    9926/  10000 (99.26%), best:    9919/10000 (99.19%), error:       242.71896, best error:       237.76245 on epoch:    78, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 1317.6378173828s, input_fired_time: 12.9177408218, output_fired_time: 12.8966684341, propagate_forward_time: 483.9138488770, propagate_backward_time: 794.0944213867, weight_update_time: 1.8404200077, other_time: 13.8151245117
epoch time: 109.2938308716s, input_fired_time: 1.5001629591, output_fired_time: 0.0000000000, propagate_forward_time: 105.5576324463, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2360382080
validation[          , genome 18382] predictions:    9922/  10000 (99.22%), best:    9919/10000 (99.19%), error:       244.11145, best error:       237.76245 on epoch:    78, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 1383.9478759766s, input_fired_time: 13.3369779587, output_fired_time: 13.6014432907, propagate_forward_time: 508.9695434570, propagate_backward_time: 834.0550537109, weight_update_time: 1.8871421814, other_time: 13.9848022461
epoch time: 113.4555358887s, input_fired_time: 1.5396879911, output_fired_time: 0.0000000000, propagate_forward_time: 109.6398468018, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2760009766
validation[          , genome 18382] predictions:    9923/  10000 (99.23%), best:    9919/10000 (99.19%), error:       249.51009, best error:       237.76245 on epoch:    78, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 1375.0297851562s, input_fired_time: 13.2828788757, output_fired_time: 13.5281915665, propagate_forward_time: 505.9089660645, propagate_backward_time: 828.2442626953, weight_update_time: 1.8838515282, other_time: 14.0655517578
epoch time: 99.9056015015s, input_fired_time: 1.4205123186, output_fired_time: 0.0000000000, propagate_forward_time: 96.2651977539, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2198944092
validation[          , genome 18382] predictions:    9922/  10000 (99.22%), best:    9919/10000 (99.19%), error:       245.33524, best error:       237.76245 on epoch:    78, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 1397.0374755859s, input_fired_time: 13.3831357956, output_fired_time: 13.7103891373, propagate_forward_time: 514.3558959961, propagate_backward_time: 841.6943969727, weight_update_time: 1.8888113499, other_time: 13.8935546875
epoch time: 109.7457275391s, input_fired_time: 1.4927327633, output_fired_time: 0.0000000000, propagate_forward_time: 106.0908889771, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1621093750
validation[          , genome 18382] predictions:    9930/  10000 (99.30%), best:    9930/10000 (99.30%), error:       236.45541, best error:       236.45541 on epoch:    96, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 1389.0583496094s, input_fired_time: 13.2885866165, output_fired_time: 13.5875377655, propagate_forward_time: 511.1709899902, propagate_backward_time: 837.2087402344, weight_update_time: 1.8747001886, other_time: 13.8024902344
epoch time: 108.9525909424s, input_fired_time: 1.4977071285, output_fired_time: 0.0000000000, propagate_forward_time: 105.2233123779, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2315750122
validation[          , genome 18382] predictions:    9928/  10000 (99.28%), best:    9930/10000 (99.30%), error:       243.16637, best error:       236.45541 on epoch:    96, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 1332.0517578125s, input_fired_time: 13.0192766190, output_fired_time: 13.0192651749, propagate_forward_time: 490.2814941406, propagate_backward_time: 801.9661865234, weight_update_time: 1.8478815556, other_time: 13.7655029297
epoch time: 89.0843582153s, input_fired_time: 1.3184595108, output_fired_time: 0.0000000000, propagate_forward_time: 85.6558914185, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1100082397
validation[          , genome 18382] predictions:    9926/  10000 (99.26%), best:    9930/10000 (99.30%), error:       239.96291, best error:       236.45541 on epoch:    96, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 1390.5302734375s, input_fired_time: 13.3672657013, output_fired_time: 13.6305599213, propagate_forward_time: 512.4525146484, propagate_backward_time: 837.2110595703, weight_update_time: 1.8834415674, other_time: 13.8687744141
epoch time: 103.3656616211s, input_fired_time: 1.4542053938, output_fired_time: 0.0000000000, propagate_forward_time: 99.6804122925, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2310409546
validation[          , genome 18382] predictions:    9924/  10000 (99.24%), best:    9930/10000 (99.30%), error:       243.32050, best error:       236.45541 on epoch:    96, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 1464.1812744141s, input_fired_time: 13.7644195557, output_fired_time: 14.4096803665, propagate_forward_time: 540.0027465820, propagate_backward_time: 881.9241333008, weight_update_time: 1.9401899576, other_time: 14.0803222656
epoch time: 101.2940521240s, input_fired_time: 1.4175451994, output_fired_time: 0.0000000000, propagate_forward_time: 97.7459335327, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1305770874
validation[          , genome 18382] predictions:    9925/  10000 (99.25%), best:    9930/10000 (99.30%), error:       241.85812, best error:       236.45541 on epoch:    96, 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: 491.9573059082s, input_fired_time: 7.0674490929, output_fired_time: 0.0000000000, propagate_forward_time: 473.9988403320, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.8910217285
best training[          , genome 18382] predictions:   50000/  50000 (100.00%), best:    9930/10000 (99.30%), error:        66.83192, best error:       236.45541 on epoch:    96, 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: 101.5260238647s, input_fired_time: 1.4200369120, output_fired_time: 0.0000000000, propagate_forward_time: 97.9383621216, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1676254272
   testing[          , genome 18382] predictions:    9926/  10000 (99.26%), best:    9930/10000 (99.30%), error:       210.42577, best error:       236.45541 on epoch:    96, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
22:47:17 (508): called boinc_finish(0)

</stderr_txt>
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