Nameexact_genome_1518178202_51_18408_0
Workunit2992957
Created9 Feb 2018, 21:32:32 UTC
Sent9 Feb 2018, 21:50:29 UTC
Report deadline13 Mar 2018, 4:14:03 UTC
Received11 Feb 2018, 7:25:53 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID70684
Run time21 hours 15 min 45 sec
CPU time21 hours 15 min 43 sec
Validate stateInitial
Credit0.00
Device peak FLOPS3.04 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size173.08 MB
Peak swap size175.75 MB
Peak disk usage3.21 MB

Stderr output

<core_client_version>7.6.31</core_client_version>
<![CDATA[
<stderr_txt>
239441
validation[          , genome 18408] predictions:    9849/  10000 (98.49%), best:    9871/10000 (98.71%), error:       491.53320, best error:       401.47620 on epoch:    17, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 628.5712890625s, input_fired_time: 9.2576513290, output_fired_time: 9.0274314880, propagate_forward_time: 236.1965332031, propagate_backward_time: 363.9352722168, weight_update_time: 1.2027949095, other_time: 10.1544494629
epoch time: 66.8001403809s, input_fired_time: 1.1563794613, output_fired_time: 0.0000000000, propagate_forward_time: 63.8675689697, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7761917114
validation[          , genome 18408] predictions:    9856/  10000 (98.56%), best:    9871/10000 (98.71%), error:       409.39624, best error:       401.47620 on epoch:    17, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 758.0365600586s, input_fired_time: 10.2942028046, output_fired_time: 10.9386816025, propagate_forward_time: 286.7195129395, propagate_backward_time: 439.8919982910, weight_update_time: 1.3018538952, other_time: 10.1921997070
epoch time: 56.7999725342s, input_fired_time: 1.0369505882, output_fired_time: 0.0000000000, propagate_forward_time: 54.0888519287, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6741714478
validation[          , genome 18408] predictions:    9855/  10000 (98.55%), best:    9871/10000 (98.71%), error:       464.53842, best error:       401.47620 on epoch:    17, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 743.9945068359s, input_fired_time: 10.1961688995, output_fired_time: 10.7158889771, propagate_forward_time: 281.2520446777, propagate_backward_time: 431.6828002930, weight_update_time: 1.2900620699, other_time: 10.1476135254
epoch time: 44.9057769775s, input_fired_time: 0.8955873251, output_fired_time: 0.0000000000, propagate_forward_time: 42.3886032104, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6215858459
validation[          , genome 18408] predictions:    9884/  10000 (98.84%), best:    9884/10000 (98.84%), error:       397.02780, best error:       397.02780 on epoch:    23, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 668.1484985352s, input_fired_time: 9.5422506332, output_fired_time: 9.6034383774, propagate_forward_time: 251.8385772705, propagate_backward_time: 387.2268371582, weight_update_time: 1.2226899862, other_time: 9.9374084473
epoch time: 64.7712020874s, input_fired_time: 1.1275544167, output_fired_time: 0.0000000000, propagate_forward_time: 61.8840866089, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7595596313
validation[          , genome 18408] predictions:    9853/  10000 (98.53%), best:    9884/10000 (98.84%), error:       419.84418, best error:       397.02780 on epoch:    23, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 746.3364868164s, input_fired_time: 10.2211132050, output_fired_time: 10.7795467377, propagate_forward_time: 281.9780273438, propagate_backward_time: 433.1220397949, weight_update_time: 1.2944464684, other_time: 10.2357482910
epoch time: 53.6699943542s, input_fired_time: 1.0053819418, output_fired_time: 0.0000000000, propagate_forward_time: 50.9135284424, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7510833740
validation[          , genome 18408] predictions:    9860/  10000 (98.60%), best:    9884/10000 (98.84%), error:       451.53696, best error:       397.02780 on epoch:    23, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 678.1212158203s, input_fired_time: 9.6889057159, output_fired_time: 9.7623643875, propagate_forward_time: 255.7522583008, propagate_backward_time: 392.6659851074, weight_update_time: 1.2414296865, other_time: 10.2516784668
epoch time: 43.2833595276s, input_fired_time: 0.8836358786, output_fired_time: 0.0000000000, propagate_forward_time: 40.7047576904, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6949653625
validation[          , genome 18408] predictions:    9814/  10000 (98.14%), best:    9884/10000 (98.84%), error:       614.78857, best error:       397.02780 on epoch:    23, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 763.5222778320s, input_fired_time: 10.4344348907, output_fired_time: 11.0565614700, propagate_forward_time: 288.7094421387, propagate_backward_time: 442.8256530762, weight_update_time: 1.3153115511, other_time: 10.4961547852
epoch time: 65.9761199951s, input_fired_time: 1.1424150467, output_fired_time: 0.0000000000, propagate_forward_time: 63.0863189697, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7473831177
validation[          , genome 18408] predictions:    9869/  10000 (98.69%), best:    9884/10000 (98.84%), error:       424.32379, best error:       397.02780 on epoch:    23, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 687.1050415039s, input_fired_time: 9.7688579559, output_fired_time: 9.8993940353, propagate_forward_time: 259.6969604492, propagate_backward_time: 397.5506591797, weight_update_time: 1.2461314201, other_time: 10.1891479492
epoch time: 50.0092048645s, input_fired_time: 0.9573265910, output_fired_time: 0.0000000000, propagate_forward_time: 47.3808174133, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6710624695
validation[          , genome 18408] predictions:    9872/  10000 (98.72%), best:    9884/10000 (98.84%), error:       413.14166, best error:       397.02780 on epoch:    23, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 647.1672363281s, input_fired_time: 9.3691320419, output_fired_time: 9.2391185760, propagate_forward_time: 243.8523712158, propagate_backward_time: 374.8236389160, weight_update_time: 1.2032512426, other_time: 9.8829650879
epoch time: 39.5582237244s, input_fired_time: 0.8353519440, output_fired_time: 0.0000000000, propagate_forward_time: 37.1239624023, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5989074707
validation[          , genome 18408] predictions:    9872/  10000 (98.72%), best:    9872/10000 (98.72%), error:       382.18103, best error:       382.18103 on epoch:    29, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 729.1827392578s, input_fired_time: 10.1005945206, output_fired_time: 10.4951124191, propagate_forward_time: 275.3261413574, propagate_backward_time: 423.1053161621, weight_update_time: 1.2790856361, other_time: 10.1555786133
epoch time: 60.6351394653s, input_fired_time: 1.0797946453, output_fired_time: 0.0000000000, propagate_forward_time: 57.8729820251, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6823616028
validation[          , genome 18408] predictions:    9870/  10000 (98.70%), best:    9872/10000 (98.72%), error:       413.48575, best error:       382.18103 on epoch:    29, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 785.0552368164s, input_fired_time: 10.5791740417, output_fired_time: 11.3295984268, propagate_forward_time: 296.9183349609, propagate_backward_time: 455.8918151855, weight_update_time: 1.3240604401, other_time: 10.3363342285
epoch time: 66.9263153076s, input_fired_time: 1.1547749043, output_fired_time: 0.0000000000, propagate_forward_time: 64.0197067261, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7518310547
validation[          , genome 18408] predictions:    9882/  10000 (98.82%), best:    9872/10000 (98.72%), error:       407.37936, best error:       382.18103 on epoch:    29, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 755.6516723633s, input_fired_time: 10.3403511047, output_fired_time: 10.9180040359, propagate_forward_time: 285.4676818848, propagate_backward_time: 438.6220703125, weight_update_time: 1.3035299778, other_time: 10.3035583496
epoch time: 67.1958923340s, input_fired_time: 1.1698428392, output_fired_time: 0.0000000000, propagate_forward_time: 64.2568588257, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7691879272
validation[          , genome 18408] predictions:    9889/  10000 (98.89%), best:    9889/10000 (98.89%), error:       351.89395, best error:       351.89395 on epoch:    32, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 712.7164916992s, input_fired_time: 9.9447593689, output_fired_time: 10.2443523407, propagate_forward_time: 268.8244323730, propagate_backward_time: 413.6158447266, weight_update_time: 1.2614568472, other_time: 10.0871276855
epoch time: 66.7868957520s, input_fired_time: 1.1589589119, output_fired_time: 0.0000000000, propagate_forward_time: 63.9019737244, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7259635925
validation[          , genome 18408] predictions:    9889/  10000 (98.89%), best:    9889/10000 (98.89%), error:       359.59158, best error:       351.89395 on epoch:    32, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 551.6269531250s, input_fired_time: 8.6202754974, output_fired_time: 7.8087477684, propagate_forward_time: 207.4868316650, propagate_backward_time: 317.9165039062, weight_update_time: 1.1339930296, other_time: 9.7945556641
epoch time: 42.9027938843s, input_fired_time: 0.8854614496, output_fired_time: 0.0000000000, propagate_forward_time: 40.3473472595, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6699867249
validation[          , genome 18408] predictions:    9893/  10000 (98.93%), best:    9893/10000 (98.93%), error:       345.19604, best error:       345.19604 on epoch:    34, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 711.4290771484s, input_fired_time: 9.9950637817, output_fired_time: 10.2553777695, propagate_forward_time: 268.3955688477, propagate_backward_time: 412.5013732910, weight_update_time: 1.2695343494, other_time: 10.2817077637
epoch time: 44.4369583130s, input_fired_time: 0.9059419632, output_fired_time: 0.0000000000, propagate_forward_time: 41.8430671692, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6879501343
validation[          , genome 18408] predictions:    9886/  10000 (98.86%), best:    9893/10000 (98.93%), error:       356.16718, best error:       345.19604 on epoch:    34, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 803.4223632812s, input_fired_time: 10.7175760269, output_fired_time: 11.6336088181, propagate_forward_time: 303.8975524902, propagate_backward_time: 466.8087158203, weight_update_time: 1.3470993042, other_time: 10.3648986816
epoch time: 43.4887351990s, input_fired_time: 0.8831560016, output_fired_time: 0.0000000000, propagate_forward_time: 40.9735260010, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6320533752
validation[          , genome 18408] predictions:    9881/  10000 (98.81%), best:    9893/10000 (98.93%), error:       382.46936, best error:       345.19604 on epoch:    34, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 568.5308837891s, input_fired_time: 8.7298030853, output_fired_time: 8.0470228195, propagate_forward_time: 213.8237915039, propagate_backward_time: 328.2655029297, weight_update_time: 1.1369892359, other_time: 9.6647949219
epoch time: 62.1681365967s, input_fired_time: 1.1037770510, output_fired_time: 0.0000000000, propagate_forward_time: 59.3711395264, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6932182312
validation[          , genome 18408] predictions:    9881/  10000 (98.81%), best:    9893/10000 (98.93%), error:       354.67114, best error:       345.19604 on epoch:    34, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 581.7324218750s, input_fired_time: 8.8218517303, output_fired_time: 8.2461032867, propagate_forward_time: 218.1012878418, propagate_backward_time: 336.8735656738, weight_update_time: 1.1503648758, other_time: 9.6896362305
epoch time: 55.5747604370s, input_fired_time: 1.0297303200, output_fired_time: 0.0000000000, propagate_forward_time: 52.8893699646, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6556587219
validation[          , genome 18408] predictions:    9862/  10000 (98.62%), best:    9893/10000 (98.93%), error:       437.91098, best error:       345.19604 on epoch:    34, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 668.7107543945s, input_fired_time: 9.6483430862, output_fired_time: 9.5974330902, propagate_forward_time: 252.0065002441, propagate_backward_time: 387.2865600586, weight_update_time: 1.2355257273, other_time: 10.1719665527
epoch time: 50.4629478455s, input_fired_time: 0.9734330773, output_fired_time: 0.0000000000, propagate_forward_time: 47.7905998230, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6989135742
validation[          , genome 18408] predictions:    9866/  10000 (98.66%), best:    9893/10000 (98.93%), error:       420.57584, best error:       345.19604 on epoch:    34, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 673.8685913086s, input_fired_time: 9.6639556885, output_fired_time: 9.6821222305, propagate_forward_time: 253.9533081055, propagate_backward_time: 390.4411926270, weight_update_time: 1.2414462566, other_time: 10.1280212402
epoch time: 49.3373298645s, input_fired_time: 0.9597240090, output_fired_time: 0.0000000000, propagate_forward_time: 46.6837539673, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6938514709
validation[          , genome 18408] predictions:    9875/  10000 (98.75%), best:    9893/10000 (98.93%), error:       390.00723, best error:       345.19604 on epoch:    34, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 598.0515136719s, input_fired_time: 9.0852298737, output_fired_time: 8.5620441437, propagate_forward_time: 224.9464416504, propagate_backward_time: 345.4011840820, weight_update_time: 1.1769063473, other_time: 10.0566101074
epoch time: 43.4261512756s, input_fired_time: 0.8958224654, output_fired_time: 0.0000000000, propagate_forward_time: 40.8617057800, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6686248779
validation[          , genome 18408] predictions:    9877/  10000 (98.77%), best:    9893/10000 (98.93%), error:       376.56833, best error:       345.19604 on epoch:    34, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 573.3078002930s, input_fired_time: 8.8509626389, output_fired_time: 8.1533737183, propagate_forward_time: 214.9561767578, propagate_backward_time: 331.3901367188, weight_update_time: 1.1546043158, other_time: 9.9571533203
epoch time: 57.9358749390s, input_fired_time: 1.0665768385, output_fired_time: 0.0000000000, propagate_forward_time: 55.1463584900, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7229385376
validation[          , genome 18408] predictions:    9883/  10000 (98.83%), best:    9893/10000 (98.93%), error:       385.68619, best error:       345.19604 on epoch:    34, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 726.6032104492s, input_fired_time: 10.1206235886, output_fired_time: 10.4416284561, propagate_forward_time: 274.4336853027, propagate_backward_time: 421.4749145508, weight_update_time: 1.2729415894, other_time: 10.1323547363
epoch time: 62.9592399597s, input_fired_time: 1.1196159124, output_fired_time: 0.0000000000, propagate_forward_time: 60.1343078613, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7053146362
validation[          , genome 18408] predictions:    9907/  10000 (99.07%), best:    9907/10000 (99.07%), error:       316.14102, best error:       316.14102 on epoch:    43, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 812.2462158203s, input_fired_time: 10.8663415909, output_fired_time: 11.7639255524, propagate_forward_time: 307.2659606934, propagate_backward_time: 471.8976440430, weight_update_time: 1.3522953987, other_time: 10.4523620605
epoch time: 63.8697624207s, input_fired_time: 1.1326109171, output_fired_time: 0.0000000000, propagate_forward_time: 61.0122032166, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7249488831
validation[          , genome 18408] predictions:    9882/  10000 (98.82%), best:    9907/10000 (99.07%), error:       378.56766, best error:       316.14102 on epoch:    43, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 731.4958496094s, input_fired_time: 10.1696538925, output_fired_time: 10.5489377975, propagate_forward_time: 276.4998168945, propagate_backward_time: 424.0695495605, weight_update_time: 1.2817310095, other_time: 10.2078552246
epoch time: 48.0448875427s, input_fired_time: 0.9524569511, output_fired_time: 0.0000000000, propagate_forward_time: 45.3968544006, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6955757141
validation[          , genome 18408] predictions:    9899/  10000 (98.99%), best:    9907/10000 (99.07%), error:       319.24963, best error:       316.14102 on epoch:    43, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 709.2388305664s, input_fired_time: 10.0432844162, output_fired_time: 10.2445182800, propagate_forward_time: 268.0654296875, propagate_backward_time: 410.5391845703, weight_update_time: 1.2728246450, other_time: 10.3464355469
epoch time: 50.2300567627s, input_fired_time: 0.9815476537, output_fired_time: 0.0000000000, propagate_forward_time: 47.5386428833, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7098655701
validation[          , genome 18408] predictions:    9898/  10000 (98.98%), best:    9907/10000 (99.07%), error:       335.41522, best error:       316.14102 on epoch:    43, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 794.1128540039s, input_fired_time: 10.7357683182, output_fired_time: 11.4875812531, propagate_forward_time: 300.2717590332, propagate_backward_time: 461.1147766113, weight_update_time: 1.3425513506, other_time: 10.5029296875
epoch time: 67.4355773926s, input_fired_time: 1.1820094585, output_fired_time: 0.0000000000, propagate_forward_time: 64.4739532471, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7796173096
validation[          , genome 18408] predictions:    9893/  10000 (98.93%), best:    9907/10000 (99.07%), error:       346.39801, best error:       316.14102 on epoch:    43, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 699.5902099609s, input_fired_time: 9.9412364960, output_fired_time: 10.0617914200, propagate_forward_time: 264.1696777344, propagate_backward_time: 405.2199096680, weight_update_time: 1.2573283911, other_time: 10.1976318359
epoch time: 54.6994438171s, input_fired_time: 1.0239096880, output_fired_time: 0.0000000000, propagate_forward_time: 52.0158386230, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6596946716
validation[          , genome 18408] predictions:    9870/  10000 (98.70%), best:    9907/10000 (99.07%), error:       418.76047, best error:       316.14102 on epoch:    43, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 750.3899536133s, input_fired_time: 10.3481435776, output_fired_time: 10.8254375458, propagate_forward_time: 283.2022399902, propagate_backward_time: 435.7028503418, weight_update_time: 1.2992051840, other_time: 10.3112792969
epoch time: 54.8848609924s, input_fired_time: 1.0314033031, output_fired_time: 0.0000000000, propagate_forward_time: 52.1312217712, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7222366333
validation[          , genome 18408] predictions:    9878/  10000 (98.78%), best:    9907/10000 (99.07%), error:       392.94974, best error:       316.14102 on epoch:    43, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 636.4815063477s, input_fired_time: 9.4123878479, output_fired_time: 9.1084127426, propagate_forward_time: 239.4900665283, propagate_backward_time: 368.3368835449, weight_update_time: 1.2080186605, other_time: 10.1337585449
epoch time: 60.6164169312s, input_fired_time: 1.0974363089, output_fired_time: 0.0000000000, propagate_forward_time: 57.7757301331, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7432518005
validation[          , genome 18408] predictions:    9904/  10000 (99.04%), best:    9907/10000 (99.07%), error:       343.55042, best error:       316.14102 on epoch:    43, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 667.8880615234s, input_fired_time: 9.6751203537, output_fired_time: 9.5793657303, propagate_forward_time: 251.9209594727, propagate_backward_time: 386.5378112793, weight_update_time: 1.2301045656, other_time: 10.1748352051
epoch time: 40.4687881470s, input_fired_time: 0.8676343560, output_fired_time: 0.0000000000, propagate_forward_time: 37.9234771729, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6776771545
validation[          , genome 18408] predictions:    9898/  10000 (98.98%), best:    9907/10000 (99.07%), error:       328.80417, best error:       316.14102 on epoch:    43, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 704.7012939453s, input_fired_time: 10.0030374527, output_fired_time: 10.1554622650, propagate_forward_time: 265.8067016602, propagate_backward_time: 408.4005126953, weight_update_time: 1.2711222172, other_time: 10.3355712891
epoch time: 54.1613998413s, input_fired_time: 1.0295979977, output_fired_time: 0.0000000000, propagate_forward_time: 51.3894920349, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7423095703
validation[          , genome 18408] predictions:    9879/  10000 (98.79%), best:    9907/10000 (99.07%), error:       378.88245, best error:       316.14102 on epoch:    43, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 571.2162475586s, input_fired_time: 8.9021530151, output_fired_time: 8.0945596695, propagate_forward_time: 214.7807464600, propagate_backward_time: 329.3177490234, weight_update_time: 1.1575696468, other_time: 10.1210327148
epoch time: 67.1537017822s, input_fired_time: 1.1721632481, output_fired_time: 0.0000000000, propagate_forward_time: 64.2634658813, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7180709839
validation[          , genome 18408] predictions:    9893/  10000 (98.93%), best:    9907/10000 (99.07%), error:       348.57211, best error:       316.14102 on epoch:    43, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 725.2736206055s, input_fired_time: 10.1350231171, output_fired_time: 10.4533176422, propagate_forward_time: 273.7648315430, propagate_backward_time: 420.7436218262, weight_update_time: 1.2791497707, other_time: 10.1768493652
epoch time: 58.7760848999s, input_fired_time: 1.0780903101, output_fired_time: 0.0000000000, propagate_forward_time: 55.9543685913, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7436256409
validation[          , genome 18408] predictions:    9884/  10000 (98.84%), best:    9907/10000 (99.07%), error:       359.34647, best error:       316.14102 on epoch:    43, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 735.3906250000s, input_fired_time: 10.1971549988, output_fired_time: 10.5640802383, propagate_forward_time: 277.9572448730, propagate_backward_time: 426.5131225586, weight_update_time: 1.2883098125, other_time: 10.1590270996
epoch time: 64.3937225342s, input_fired_time: 1.1354143620, output_fired_time: 0.0000000000, propagate_forward_time: 61.5617980957, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6965103149
validation[          , genome 18408] predictions:    9902/  10000 (99.02%), best:    9907/10000 (99.07%), error:       326.75293, best error:       316.14102 on epoch:    43, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 749.1254272461s, input_fired_time: 10.3281984329, output_fired_time: 10.7768783569, propagate_forward_time: 283.1770935059, propagate_backward_time: 434.6489257812, weight_update_time: 1.2968159914, other_time: 10.1943664551
epoch time: 67.1914291382s, input_fired_time: 1.1774888039, output_fired_time: 0.0000000000, propagate_forward_time: 64.2778549194, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7360839844
validation[          , genome 18408] predictions:    9905/  10000 (99.05%), best:    9907/10000 (99.07%), error:       316.21161, best error:       316.14102 on epoch:    43, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 634.0584716797s, input_fired_time: 9.3916254044, output_fired_time: 9.0943975449, propagate_forward_time: 238.3329467773, propagate_backward_time: 367.0518493652, weight_update_time: 1.2054853439, other_time: 10.1876525879
epoch time: 47.8273391724s, input_fired_time: 0.9613238573, output_fired_time: 0.0000000000, propagate_forward_time: 45.1297492981, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7362670898
validation[          , genome 18408] predictions:    9900/  10000 (99.00%), best:    9907/10000 (99.07%), error:       338.13614, best error:       316.14102 on epoch:    43, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 666.6304931641s, input_fired_time: 9.6852874756, output_fired_time: 9.5627164841, propagate_forward_time: 251.0911254883, propagate_backward_time: 386.0332946777, weight_update_time: 1.2354470491, other_time: 10.2580261230
epoch time: 59.6317138672s, input_fired_time: 1.0928752422, output_fired_time: 0.0000000000, propagate_forward_time: 56.7859115601, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7529258728
validation[          , genome 18408] predictions:    9889/  10000 (98.89%), best:    9907/10000 (99.07%), error:       365.45111, best error:       316.14102 on epoch:    43, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 804.4843750000s, input_fired_time: 10.8633928299, output_fired_time: 11.6154050827, propagate_forward_time: 304.4643554688, propagate_backward_time: 466.9747009277, weight_update_time: 1.3455518484, other_time: 10.5664978027
epoch time: 64.6345901489s, input_fired_time: 1.1362601519, output_fired_time: 0.0000000000, propagate_forward_time: 61.7973022461, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7010269165
validation[          , genome 18408] predictions:    9892/  10000 (98.92%), best:    9907/10000 (99.07%), error:       349.03537, best error:       316.14102 on epoch:    43, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 658.6038208008s, input_fired_time: 9.6144533157, output_fired_time: 9.4526081085, propagate_forward_time: 248.5668792725, propagate_backward_time: 380.7939147949, weight_update_time: 1.2237352133, other_time: 10.1759338379
epoch time: 54.4610404968s, input_fired_time: 1.0210554600, output_fired_time: 0.0000000000, propagate_forward_time: 51.7873001099, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6526832581
validation[          , genome 18408] predictions:    9912/  10000 (99.12%), best:    9907/10000 (99.07%), error:       320.13898, best error:       316.14102 on epoch:    43, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 756.6884765625s, input_fired_time: 10.4381494522, output_fired_time: 10.9447832108, propagate_forward_time: 285.6146545410, propagate_backward_time: 439.2705993652, weight_update_time: 1.3062423468, other_time: 10.4202880859
epoch time: 59.1671447754s, input_fired_time: 1.0812841654, output_fired_time: 0.0000000000, propagate_forward_time: 56.4067230225, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6791381836
validation[          , genome 18408] predictions:    9897/  10000 (98.97%), best:    9907/10000 (99.07%), error:       322.16672, best error:       316.14102 on epoch:    43, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 646.8377685547s, input_fired_time: 9.4462213516, output_fired_time: 9.2354097366, propagate_forward_time: 243.8143157959, propagate_backward_time: 374.4529418945, weight_update_time: 1.2035917044, other_time: 9.8888549805
epoch time: 60.8888854980s, input_fired_time: 1.1032061577, output_fired_time: 0.0000000000, propagate_forward_time: 58.1048736572, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6808052063
validation[          , genome 18408] predictions:    9881/  10000 (98.81%), best:    9907/10000 (99.07%), error:       364.73816, best error:       316.14102 on epoch:    43, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 634.0015869141s, input_fired_time: 9.3301153183, output_fired_time: 9.0552539825, propagate_forward_time: 238.7581024170, propagate_backward_time: 367.0457153320, weight_update_time: 1.1943571568, other_time: 9.8123779297
epoch time: 50.3324851990s, input_fired_time: 0.9841789007, output_fired_time: 0.0000000000, propagate_forward_time: 47.6528816223, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6954231262
validation[          , genome 18408] predictions:    9897/  10000 (98.97%), best:    9907/10000 (99.07%), error:       321.45508, best error:       316.14102 on epoch:    43, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 751.0510253906s, input_fired_time: 10.3881654739, output_fired_time: 10.8056116104, propagate_forward_time: 284.3370666504, propagate_backward_time: 435.2708129883, weight_update_time: 1.3003900051, other_time: 10.2493591309
epoch time: 40.2209014893s, input_fired_time: 0.8597933650, output_fired_time: 0.0000000000, propagate_forward_time: 37.7256355286, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6354713440
validation[          , genome 18408] predictions:    9903/  10000 (99.03%), best:    9903/10000 (99.03%), error:       307.29321, best error:       307.29321 on epoch:    64, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 663.6707763672s, input_fired_time: 9.6342487335, output_fired_time: 9.4906749725, propagate_forward_time: 250.6016998291, propagate_backward_time: 383.8606872559, weight_update_time: 1.2210259438, other_time: 10.0834655762
epoch time: 45.6604270935s, input_fired_time: 0.9346433282, output_fired_time: 0.0000000000, propagate_forward_time: 43.0145149231, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7112693787
validation[          , genome 18408] predictions:    9895/  10000 (98.95%), best:    9903/10000 (99.03%), error:       340.44412, best error:       307.29321 on epoch:    64, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 820.7212524414s, input_fired_time: 10.9885320663, output_fired_time: 11.8699159622, propagate_forward_time: 310.6720275879, propagate_backward_time: 476.6599121094, weight_update_time: 1.3603568077, other_time: 10.5308532715
epoch time: 66.2446670532s, input_fired_time: 1.1601545811, output_fired_time: 0.0000000000, propagate_forward_time: 63.3551979065, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7293128967
validation[          , genome 18408] predictions:    9907/  10000 (99.07%), best:    9907/10000 (99.07%), error:       297.89810, best error:       297.89810 on epoch:    66, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 554.3505859375s, input_fired_time: 8.6646223068, output_fired_time: 7.8277158737, propagate_forward_time: 208.4805297852, propagate_backward_time: 319.7052001953, weight_update_time: 1.1270959377, other_time: 9.6725463867
epoch time: 55.6096687317s, input_fired_time: 1.0391566753, output_fired_time: 0.0000000000, propagate_forward_time: 52.8923301697, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6781806946
validation[          , genome 18408] predictions:    9909/  10000 (99.09%), best:    9909/10000 (99.09%), error:       294.76678, best error:       294.76678 on epoch:    67, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 659.1139526367s, input_fired_time: 9.5557422638, output_fired_time: 9.3912792206, propagate_forward_time: 248.0835266113, propagate_backward_time: 382.1380004883, weight_update_time: 1.2155368328, other_time: 9.9454040527
epoch time: 57.9039611816s, input_fired_time: 1.0694482327, output_fired_time: 0.0000000000, propagate_forward_time: 55.1552543640, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6792602539
validation[          , genome 18408] predictions:    9914/  10000 (99.14%), best:    9914/10000 (99.14%), error:       286.32611, best error:       286.32611 on epoch:    68, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 694.0720214844s, input_fired_time: 9.8575210571, output_fired_time: 9.9337110519, propagate_forward_time: 261.5894470215, propagate_backward_time: 402.6890258789, weight_update_time: 1.2440034151, other_time: 10.0022888184
epoch time: 49.5865287781s, input_fired_time: 0.9735076427, output_fired_time: 0.0000000000, propagate_forward_time: 46.9607048035, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6523170471
validation[          , genome 18408] predictions:    9905/  10000 (99.05%), best:    9914/10000 (99.14%), error:       311.92178, best error:       286.32611 on epoch:    68, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 660.3522338867s, input_fired_time: 9.6519231796, output_fired_time: 9.4833955765, propagate_forward_time: 248.7736206055, propagate_backward_time: 382.2590026855, weight_update_time: 1.2267543077, other_time: 10.1842956543
epoch time: 43.5609321594s, input_fired_time: 0.9090889096, output_fired_time: 0.0000000000, propagate_forward_time: 40.9453430176, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7065010071
validation[          , genome 18408] predictions:    9905/  10000 (99.05%), best:    9914/10000 (99.14%), error:       304.97595, best error:       286.32611 on epoch:    68, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 685.8651123047s, input_fired_time: 9.8538551331, output_fired_time: 9.8427381516, propagate_forward_time: 258.8565979004, propagate_backward_time: 397.1131896973, weight_update_time: 1.2472165823, other_time: 10.1987304688
epoch time: 57.9294242859s, input_fired_time: 1.0687538385, output_fired_time: 0.0000000000, propagate_forward_time: 55.1790771484, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6815948486
validation[          , genome 18408] predictions:    9910/  10000 (99.10%), best:    9914/10000 (99.14%), error:       292.10129, best error:       286.32611 on epoch:    68, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 696.1216430664s, input_fired_time: 9.9250640869, output_fired_time: 9.9990663528, propagate_forward_time: 262.5424194336, propagate_backward_time: 403.4537963867, weight_update_time: 1.2558112144, other_time: 10.2012939453
epoch time: 59.4432067871s, input_fired_time: 1.0955750942, output_fired_time: 0.0000000000, propagate_forward_time: 56.5870590210, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7605743408
validation[          , genome 18408] predictions:    9909/  10000 (99.09%), best:    9909/10000 (99.09%), error:       284.13065, best error:       284.13065 on epoch:    72, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 652.7564086914s, input_fired_time: 9.6141538620, output_fired_time: 9.3535614014, propagate_forward_time: 246.2046051025, propagate_backward_time: 377.3045349121, weight_update_time: 1.2241686583, other_time: 10.2795715332
epoch time: 41.1609611511s, input_fired_time: 0.8860300779, output_fired_time: 0.0000000000, propagate_forward_time: 38.5709571838, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7039756775
validation[          , genome 18408] predictions:    9896/  10000 (98.96%), best:    9909/10000 (99.09%), error:       335.08282, best error:       284.13065 on epoch:    72, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 760.7937622070s, input_fired_time: 10.5280141830, output_fired_time: 10.9834518433, propagate_forward_time: 287.6969604492, propagate_backward_time: 441.1687316895, weight_update_time: 1.3097378016, other_time: 10.4165954590
epoch time: 52.5070457458s, input_fired_time: 1.0035837889, output_fired_time: 0.0000000000, propagate_forward_time: 49.8577613831, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6457023621
validation[          , genome 18408] predictions:    9909/  10000 (99.09%), best:    9909/10000 (99.09%), error:       296.09003, best error:       284.13065 on epoch:    72, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 772.5543212891s, input_fired_time: 10.5931653976, output_fired_time: 11.1557197571, propagate_forward_time: 292.0860595703, propagate_backward_time: 448.3321533203, weight_update_time: 1.3216258287, other_time: 10.3872680664
epoch time: 68.0472030640s, input_fired_time: 1.1946861744, output_fired_time: 0.0000000000, propagate_forward_time: 65.0828704834, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7696456909
validation[          , genome 18408] predictions:    9900/  10000 (99.00%), best:    9909/10000 (99.09%), error:       331.63919, best error:       284.13065 on epoch:    72, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 708.9966430664s, input_fired_time: 10.0492458344, output_fired_time: 10.1745843887, propagate_forward_time: 267.8446960449, propagate_backward_time: 410.7107238770, weight_update_time: 1.2665594816, other_time: 10.2174072266
epoch time: 57.6915397644s, input_fired_time: 1.0776852369, output_fired_time: 0.0000000000, propagate_forward_time: 54.8660736084, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7477798462
validation[          , genome 18408] predictions:    9901/  10000 (99.01%), best:    9909/10000 (99.09%), error:       305.22278, best error:       284.13065 on epoch:    72, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 697.7257690430s, input_fired_time: 9.9274501801, output_fired_time: 10.0196676254, propagate_forward_time: 263.1563415527, propagate_backward_time: 404.5264587402, weight_update_time: 1.2496407032, other_time: 10.0958862305
epoch time: 40.2370834351s, input_fired_time: 0.8653072715, output_fired_time: 0.0000000000, propagate_forward_time: 37.7471771240, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6245994568
validation[          , genome 18408] predictions:    9905/  10000 (99.05%), best:    9909/10000 (99.09%), error:       292.17261, best error:       284.13065 on epoch:    72, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

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_51_18408.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1518178202_51_18408_0_r26991453_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: 0.981033
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.000228745
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 9.14978e-06
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: 78
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 72
read number_validation_images: 10000
read best_validation_predictions: 9909
read best_validation_error: 284.131
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: 18408
read normal distribution: '1 0 0'
generator_str: '781032135'
read generator: 781032135
read generated_by_map:
1 disable_node 1
reading 116 nodes.
reading 459 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: 787.012390136719s, input_fired_time: 11.2511310577393, output_fired_time: 11.4306764602661, propagate_forward_time: 296.074127197266, propagate_backward_time: 456.055541992188, weight_update_time: 1.4895054101944, other_time: 12.2008972167969
epoch time: 58.7884902954102s, input_fired_time: 1.13018679618835, output_fired_time: 0, propagate_forward_time: 55.7842063903809, propagate_backward_time: 0, weight_update_time: 0, other_time: 1.87409591674805
validation[          , genome 18408] predictions:    9907/  10000 (99.07%), best:    9909/10000 (99.09%), error:       301.86423, best error:       284.13065 on epoch:    72, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 772.7180786133s, input_fired_time: 10.8438091278, output_fired_time: 11.2783203125, propagate_forward_time: 291.6456909180, propagate_backward_time: 447.7373962402, weight_update_time: 1.4157443047, other_time: 11.2128601074
epoch time: 68.0387496948s, input_fired_time: 1.2315144539, output_fired_time: 0.0000000000, propagate_forward_time: 64.9809036255, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8263320923
validation[          , genome 18408] predictions:    9902/  10000 (99.02%), best:    9909/10000 (99.09%), error:       296.33347, best error:       284.13065 on epoch:    72, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 736.9247436523s, input_fired_time: 10.5145950317, output_fired_time: 10.7433052063, propagate_forward_time: 278.2687988281, propagate_backward_time: 426.2464904785, weight_update_time: 1.3858568668, other_time: 11.1515808105
epoch time: 55.1421356201s, input_fired_time: 1.0914494991, output_fired_time: 0.0000000000, propagate_forward_time: 52.1317176819, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9189682007
validation[          , genome 18408] predictions:    9907/  10000 (99.07%), best:    9909/10000 (99.09%), error:       298.47360, best error:       284.13065 on epoch:    72, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 840.0433349609s, input_fired_time: 11.4505710602, output_fired_time: 12.2645692825, propagate_forward_time: 317.9047851562, propagate_backward_time: 486.9368286133, weight_update_time: 1.4868595600, other_time: 11.4865722656
epoch time: 67.2762145996s, input_fired_time: 1.2172307968, output_fired_time: 0.0000000000, propagate_forward_time: 64.2495574951, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8094253540
validation[          , genome 18408] predictions:    9905/  10000 (99.05%), best:    9909/10000 (99.09%), error:       311.87485, best error:       284.13065 on epoch:    72, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 836.6989135742s, input_fired_time: 11.3787651062, output_fired_time: 12.1946516037, propagate_forward_time: 316.3312072754, propagate_backward_time: 485.5020141602, weight_update_time: 1.4633629322, other_time: 11.2922668457
epoch time: 55.4201507568s, input_fired_time: 1.0756937265, output_fired_time: 0.0000000000, propagate_forward_time: 52.6058502197, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7386054993
validation[          , genome 18408] predictions:    9902/  10000 (99.02%), best:    9909/10000 (99.09%), error:       311.08081, best error:       284.13065 on epoch:    72, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 779.3876342773s, input_fired_time: 10.8872518539, output_fired_time: 11.3463268280, propagate_forward_time: 294.3733215332, propagate_backward_time: 451.6230468750, weight_update_time: 1.4196370840, other_time: 11.1576843262
epoch time: 39.4032936096s, input_fired_time: 0.8803064227, output_fired_time: 0.0000000000, propagate_forward_time: 36.8701782227, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6528091431
validation[          , genome 18408] predictions:    9901/  10000 (99.01%), best:    9909/10000 (99.09%), error:       312.70721, best error:       284.13065 on epoch:    72, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 724.5163574219s, input_fired_time: 10.3228425980, output_fired_time: 10.4795255661, propagate_forward_time: 273.3046569824, propagate_backward_time: 419.7230224609, weight_update_time: 1.3562616110, other_time: 10.6863098145
epoch time: 42.2039146423s, input_fired_time: 0.9154024720, output_fired_time: 0.0000000000, propagate_forward_time: 39.5952110291, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6933021545
validation[          , genome 18408] predictions:    9908/  10000 (99.08%), best:    9909/10000 (99.09%), error:       293.04446, best error:       284.13065 on epoch:    72, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 645.0811157227s, input_fired_time: 9.6782722473, output_fired_time: 9.3146715164, propagate_forward_time: 242.9618835449, propagate_backward_time: 372.4720764160, weight_update_time: 1.3043313026, other_time: 10.6541748047
epoch time: 67.9230575562s, input_fired_time: 1.2215981483, output_fired_time: 0.0000000000, propagate_forward_time: 64.9034805298, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7979812622
validation[          , genome 18408] predictions:    9897/  10000 (98.97%), best:    9909/10000 (99.09%), error:       328.07684, best error:       284.13065 on epoch:    72, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 704.4869995117s, input_fired_time: 10.1986598969, output_fired_time: 10.1929407120, propagate_forward_time: 265.5528564453, propagate_backward_time: 407.7101745605, weight_update_time: 1.3480230570, other_time: 10.8323669434
epoch time: 39.0390968323s, input_fired_time: 0.8764829636, output_fired_time: 0.0000000000, propagate_forward_time: 36.5351676941, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6274452209
validation[          , genome 18408] predictions:    9900/  10000 (99.00%), best:    9909/10000 (99.09%), error:       297.00583, best error:       284.13065 on epoch:    72, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 678.7111206055s, input_fired_time: 9.9831190109, output_fired_time: 9.7854862213, propagate_forward_time: 255.7879180908, propagate_backward_time: 392.4319763184, weight_update_time: 1.3264404535, other_time: 10.7226867676
epoch time: 44.2569618225s, input_fired_time: 0.9468550682, output_fired_time: 0.0000000000, propagate_forward_time: 41.6069412231, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7031669617
validation[          , genome 18408] predictions:    9903/  10000 (99.03%), best:    9909/10000 (99.09%), error:       307.31329, best error:       284.13065 on epoch:    72, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 553.5684814453s, input_fired_time: 8.8243312836, output_fired_time: 7.8657751083, propagate_forward_time: 207.9177703857, propagate_backward_time: 318.8621520996, weight_update_time: 1.2035025358, other_time: 10.0984191895
epoch time: 39.4961585999s, input_fired_time: 0.8772830367, output_fired_time: 0.0000000000, propagate_forward_time: 36.9859809875, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6328964233
validation[          , genome 18408] predictions:    9904/  10000 (99.04%), best:    9909/10000 (99.09%), error:       302.67352, best error:       284.13065 on epoch:    72, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 650.9262084961s, input_fired_time: 9.7189359665, output_fired_time: 9.3498191833, propagate_forward_time: 244.9417266846, propagate_backward_time: 376.3700866699, weight_update_time: 1.2974038124, other_time: 10.5456848145
epoch time: 45.8835906982s, input_fired_time: 0.9653375149, output_fired_time: 0.0000000000, propagate_forward_time: 43.2027015686, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7155532837
validation[          , genome 18408] predictions:    9901/  10000 (99.01%), best:    9909/10000 (99.09%), error:       294.27768, best error:       284.13065 on epoch:    72, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 686.0937500000s, input_fired_time: 10.0896444321, output_fired_time: 9.9367456436, propagate_forward_time: 258.6843566895, propagate_backward_time: 396.4860534668, weight_update_time: 1.3409599066, other_time: 10.8969116211
epoch time: 67.6327209473s, input_fired_time: 1.2238032818, output_fired_time: 0.0000000000, propagate_forward_time: 64.5980529785, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8108673096
validation[          , genome 18408] predictions:    9906/  10000 (99.06%), best:    9909/10000 (99.09%), error:       295.80975, best error:       284.13065 on epoch:    72, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 535.6712646484s, input_fired_time: 8.7879133224, output_fired_time: 7.7016429901, propagate_forward_time: 200.6012725830, propagate_backward_time: 308.0568237305, weight_update_time: 1.2115062475, other_time: 10.5236206055
epoch time: 46.5197601318s, input_fired_time: 0.9774175286, output_fired_time: 0.0000000000, propagate_forward_time: 43.7772064209, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7651367188
validation[          , genome 18408] predictions:    9908/  10000 (99.08%), best:    9909/10000 (99.09%), error:       308.05377, best error:       284.13065 on epoch:    72, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 778.6507568359s, input_fired_time: 10.8511695862, output_fired_time: 11.3041267395, propagate_forward_time: 293.9353637695, propagate_backward_time: 451.4151000977, weight_update_time: 1.4129387140, other_time: 11.1449584961
epoch time: 67.7363739014s, input_fired_time: 1.2186657190, output_fired_time: 0.0000000000, propagate_forward_time: 64.7567901611, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7609176636
validation[          , genome 18408] predictions:    9905/  10000 (99.05%), best:    9909/10000 (99.09%), error:       312.22162, best error:       284.13065 on epoch:    72, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 622.3455810547s, input_fired_time: 9.4273452759, output_fired_time: 8.9309129715, propagate_forward_time: 234.1727142334, propagate_backward_time: 359.5004577637, weight_update_time: 1.2650767565, other_time: 10.3141174316
epoch time: 44.6518020630s, input_fired_time: 0.9515644908, output_fired_time: 0.0000000000, propagate_forward_time: 41.9791908264, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7210464478
validation[          , genome 18408] predictions:    9909/  10000 (99.09%), best:    9909/10000 (99.09%), error:       296.36392, best error:       284.13065 on epoch:    72, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 645.3659667969s, input_fired_time: 9.7237272263, output_fired_time: 9.3528470993, propagate_forward_time: 242.5382080078, propagate_backward_time: 372.9839782715, weight_update_time: 1.3040417433, other_time: 10.7671813965
epoch time: 56.7399711609s, input_fired_time: 1.1036496162, output_fired_time: 0.0000000000, propagate_forward_time: 53.7812080383, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8551139832
validation[          , genome 18408] predictions:    9909/  10000 (99.09%), best:    9909/10000 (99.09%), error:       306.02164, best error:       284.13065 on epoch:    72, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 722.4710083008s, input_fired_time: 10.3383073807, output_fired_time: 10.4766483307, propagate_forward_time: 272.2769470215, propagate_backward_time: 418.4869384766, weight_update_time: 1.3670270443, other_time: 10.8921813965
epoch time: 58.4220504761s, input_fired_time: 1.1198848486, output_fired_time: 0.0000000000, propagate_forward_time: 55.4972038269, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8049621582
validation[          , genome 18408] predictions:    9906/  10000 (99.06%), best:    9909/10000 (99.09%), error:       303.42532, best error:       284.13065 on epoch:    72, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 734.4938354492s, input_fired_time: 10.4826850891, output_fired_time: 10.6650390625, propagate_forward_time: 276.9574584961, propagate_backward_time: 425.4110717773, weight_update_time: 1.3744803667, other_time: 10.9776000977
epoch time: 65.4411239624s, input_fired_time: 1.1893882751, output_fired_time: 0.0000000000, propagate_forward_time: 62.5013961792, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7503433228
validation[          , genome 18408] predictions:    9904/  10000 (99.04%), best:    9909/10000 (99.09%), error:       307.32263, best error:       284.13065 on epoch:    72, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 729.4454345703s, input_fired_time: 10.3858728409, output_fired_time: 10.5426855087, propagate_forward_time: 275.1852722168, propagate_backward_time: 422.5829162598, weight_update_time: 1.3654866219, other_time: 10.7487182617
epoch time: 39.3828163147s, input_fired_time: 0.8730818033, output_fired_time: 0.0000000000, propagate_forward_time: 36.9001274109, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6096076965
validation[          , genome 18408] predictions:    9906/  10000 (99.06%), best:    9909/10000 (99.09%), error:       304.15115, best error:       284.13065 on epoch:    72, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 700.8963623047s, input_fired_time: 10.1873340607, output_fired_time: 10.1663236618, propagate_forward_time: 264.3855285645, propagate_backward_time: 405.2934265137, weight_update_time: 1.3497297764, other_time: 10.8637695312
epoch time: 63.9538192749s, input_fired_time: 1.1835194826, output_fired_time: 0.0000000000, propagate_forward_time: 60.9462585449, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8240394592
validation[          , genome 18408] predictions:    9903/  10000 (99.03%), best:    9909/10000 (99.09%), error:       310.30728, best error:       284.13065 on epoch:    72, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 801.9594116211s, input_fired_time: 10.9930849075, output_fired_time: 11.6546726227, propagate_forward_time: 303.0191650391, propagate_backward_time: 465.2843017578, weight_update_time: 1.4302428961, other_time: 11.0081787109
epoch time: 67.2642288208s, input_fired_time: 1.2134517431, output_fired_time: 0.0000000000, propagate_forward_time: 64.2810745239, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7696990967
validation[          , genome 18408] predictions:    9906/  10000 (99.06%), best:    9909/10000 (99.09%), error:       314.00516, best error:       284.13065 on epoch:    72, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 646.1929931641s, input_fired_time: 9.6567230225, output_fired_time: 9.3099660873, propagate_forward_time: 243.1115875244, propagate_backward_time: 373.6167297363, weight_update_time: 1.2916643620, other_time: 10.4980163574
epoch time: 60.1272506714s, input_fired_time: 1.1355333328, output_fired_time: 0.0000000000, propagate_forward_time: 57.1898269653, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8018913269
validation[          , genome 18408] predictions:    9900/  10000 (99.00%), best:    9909/10000 (99.09%), error:       305.61670, best error:       284.13065 on epoch:    72, epoch:  100/100, mu: 0.9870989323, learning_rate: 0.0000740065, weight_decay: 0.0000029603

evaluating best weights on full training data.
evaluting training set with running mean/variance:
epoch time: 338.1251831055s, input_fired_time: 6.1434783936, output_fired_time: 0.0000000000, propagate_forward_time: 322.9701843262, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.0115051270
best training[          , genome 18408] predictions:   50000/  50000 (100.00%), best:    9909/10000 (99.09%), error:        68.43113, best error:       284.13065 on epoch:    72, 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: 47.3392868042s, input_fired_time: 0.9743660092, output_fired_time: 0.0000000000, propagate_forward_time: 44.6162261963, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7486953735
   testing[          , genome 18408] predictions:    9915/  10000 (99.15%), best:    9909/10000 (99.09%), error:       273.93784, best error:       284.13065 on epoch:    72, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
06:26:02 (511): called boinc_finish(0)

</stderr_txt>
]]>