Nameexact_genome_1518178202_51_18418_0
Workunit2993147
Created9 Feb 2018, 22:53:44 UTC
Sent9 Feb 2018, 23:24:20 UTC
Report deadline12 Mar 2018, 1:06:03 UTC
Received11 Feb 2018, 7:25:53 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID70684
Run time20 hours 59 min 49 sec
CPU time20 hours 59 min 47 sec
Validate stateInitial
Credit0.00
Device peak FLOPS3.04 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size174.20 MB
Peak swap size176.86 MB
Peak disk usage3.35 MB

Stderr output

<core_client_version>7.6.31</core_client_version>
<![CDATA[
<stderr_txt>
0000 (98.41%), best:    9866/10000 (98.66%), error:       477.26328, best error:       409.82001 on epoch:    16, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 579.3241577148s, input_fired_time: 9.5088376999, output_fired_time: 8.9793338776, propagate_forward_time: 217.8012695312, propagate_backward_time: 332.7474670410, weight_update_time: 1.1624385118, other_time: 10.2872619629
epoch time: 49.9827194214s, input_fired_time: 1.0365571976, output_fired_time: 0.0000000000, propagate_forward_time: 47.1444168091, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8017463684
validation[          , genome 18418] predictions:    9871/  10000 (98.71%), best:    9871/10000 (98.71%), error:       402.63788, best error:       402.63788 on epoch:    21, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 739.9055175781s, input_fired_time: 11.0681200027, output_fired_time: 11.7402820587, propagate_forward_time: 279.8942565918, propagate_backward_time: 426.3741760254, weight_update_time: 1.3056089878, other_time: 10.8286743164
epoch time: 65.1764068604s, input_fired_time: 1.2274198532, output_fired_time: 0.0000000000, propagate_forward_time: 62.1017837524, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8472023010
validation[          , genome 18418] predictions:    9850/  10000 (98.50%), best:    9871/10000 (98.71%), error:       442.72592, best error:       402.63788 on epoch:    21, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 672.0294189453s, input_fired_time: 10.4252786636, output_fired_time: 10.5825529099, propagate_forward_time: 253.3025360107, propagate_backward_time: 387.0728759766, weight_update_time: 1.2471294403, other_time: 10.6461181641
epoch time: 58.0501899719s, input_fired_time: 1.1402499676, output_fired_time: 0.0000000000, propagate_forward_time: 55.0936088562, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8163299561
validation[          , genome 18418] predictions:    9856/  10000 (98.56%), best:    9871/10000 (98.71%), error:       444.66483, best error:       402.63788 on epoch:    21, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 739.9788818359s, input_fired_time: 11.0169382095, output_fired_time: 11.7060422897, propagate_forward_time: 279.8717041016, propagate_backward_time: 426.7309265137, weight_update_time: 1.2993797064, other_time: 10.6532287598
epoch time: 59.2850494385s, input_fired_time: 1.1537919044, output_fired_time: 0.0000000000, propagate_forward_time: 56.3469924927, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7842636108
validation[          , genome 18418] predictions:    9873/  10000 (98.73%), best:    9871/10000 (98.71%), error:       415.50107, best error:       402.63788 on epoch:    21, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 711.9683227539s, input_fired_time: 10.7509794235, output_fired_time: 11.2191486359, propagate_forward_time: 269.0773010254, propagate_backward_time: 410.3299560547, weight_update_time: 1.2753082514, other_time: 10.5909118652
epoch time: 45.4249305725s, input_fired_time: 0.9795200825, output_fired_time: 0.0000000000, propagate_forward_time: 42.6324577332, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8129539490
validation[          , genome 18418] predictions:    9813/  10000 (98.13%), best:    9871/10000 (98.71%), error:       564.80212, best error:       402.63788 on epoch:    21, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 573.8531494141s, input_fired_time: 9.5691518784, output_fired_time: 8.9518871307, propagate_forward_time: 215.6048126221, propagate_backward_time: 329.2338256836, weight_update_time: 1.1633956432, other_time: 10.4934692383
epoch time: 47.1857147217s, input_fired_time: 1.0169751644, output_fired_time: 0.0000000000, propagate_forward_time: 44.3511734009, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8175659180
validation[          , genome 18418] predictions:    9848/  10000 (98.48%), best:    9871/10000 (98.71%), error:       467.78088, best error:       402.63788 on epoch:    21, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 730.3613891602s, input_fired_time: 10.9770450592, output_fired_time: 11.5322074890, propagate_forward_time: 276.2179565430, propagate_backward_time: 420.8916931152, weight_update_time: 1.2936532497, other_time: 10.7424621582
epoch time: 62.6547698975s, input_fired_time: 1.2011909485, output_fired_time: 0.0000000000, propagate_forward_time: 59.6250801086, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8284988403
validation[          , genome 18418] predictions:    9859/  10000 (98.59%), best:    9871/10000 (98.71%), error:       476.89709, best error:       402.63788 on epoch:    21, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 760.1505126953s, input_fired_time: 11.2521238327, output_fired_time: 12.0490903854, propagate_forward_time: 288.2405090332, propagate_backward_time: 437.8522338867, weight_update_time: 1.3235313892, other_time: 10.7565612793
epoch time: 60.3043098450s, input_fired_time: 1.1632705927, output_fired_time: 0.0000000000, propagate_forward_time: 57.3680992126, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7729415894
validation[          , genome 18418] predictions:    9866/  10000 (98.66%), best:    9871/10000 (98.71%), error:       437.83585, best error:       402.63788 on epoch:    21, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 684.8038330078s, input_fired_time: 10.5435771942, output_fired_time: 10.8060913086, propagate_forward_time: 258.1691589355, propagate_backward_time: 394.6958312988, weight_update_time: 1.2540588379, other_time: 10.5891723633
epoch time: 51.5672264099s, input_fired_time: 1.0710710287, output_fired_time: 0.0000000000, propagate_forward_time: 48.7009735107, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7951812744
validation[          , genome 18418] predictions:    9845/  10000 (98.45%), best:    9871/10000 (98.71%), error:       514.34210, best error:       402.63788 on epoch:    21, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 701.1326904297s, input_fired_time: 10.6522693634, output_fired_time: 11.0341072083, propagate_forward_time: 264.4703063965, propagate_backward_time: 404.4812927246, weight_update_time: 1.2634330988, other_time: 10.4946899414
epoch time: 51.9630470276s, input_fired_time: 1.0589950085, output_fired_time: 0.0000000000, propagate_forward_time: 49.1695404053, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7345123291
validation[          , genome 18418] predictions:    9870/  10000 (98.70%), best:    9871/10000 (98.71%), error:       415.57935, best error:       402.63788 on epoch:    21, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 640.7623291016s, input_fired_time: 10.1166067123, output_fired_time: 10.0626077652, propagate_forward_time: 241.4601287842, propagate_backward_time: 368.6993103027, weight_update_time: 1.2149862051, other_time: 10.4236755371
epoch time: 45.4533081055s, input_fired_time: 0.9847709537, output_fired_time: 0.0000000000, propagate_forward_time: 42.7124862671, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7560501099
validation[          , genome 18418] predictions:    9892/  10000 (98.92%), best:    9892/10000 (98.92%), error:       347.67307, best error:       347.67307 on epoch:    31, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 759.3147583008s, input_fired_time: 11.3022165298, output_fired_time: 12.0687360764, propagate_forward_time: 287.3950500488, propagate_backward_time: 437.5808715820, weight_update_time: 1.3261659145, other_time: 10.9678649902
epoch time: 63.8211288452s, input_fired_time: 1.2291351557, output_fired_time: 0.0000000000, propagate_forward_time: 60.7330665588, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8589286804
validation[          , genome 18418] predictions:    9866/  10000 (98.66%), best:    9892/10000 (98.92%), error:       444.03854, best error:       347.67307 on epoch:    31, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 741.1864013672s, input_fired_time: 11.1291065216, output_fired_time: 11.7684202194, propagate_forward_time: 280.3547973633, propagate_backward_time: 427.0549011230, weight_update_time: 1.3062080145, other_time: 10.8791809082
epoch time: 46.7085189819s, input_fired_time: 1.0073821545, output_fired_time: 0.0000000000, propagate_forward_time: 43.9159049988, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7852325439
validation[          , genome 18418] predictions:    9882/  10000 (98.82%), best:    9892/10000 (98.92%), error:       395.33545, best error:       347.67307 on epoch:    31, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 753.1923828125s, input_fired_time: 11.2531919479, output_fired_time: 11.9378051758, propagate_forward_time: 285.1510009766, propagate_backward_time: 433.9172363281, weight_update_time: 1.3208552599, other_time: 10.9331665039
epoch time: 65.6575317383s, input_fired_time: 1.2481570244, output_fired_time: 0.0000000000, propagate_forward_time: 62.5416183472, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8677597046
validation[          , genome 18418] predictions:    9870/  10000 (98.70%), best:    9892/10000 (98.92%), error:       397.19867, best error:       347.67307 on epoch:    31, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 761.1350708008s, input_fired_time: 11.3284063339, output_fired_time: 12.0926198959, propagate_forward_time: 287.9463195801, propagate_backward_time: 438.8002929688, weight_update_time: 1.3288673162, other_time: 10.9674377441
epoch time: 40.7840843201s, input_fired_time: 0.9298668504, output_fired_time: 0.0000000000, propagate_forward_time: 38.1254081726, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7288093567
validation[          , genome 18418] predictions:    9878/  10000 (98.78%), best:    9892/10000 (98.92%), error:       390.54114, best error:       347.67307 on epoch:    31, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 662.4024658203s, input_fired_time: 10.3890352249, output_fired_time: 10.4204835892, propagate_forward_time: 249.8320617676, propagate_backward_time: 381.1391906738, weight_update_time: 1.2435935736, other_time: 10.6217041016
epoch time: 65.3076400757s, input_fired_time: 1.2390240431, output_fired_time: 0.0000000000, propagate_forward_time: 62.2295455933, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8390731812
validation[          , genome 18418] predictions:    9903/  10000 (99.03%), best:    9903/10000 (99.03%), error:       335.04343, best error:       335.04343 on epoch:    36, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 710.8358154297s, input_fired_time: 10.7868537903, output_fired_time: 11.1934471130, propagate_forward_time: 268.7242126465, propagate_backward_time: 409.5831604004, weight_update_time: 1.2722052336, other_time: 10.5481567383
epoch time: 65.2145690918s, input_fired_time: 1.2397273779, output_fired_time: 0.0000000000, propagate_forward_time: 62.1166954041, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8581466675
validation[          , genome 18418] predictions:    9884/  10000 (98.84%), best:    9903/10000 (99.03%), error:       381.93005, best error:       335.04343 on epoch:    36, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 626.1616821289s, input_fired_time: 10.0369520187, output_fired_time: 9.8152351379, propagate_forward_time: 236.1789550781, propagate_backward_time: 359.7436828613, weight_update_time: 1.2066065073, other_time: 10.3868713379
epoch time: 65.8060607910s, input_fired_time: 1.2515006065, output_fired_time: 0.0000000000, propagate_forward_time: 62.7173614502, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8371963501
validation[          , genome 18418] predictions:    9890/  10000 (98.90%), best:    9903/10000 (99.03%), error:       368.54681, best error:       335.04343 on epoch:    36, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 676.2418212891s, input_fired_time: 10.4997119904, output_fired_time: 10.6396179199, propagate_forward_time: 255.5939483643, propagate_backward_time: 388.9240112305, weight_update_time: 1.2485066652, other_time: 10.5845947266
epoch time: 43.0543556213s, input_fired_time: 0.9599592090, output_fired_time: 0.0000000000, propagate_forward_time: 40.3669128418, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7274818420
validation[          , genome 18418] predictions:    9886/  10000 (98.86%), best:    9903/10000 (99.03%), error:       392.79886, best error:       335.04343 on epoch:    36, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 636.6796875000s, input_fired_time: 10.0881128311, output_fired_time: 9.9743719101, propagate_forward_time: 240.5914459229, propagate_backward_time: 365.6918029785, weight_update_time: 1.2112007141, other_time: 10.3339538574
epoch time: 61.3323745728s, input_fired_time: 1.1908789873, output_fired_time: 0.0000000000, propagate_forward_time: 58.3417358398, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7997589111
validation[          , genome 18418] predictions:    9878/  10000 (98.78%), best:    9903/10000 (99.03%), error:       383.78891, best error:       335.04343 on epoch:    36, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 756.9126586914s, input_fired_time: 11.2190942764, output_fired_time: 11.9904222488, propagate_forward_time: 286.2541503906, propagate_backward_time: 436.7295227051, weight_update_time: 1.3121128082, other_time: 10.7194519043
epoch time: 65.4666213989s, input_fired_time: 1.2477674484, output_fired_time: 0.0000000000, propagate_forward_time: 62.3631935120, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8556632996
validation[          , genome 18418] predictions:    9889/  10000 (98.89%), best:    9903/10000 (99.03%), error:       368.77826, best error:       335.04343 on epoch:    36, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 712.0202026367s, input_fired_time: 10.8407869339, output_fired_time: 11.2468767166, propagate_forward_time: 268.9385375977, propagate_backward_time: 410.3149719238, weight_update_time: 1.2752350569, other_time: 10.6790466309
epoch time: 44.3918113708s, input_fired_time: 0.9773189425, output_fired_time: 0.0000000000, propagate_forward_time: 41.6262397766, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7882537842
validation[          , genome 18418] predictions:    9819/  10000 (98.19%), best:    9903/10000 (99.03%), error:       542.24213, best error:       335.04343 on epoch:    36, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 692.1593627930s, input_fired_time: 10.6498966217, output_fired_time: 10.8596773148, propagate_forward_time: 262.1911315918, propagate_backward_time: 397.9019775391, weight_update_time: 1.2610557079, other_time: 10.5566711426
epoch time: 65.0427169800s, input_fired_time: 1.2373024225, output_fired_time: 0.0000000000, propagate_forward_time: 62.0023727417, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8030433655
validation[          , genome 18418] predictions:    9883/  10000 (98.83%), best:    9903/10000 (99.03%), error:       355.04706, best error:       335.04343 on epoch:    36, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 699.7324218750s, input_fired_time: 10.6746711731, output_fired_time: 11.0120038986, propagate_forward_time: 264.1018981934, propagate_backward_time: 403.4367370605, weight_update_time: 1.2614587545, other_time: 10.5070800781
epoch time: 45.6089744568s, input_fired_time: 0.9941453338, output_fired_time: 0.0000000000, propagate_forward_time: 42.8955650330, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7192649841
validation[          , genome 18418] predictions:    9883/  10000 (98.83%), best:    9903/10000 (99.03%), error:       385.03656, best error:       335.04343 on epoch:    36, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 714.8916625977s, input_fired_time: 10.8263902664, output_fired_time: 11.2734842300, propagate_forward_time: 270.4827270508, propagate_backward_time: 411.7813415527, weight_update_time: 1.2763136625, other_time: 10.5276794434
epoch time: 63.1814155579s, input_fired_time: 1.2150006294, output_fired_time: 0.0000000000, propagate_forward_time: 60.1799240112, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7864913940
validation[          , genome 18418] predictions:    9899/  10000 (98.99%), best:    9903/10000 (99.03%), error:       340.12164, best error:       335.04343 on epoch:    36, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 660.1726684570s, input_fired_time: 10.4249505997, output_fired_time: 10.4005680084, propagate_forward_time: 249.4500732422, propagate_backward_time: 379.1382751465, weight_update_time: 1.2373913527, other_time: 10.7588195801
epoch time: 40.8643798828s, input_fired_time: 0.9357179403, output_fired_time: 0.0000000000, propagate_forward_time: 38.1689147949, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7597465515
validation[          , genome 18418] predictions:    9889/  10000 (98.89%), best:    9903/10000 (99.03%), error:       372.23962, best error:       335.04343 on epoch:    36, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 678.7620239258s, input_fired_time: 10.5068626404, output_fired_time: 10.6664123535, propagate_forward_time: 256.5573730469, propagate_backward_time: 390.5598449707, weight_update_time: 1.2460063696, other_time: 10.4715270996
epoch time: 64.7820205688s, input_fired_time: 1.2305313349, output_fired_time: 0.0000000000, propagate_forward_time: 61.7599220276, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7915687561
validation[          , genome 18418] predictions:    9885/  10000 (98.85%), best:    9903/10000 (99.03%), error:       382.37167, best error:       335.04343 on epoch:    36, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 751.0208740234s, input_fired_time: 11.2161216736, output_fired_time: 11.9059829712, propagate_forward_time: 284.2774047852, propagate_backward_time: 432.7990112305, weight_update_time: 1.3112251759, other_time: 10.8223266602
epoch time: 62.0396118164s, input_fired_time: 1.2083805799, output_fired_time: 0.0000000000, propagate_forward_time: 59.0052604675, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8259696960
validation[          , genome 18418] predictions:    9862/  10000 (98.62%), best:    9903/10000 (99.03%), error:       416.48630, best error:       335.04343 on epoch:    36, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 685.0390625000s, input_fired_time: 10.6098155975, output_fired_time: 10.7921638489, propagate_forward_time: 258.9121398926, propagate_backward_time: 394.0908508301, weight_update_time: 1.2567100525, other_time: 10.6340942383
epoch time: 60.5659866333s, input_fired_time: 1.1766061783, output_fired_time: 0.0000000000, propagate_forward_time: 57.5993843079, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7899971008
validation[          , genome 18418] predictions:    9887/  10000 (98.87%), best:    9903/10000 (99.03%), error:       364.03848, best error:       335.04343 on epoch:    36, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 551.3636474609s, input_fired_time: 9.2983045578, output_fired_time: 8.5191659927, propagate_forward_time: 207.6162109375, propagate_backward_time: 315.8675537109, weight_update_time: 1.1336188316, other_time: 10.0624389648
epoch time: 59.6086273193s, input_fired_time: 1.1856933832, output_fired_time: 0.0000000000, propagate_forward_time: 56.5752792358, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8476562500
validation[          , genome 18418] predictions:    9893/  10000 (98.93%), best:    9893/10000 (98.93%), error:       324.77609, best error:       324.77609 on epoch:    50, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 646.0374755859s, input_fired_time: 10.2846164703, output_fired_time: 10.1621484756, propagate_forward_time: 243.7462158203, propagate_backward_time: 371.1005554199, weight_update_time: 1.2299561501, other_time: 10.7439270020
epoch time: 40.4010467529s, input_fired_time: 0.9344694018, output_fired_time: 0.0000000000, propagate_forward_time: 37.6887893677, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7777862549
validation[          , genome 18418] predictions:    9899/  10000 (98.99%), best:    9893/10000 (98.93%), error:       343.07382, best error:       324.77609 on epoch:    50, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 667.8417968750s, input_fired_time: 10.4010705948, output_fired_time: 10.4763078690, propagate_forward_time: 252.3002319336, propagate_backward_time: 384.1758117676, weight_update_time: 1.2329647541, other_time: 10.4883728027
epoch time: 64.8848724365s, input_fired_time: 1.2379543781, output_fired_time: 0.0000000000, propagate_forward_time: 61.7866935730, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8602256775
validation[          , genome 18418] predictions:    9898/  10000 (98.98%), best:    9893/10000 (98.93%), error:       343.03986, best error:       324.77609 on epoch:    50, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 767.3693237305s, input_fired_time: 11.4053487778, output_fired_time: 12.1798658371, propagate_forward_time: 291.0032043457, propagate_backward_time: 441.8213195801, weight_update_time: 1.3307114840, other_time: 10.9595947266
epoch time: 64.6345748901s, input_fired_time: 1.2419025898, output_fired_time: 0.0000000000, propagate_forward_time: 61.5753479004, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8173255920
validation[          , genome 18418] predictions:    9882/  10000 (98.82%), best:    9893/10000 (98.93%), error:       363.67822, best error:       324.77609 on epoch:    50, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 635.5509643555s, input_fired_time: 10.0884456635, output_fired_time: 9.9622011185, propagate_forward_time: 239.1685638428, propagate_backward_time: 365.9165039062, weight_update_time: 1.2085865736, other_time: 10.4152221680
epoch time: 53.0898742676s, input_fired_time: 1.0839856863, output_fired_time: 0.0000000000, propagate_forward_time: 50.2464065552, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7594833374
validation[          , genome 18418] predictions:    9896/  10000 (98.96%), best:    9893/10000 (98.93%), error:       332.48892, best error:       324.77609 on epoch:    50, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 660.9842529297s, input_fired_time: 10.3782320023, output_fired_time: 10.3866567612, propagate_forward_time: 249.6897277832, propagate_backward_time: 379.9656982422, weight_update_time: 1.2344391346, other_time: 10.5639343262
epoch time: 53.9714736938s, input_fired_time: 1.0961395502, output_fired_time: 0.0000000000, propagate_forward_time: 51.0846824646, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7906532288
validation[          , genome 18418] predictions:    9887/  10000 (98.87%), best:    9893/10000 (98.93%), error:       363.79822, best error:       324.77609 on epoch:    50, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 595.5231323242s, input_fired_time: 9.7860221863, output_fired_time: 9.3245611191, propagate_forward_time: 224.1035919189, propagate_backward_time: 341.8725891113, weight_update_time: 1.1822394133, other_time: 10.4363708496
epoch time: 65.2110137939s, input_fired_time: 1.2447812557, output_fired_time: 0.0000000000, propagate_forward_time: 62.1760101318, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7902221680
validation[          , genome 18418] predictions:    9897/  10000 (98.97%), best:    9893/10000 (98.93%), error:       328.95438, best error:       324.77609 on epoch:    50, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 764.9370117188s, input_fired_time: 11.3531465530, output_fired_time: 12.1087284088, propagate_forward_time: 289.6889648438, propagate_backward_time: 440.9809875488, weight_update_time: 1.3230400085, other_time: 10.8052062988
epoch time: 57.7388076782s, input_fired_time: 1.1450456381, output_fired_time: 0.0000000000, propagate_forward_time: 54.8293991089, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7643623352
validation[          , genome 18418] predictions:    9912/  10000 (99.12%), best:    9893/10000 (98.93%), error:       340.45486, best error:       324.77609 on epoch:    50, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 742.0901489258s, input_fired_time: 11.1206226349, output_fired_time: 11.7304220200, propagate_forward_time: 280.7374267578, propagate_backward_time: 427.7004394531, weight_update_time: 1.3038480282, other_time: 10.8012695312
epoch time: 56.8227577209s, input_fired_time: 1.1450257301, output_fired_time: 0.0000000000, propagate_forward_time: 53.8438758850, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8338546753
validation[          , genome 18418] predictions:    9886/  10000 (98.86%), best:    9893/10000 (98.93%), error:       379.52246, best error:       324.77609 on epoch:    50, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 582.4534912109s, input_fired_time: 9.6863136292, output_fired_time: 9.0966520309, propagate_forward_time: 218.6104278564, propagate_backward_time: 334.4836425781, weight_update_time: 1.1733658314, other_time: 10.5764160156
epoch time: 50.5622596741s, input_fired_time: 1.0685428381, output_fired_time: 0.0000000000, propagate_forward_time: 47.6879501343, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8057670593
validation[          , genome 18418] predictions:    9899/  10000 (98.99%), best:    9899/10000 (98.99%), error:       323.05865, best error:       323.05865 on epoch:    59, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 548.8464965820s, input_fired_time: 9.3807172775, output_fired_time: 8.5367078781, propagate_forward_time: 206.2140197754, propagate_backward_time: 314.2352905273, weight_update_time: 1.1454083920, other_time: 10.4797668457
epoch time: 41.1565246582s, input_fired_time: 0.9480383992, output_fired_time: 0.0000000000, propagate_forward_time: 38.4119338989, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7965507507
validation[          , genome 18418] predictions:    9909/  10000 (99.09%), best:    9899/10000 (98.99%), error:       332.44345, best error:       323.05865 on epoch:    59, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 582.9770507812s, input_fired_time: 9.6238622665, output_fired_time: 9.1198568344, propagate_forward_time: 219.0707702637, propagate_backward_time: 334.7714538574, weight_update_time: 1.1745675802, other_time: 10.3911132812
epoch time: 65.2892456055s, input_fired_time: 1.2479071617, output_fired_time: 0.0000000000, propagate_forward_time: 62.2081069946, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8332290649
validation[          , genome 18418] predictions:    9904/  10000 (99.04%), best:    9904/10000 (99.04%), error:       315.50259, best error:       315.50259 on epoch:    61, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 767.5474243164s, input_fired_time: 11.3664932251, output_fired_time: 12.1497240067, propagate_forward_time: 290.6450805664, propagate_backward_time: 442.5656127930, weight_update_time: 1.3249270916, other_time: 10.8204956055
epoch time: 60.7651481628s, input_fired_time: 1.1896556616, output_fired_time: 0.0000000000, propagate_forward_time: 57.7939834595, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7815093994
validation[          , genome 18418] predictions:    9893/  10000 (98.93%), best:    9904/10000 (99.04%), error:       353.58646, best error:       315.50259 on epoch:    61, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 717.1889648438s, input_fired_time: 10.8924798965, output_fired_time: 11.3187456131, propagate_forward_time: 271.6177062988, propagate_backward_time: 412.6333007812, weight_update_time: 1.2841624022, other_time: 10.7267761230
epoch time: 41.7010765076s, input_fired_time: 0.9372402430, output_fired_time: 0.0000000000, propagate_forward_time: 39.0416526794, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7221832275
validation[          , genome 18418] predictions:    9893/  10000 (98.93%), best:    9904/10000 (99.04%), error:       340.16077, best error:       315.50259 on epoch:    61, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 684.9731445312s, input_fired_time: 10.5911092758, output_fired_time: 10.7686834335, propagate_forward_time: 258.5490722656, propagate_backward_time: 394.4018249512, weight_update_time: 1.2546731234, other_time: 10.6624450684
epoch time: 46.5216102600s, input_fired_time: 1.0185055733, output_fired_time: 0.0000000000, propagate_forward_time: 43.6738815308, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8292236328
validation[          , genome 18418] predictions:    9899/  10000 (98.99%), best:    9904/10000 (99.04%), error:       342.07764, best error:       315.50259 on epoch:    61, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 593.5396118164s, input_fired_time: 9.7843036652, output_fired_time: 9.2967023849, propagate_forward_time: 223.3854217529, propagate_backward_time: 340.5265502930, weight_update_time: 1.1821318865, other_time: 10.5466308594
epoch time: 51.7637100220s, input_fired_time: 1.0818433762, output_fired_time: 0.0000000000, propagate_forward_time: 48.8654670715, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8163986206
validation[          , genome 18418] predictions:    9870/  10000 (98.70%), best:    9904/10000 (99.04%), error:       396.73395, best error:       315.50259 on epoch:    61, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 665.6199340820s, input_fired_time: 10.4103670120, output_fired_time: 10.4881391525, propagate_forward_time: 251.0795593262, propagate_backward_time: 383.0904541016, weight_update_time: 1.2387644053, other_time: 10.5514221191
epoch time: 59.9211273193s, input_fired_time: 1.1722896099, output_fired_time: 0.0000000000, propagate_forward_time: 56.9673881531, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7814483643
validation[          , genome 18418] predictions:    9911/  10000 (99.11%), best:    9911/10000 (99.11%), error:       299.86923, best error:       299.86923 on epoch:    66, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 736.1251220703s, input_fired_time: 11.0358085632, output_fired_time: 11.6144847870, propagate_forward_time: 278.5708618164, propagate_backward_time: 424.2971496582, weight_update_time: 1.2926582098, other_time: 10.6067810059
epoch time: 58.9173164368s, input_fired_time: 1.1586418152, output_fired_time: 0.0000000000, propagate_forward_time: 55.9867210388, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7719535828
validation[          , genome 18418] predictions:    9887/  10000 (98.87%), best:    9911/10000 (99.11%), error:       361.84900, best error:       299.86923 on epoch:    66, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 713.3074951172s, input_fired_time: 10.8639173508, output_fired_time: 11.2516489029, propagate_forward_time: 270.0726623535, propagate_backward_time: 410.4920043945, weight_update_time: 1.2771896124, other_time: 10.6272888184
epoch time: 52.7364349365s, input_fired_time: 1.0889786482, output_fired_time: 0.0000000000, propagate_forward_time: 49.8848190308, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7626380920
validation[          , genome 18418] predictions:    9903/  10000 (99.03%), best:    9911/10000 (99.11%), error:       315.56735, best error:       299.86923 on epoch:    66, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 643.3056640625s, input_fired_time: 10.2424955368, output_fired_time: 10.0975904465, propagate_forward_time: 242.8055114746, propagate_backward_time: 369.6225585938, weight_update_time: 1.2210780382, other_time: 10.5375061035
epoch time: 64.1652297974s, input_fired_time: 1.2192393541, output_fired_time: 0.0000000000, propagate_forward_time: 61.1650352478, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7809562683
validation[          , genome 18418] predictions:    9901/  10000 (99.01%), best:    9911/10000 (99.11%), error:       336.93585, best error:       299.86923 on epoch:    66, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 742.6228027344s, input_fired_time: 11.1154804230, output_fired_time: 11.7182369232, propagate_forward_time: 281.3385009766, propagate_backward_time: 427.7895507812, weight_update_time: 1.3016774654, other_time: 10.6610107422
epoch time: 57.8423995972s, input_fired_time: 1.1458395720, output_fired_time: 0.0000000000, propagate_forward_time: 54.9119415283, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7846183777
validation[          , genome 18418] predictions:    9907/  10000 (99.07%), best:    9911/10000 (99.11%), error:       310.96857, best error:       299.86923 on epoch:    66, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 642.1639404297s, input_fired_time: 10.1690216064, output_fired_time: 10.0375909805, propagate_forward_time: 242.3800201416, propagate_backward_time: 369.2158508301, weight_update_time: 1.2139159441, other_time: 10.3614807129
epoch time: 58.7241363525s, input_fired_time: 1.1626836061, output_fired_time: 0.0000000000, propagate_forward_time: 55.7700805664, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7913703918
validation[          , genome 18418] predictions:    9900/  10000 (99.00%), best:    9911/10000 (99.11%), error:       323.15430, best error:       299.86923 on epoch:    66, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 713.9340820312s, input_fired_time: 10.8418893814, output_fired_time: 11.2240219116, propagate_forward_time: 270.5476684570, propagate_backward_time: 410.7771606445, weight_update_time: 1.2743988037, other_time: 10.5433349609
epoch time: 65.0545120239s, input_fired_time: 1.2410742044, output_fired_time: 0.0000000000, propagate_forward_time: 61.9961357117, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8173027039
validation[          , genome 18418] predictions:    9905/  10000 (99.05%), best:    9911/10000 (99.11%), error:       312.95108, best error:       299.86923 on epoch:    66, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 691.3961791992s, input_fired_time: 10.6965847015, output_fired_time: 10.8787698746, propagate_forward_time: 261.7963256836, propagate_backward_time: 397.3448181152, weight_update_time: 1.2673829794, other_time: 10.6796569824
epoch time: 40.8521118164s, input_fired_time: 0.9428994656, output_fired_time: 0.0000000000, propagate_forward_time: 38.1197814941, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7894325256
validation[          , genome 18418] predictions:    9910/  10000 (99.10%), best:    9911/10000 (99.11%), error:       313.96506, best error:       299.86923 on epoch:    66, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

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_18418.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1518178202_51_18418_0_r1298998130_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: 0.978991
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.000280838
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 1.12335e-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: 74
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 66
read number_validation_images: 10000
read best_validation_predictions: 9911
read best_validation_error: 299.869
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: 18418
read normal distribution: '1 0 0'
generator_str: '428854129'
read generator: 428854129
read generated_by_map:
1 alter_edge_type 1
reading 122 nodes.
reading 485 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: 796.3759765625s, input_fired_time: 12.1436729431152, output_fired_time: 12.653341293335, propagate_forward_time: 301.033721923828, propagate_backward_time: 458.177978515625, weight_update_time: 1.49756443500519, other_time: 12.3672790527344
epoch time: 50.8761978149414s, input_fired_time: 1.09299862384796, output_fired_time: 0, propagate_forward_time: 47.9680671691895, propagate_backward_time: 0, weight_update_time: 0, other_time: 1.81513214111328
validation[          , genome 18418] predictions:    9901/  10000 (99.01%), best:    9911/10000 (99.11%), error:       325.37177, best error:       299.86923 on epoch:    66, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 703.4771728516s, input_fired_time: 10.9099817276, output_fired_time: 11.1680555344, propagate_forward_time: 265.9423828125, propagate_backward_time: 404.4043273926, weight_update_time: 1.3483093977, other_time: 11.0524597168
epoch time: 64.9464340210s, input_fired_time: 1.2697205544, output_fired_time: 0.0000000000, propagate_forward_time: 61.8249359131, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8517761230
validation[          , genome 18418] predictions:    9909/  10000 (99.09%), best:    9911/10000 (99.11%), error:       322.64185, best error:       299.86923 on epoch:    66, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 822.3010864258s, input_fired_time: 12.0670452118, output_fired_time: 13.1270198822, propagate_forward_time: 312.2147827148, propagate_backward_time: 473.3782348633, weight_update_time: 1.4586672783, other_time: 11.5140380859
epoch time: 57.3055229187s, input_fired_time: 1.1953492165, output_fired_time: 0.0000000000, propagate_forward_time: 54.1586227417, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9515495300
validation[          , genome 18418] predictions:    9906/  10000 (99.06%), best:    9911/10000 (99.11%), error:       312.11169, best error:       299.86923 on epoch:    66, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 714.2668457031s, input_fired_time: 11.1004829407, output_fired_time: 11.3633766174, propagate_forward_time: 269.6687927246, propagate_backward_time: 410.7817993164, weight_update_time: 1.3719314337, other_time: 11.3523864746
epoch time: 65.9101791382s, input_fired_time: 1.2951239347, output_fired_time: 0.0000000000, propagate_forward_time: 62.6906738281, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9243850708
validation[          , genome 18418] predictions:    9897/  10000 (98.97%), best:    9911/10000 (99.11%), error:       333.89771, best error:       299.86923 on epoch:    66, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 563.7821655273s, input_fired_time: 9.6801958084, output_fired_time: 8.8861513138, propagate_forward_time: 211.4927673340, propagate_backward_time: 322.7275085449, weight_update_time: 1.2397035360, other_time: 10.9955444336
epoch time: 39.4067077637s, input_fired_time: 0.9547415972, output_fired_time: 0.0000000000, propagate_forward_time: 36.6553230286, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7966423035
validation[          , genome 18418] predictions:    9908/  10000 (99.08%), best:    9911/10000 (99.11%), error:       319.50476, best error:       299.86923 on epoch:    66, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 634.0761718750s, input_fired_time: 10.3207292557, output_fired_time: 10.0373420715, propagate_forward_time: 238.8766021729, propagate_backward_time: 363.7811279297, weight_update_time: 1.2939018011, other_time: 11.0603637695
epoch time: 65.5479278564s, input_fired_time: 1.2810531855, output_fired_time: 0.0000000000, propagate_forward_time: 62.4124946594, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8543815613
validation[          , genome 18418] predictions:    9909/  10000 (99.09%), best:    9911/10000 (99.11%), error:       314.10275, best error:       299.86923 on epoch:    66, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 822.5158691406s, input_fired_time: 12.0671243668, output_fired_time: 13.1412515640, propagate_forward_time: 311.6838073730, propagate_backward_time: 474.1212768555, weight_update_time: 1.4533972740, other_time: 11.5024108887
epoch time: 65.6002120972s, input_fired_time: 1.2787363529, output_fired_time: 0.0000000000, propagate_forward_time: 62.4654884338, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8559837341
validation[          , genome 18418] predictions:    9900/  10000 (99.00%), best:    9911/10000 (99.11%), error:       341.11868, best error:       299.86923 on epoch:    66, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 638.2040405273s, input_fired_time: 10.3661699295, output_fired_time: 10.1101474762, propagate_forward_time: 240.8975524902, propagate_backward_time: 365.6887817383, weight_update_time: 1.3078562021, other_time: 11.1413879395
epoch time: 43.9264831543s, input_fired_time: 1.0103185177, output_fired_time: 0.0000000000, propagate_forward_time: 41.1122856140, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8038787842
validation[          , genome 18418] predictions:    9896/  10000 (98.96%), best:    9911/10000 (99.11%), error:       333.56128, best error:       299.86923 on epoch:    66, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 678.8447875977s, input_fired_time: 10.7527074814, output_fired_time: 10.8030824661, propagate_forward_time: 256.1152038574, propagate_backward_time: 389.8683776855, weight_update_time: 1.3405843973, other_time: 11.3054199219
epoch time: 66.1574707031s, input_fired_time: 1.2938828468, output_fired_time: 0.0000000000, propagate_forward_time: 62.9743728638, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8892135620
validation[          , genome 18418] predictions:    9904/  10000 (99.04%), best:    9911/10000 (99.11%), error:       321.59927, best error:       299.86923 on epoch:    66, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 752.0156860352s, input_fired_time: 11.4773836136, output_fired_time: 12.0447721481, propagate_forward_time: 284.4430847168, propagate_backward_time: 432.4771423340, weight_update_time: 1.4095571041, other_time: 11.5733032227
epoch time: 42.4860000610s, input_fired_time: 0.9907180071, output_fired_time: 0.0000000000, propagate_forward_time: 39.7180976868, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7771835327
validation[          , genome 18418] predictions:    9905/  10000 (99.05%), best:    9911/10000 (99.11%), error:       312.77823, best error:       299.86923 on epoch:    66, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 643.4003295898s, input_fired_time: 10.3439865112, output_fired_time: 10.1474447250, propagate_forward_time: 242.7937622070, propagate_backward_time: 369.2538452148, weight_update_time: 1.2940341234, other_time: 10.8612670898
epoch time: 43.9801979065s, input_fired_time: 0.9962723851, output_fired_time: 0.0000000000, propagate_forward_time: 41.2685279846, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7153968811
validation[          , genome 18418] predictions:    9904/  10000 (99.04%), best:    9911/10000 (99.11%), error:       322.02621, best error:       299.86923 on epoch:    66, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 722.3659667969s, input_fired_time: 11.1311388016, output_fired_time: 11.4617633820, propagate_forward_time: 273.0842895508, propagate_backward_time: 415.5133361816, weight_update_time: 1.3672764301, other_time: 11.1753845215
epoch time: 54.2686462402s, input_fired_time: 1.1307612658, output_fired_time: 0.0000000000, propagate_forward_time: 51.3305625916, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8073234558
validation[          , genome 18418] predictions:    9914/  10000 (99.14%), best:    9911/10000 (99.11%), error:       310.70419, best error:       299.86923 on epoch:    66, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 784.5934448242s, input_fired_time: 11.7186145782, output_fired_time: 12.5177555084, propagate_forward_time: 297.2395019531, propagate_backward_time: 451.6848144531, weight_update_time: 1.4316282272, other_time: 11.4327392578
epoch time: 66.1934814453s, input_fired_time: 1.2953194380, output_fired_time: 0.0000000000, propagate_forward_time: 63.0293579102, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8688049316
validation[          , genome 18418] predictions:    9895/  10000 (98.95%), best:    9911/10000 (99.11%), error:       324.63083, best error:       299.86923 on epoch:    66, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 705.2041625977s, input_fired_time: 10.9523763657, output_fired_time: 11.1914730072, propagate_forward_time: 266.3353881836, propagate_backward_time: 405.5272521973, weight_update_time: 1.3539819717, other_time: 11.1976623535
epoch time: 49.5711326599s, input_fired_time: 1.0779317617, output_fired_time: 0.0000000000, propagate_forward_time: 46.6318778992, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8613243103
validation[          , genome 18418] predictions:    9904/  10000 (99.04%), best:    9911/10000 (99.11%), error:       320.05716, best error:       299.86923 on epoch:    66, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 712.9697875977s, input_fired_time: 11.0807733536, output_fired_time: 11.3780193329, propagate_forward_time: 269.3428344727, propagate_backward_time: 409.8052978516, weight_update_time: 1.3692967892, other_time: 11.3629150391
epoch time: 65.1163482666s, input_fired_time: 1.2755243778, output_fired_time: 0.0000000000, propagate_forward_time: 61.9973182678, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8435058594
validation[          , genome 18418] predictions:    9901/  10000 (99.01%), best:    9911/10000 (99.11%), error:       319.03537, best error:       299.86923 on epoch:    66, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 731.1348266602s, input_fired_time: 11.1955776215, output_fired_time: 11.6162748337, propagate_forward_time: 276.6709289551, propagate_backward_time: 420.4579467773, weight_update_time: 1.3764585257, other_time: 11.1941223145
epoch time: 38.0464324951s, input_fired_time: 0.9200907946, output_fired_time: 0.0000000000, propagate_forward_time: 35.4278373718, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6985054016
validation[          , genome 18418] predictions:    9899/  10000 (98.99%), best:    9911/10000 (99.11%), error:       324.95908, best error:       299.86923 on epoch:    66, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 770.1531982422s, input_fired_time: 11.6744375229, output_fired_time: 12.3447294235, propagate_forward_time: 291.0044555664, propagate_backward_time: 443.4601745605, weight_update_time: 1.4218976498, other_time: 11.6694030762
epoch time: 47.5667304993s, input_fired_time: 1.0594455004, output_fired_time: 0.0000000000, propagate_forward_time: 44.6638526917, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8434333801
validation[          , genome 18418] predictions:    9905/  10000 (99.05%), best:    9911/10000 (99.11%), error:       309.17459, best error:       299.86923 on epoch:    66, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 650.1713256836s, input_fired_time: 10.5684432983, output_fired_time: 10.3147087097, propagate_forward_time: 243.5111999512, propagate_backward_time: 374.5641784668, weight_update_time: 1.3106160164, other_time: 11.2128295898
epoch time: 66.1852722168s, input_fired_time: 1.2901952267, output_fired_time: 0.0000000000, propagate_forward_time: 63.0469703674, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8481101990
validation[          , genome 18418] predictions:    9902/  10000 (99.02%), best:    9911/10000 (99.11%), error:       316.87616, best error:       299.86923 on epoch:    66, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 796.5803222656s, input_fired_time: 11.8281621933, output_fired_time: 12.6993665695, propagate_forward_time: 301.9173583984, propagate_backward_time: 458.7549743652, weight_update_time: 1.4353935719, other_time: 11.3804626465
epoch time: 49.0523681641s, input_fired_time: 1.0728093386, output_fired_time: 0.0000000000, propagate_forward_time: 46.1594352722, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8201217651
validation[          , genome 18418] predictions:    9906/  10000 (99.06%), best:    9911/10000 (99.11%), error:       312.58292, best error:       299.86923 on epoch:    66, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 673.4794921875s, input_fired_time: 10.7119674683, output_fired_time: 10.7076349258, propagate_forward_time: 254.1410980225, propagate_backward_time: 386.6567382812, weight_update_time: 1.3344413042, other_time: 11.2620239258
epoch time: 55.8746871948s, input_fired_time: 1.1521273851, output_fired_time: 0.0000000000, propagate_forward_time: 52.9403800964, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7821807861
validation[          , genome 18418] predictions:    9906/  10000 (99.06%), best:    9911/10000 (99.11%), error:       319.79773, best error:       299.86923 on epoch:    66, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 660.3168945312s, input_fired_time: 10.5502090454, output_fired_time: 10.4848022461, propagate_forward_time: 248.8238983154, propagate_backward_time: 379.3574829102, weight_update_time: 1.3140013218, other_time: 11.1004638672
epoch time: 50.6924591064s, input_fired_time: 1.0933370590, output_fired_time: 0.0000000000, propagate_forward_time: 47.8102722168, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7888488770
validation[          , genome 18418] predictions:    9909/  10000 (99.09%), best:    9911/10000 (99.11%), error:       331.19217, best error:       299.86923 on epoch:    66, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 694.4430541992s, input_fired_time: 10.9241065979, output_fired_time: 11.0622014999, propagate_forward_time: 262.2136230469, propagate_backward_time: 398.9156188965, weight_update_time: 1.3520855904, other_time: 11.3274841309
epoch time: 39.3873786926s, input_fired_time: 0.9530048966, output_fired_time: 0.0000000000, propagate_forward_time: 36.6393623352, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7950096130
validation[          , genome 18418] predictions:    9898/  10000 (98.98%), best:    9911/10000 (99.11%), error:       321.07468, best error:       299.86923 on epoch:    66, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 650.7058715820s, input_fired_time: 10.5151863098, output_fired_time: 10.3574810028, propagate_forward_time: 245.2133941650, propagate_backward_time: 373.3639831543, weight_update_time: 1.3164650202, other_time: 11.2558288574
epoch time: 39.6334877014s, input_fired_time: 0.9574538469, output_fired_time: 0.0000000000, propagate_forward_time: 36.8945541382, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7814788818
validation[          , genome 18418] predictions:    9902/  10000 (99.02%), best:    9911/10000 (99.11%), error:       324.01791, best error:       299.86923 on epoch:    66, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 723.1945190430s, input_fired_time: 11.1551771164, output_fired_time: 11.5135498047, propagate_forward_time: 273.4843750000, propagate_backward_time: 415.7810058594, weight_update_time: 1.3778630495, other_time: 11.2604370117
epoch time: 66.0640640259s, input_fired_time: 1.2906254530, output_fired_time: 0.0000000000, propagate_forward_time: 62.9255065918, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8479309082
validation[          , genome 18418] predictions:    9899/  10000 (98.99%), best:    9911/10000 (99.11%), error:       320.42651, best error:       299.86923 on epoch:    66, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 633.7111206055s, input_fired_time: 10.2268495560, output_fired_time: 10.0210618973, propagate_forward_time: 238.8687591553, propagate_backward_time: 363.8347167969, weight_update_time: 1.2895827293, other_time: 10.7597045898
epoch time: 39.1075706482s, input_fired_time: 0.9447426200, output_fired_time: 0.0000000000, propagate_forward_time: 36.4020080566, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7608184814
validation[          , genome 18418] predictions:    9902/  10000 (99.02%), best:    9911/10000 (99.11%), error:       324.37543, best error:       299.86923 on epoch:    66, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 689.1898803711s, input_fired_time: 10.8057708740, output_fired_time: 10.9472160339, propagate_forward_time: 260.2183227539, propagate_backward_time: 396.1730651855, weight_update_time: 1.3342740536, other_time: 11.0455017090
epoch time: 65.6913986206s, input_fired_time: 1.2765786648, output_fired_time: 0.0000000000, propagate_forward_time: 62.5859947205, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8288230896
validation[          , genome 18418] predictions:    9904/  10000 (99.04%), best:    9911/10000 (99.11%), error:       325.01068, best error:       299.86923 on epoch:    66, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 646.7515869141s, input_fired_time: 10.3911314011, output_fired_time: 10.2309608459, propagate_forward_time: 244.1110534668, propagate_backward_time: 371.1404724121, weight_update_time: 1.3059300184, other_time: 10.8779907227
epoch time: 63.2295036316s, input_fired_time: 1.2521313429, output_fired_time: 0.0000000000, propagate_forward_time: 60.1430587769, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8343124390
validation[          , genome 18418] predictions:    9900/  10000 (99.00%), best:    9911/10000 (99.11%), error:       323.27155, best error:       299.86923 on epoch:    66, 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: 330.9106750488s, input_fired_time: 6.5112810135, output_fired_time: 0.0000000000, propagate_forward_time: 314.8107604980, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.5886230469
best training[          , genome 18418] predictions:   49997/  50000 (99.99%), best:    9911/10000 (99.11%), error:       109.80421, best error:       299.86923 on epoch:    66, 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: 66.0238876343s, input_fired_time: 1.2819106579, output_fired_time: 0.0000000000, propagate_forward_time: 62.8293647766, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9126091003
   testing[          , genome 18418] predictions:    9897/  10000 (98.97%), best:    9911/10000 (99.11%), error:       312.92920, best error:       299.86923 on epoch:    66, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
07:14:36 (514): called boinc_finish(0)

</stderr_txt>
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