Nameexact_genome_1508499903_22_15456_3
Workunit2267636
Created6 Dec 2017, 9:45:53 UTC
Sent6 Dec 2017, 9:51:27 UTC
Report deadline17 Jan 2018, 4:14:19 UTC
Received8 Dec 2017, 6:28:01 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID65413
Run time17 hours 40 min 33 sec
CPU time17 hours 40 min 17 sec
Validate stateValid
Credit10,441.47
Device peak FLOPS3.78 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size164.25 MB
Peak swap size165.46 MB
Peak disk usage3.07 MB

Stderr output

<core_client_version>7.6.31</core_client_version>
<![CDATA[
<stderr_txt>
ime: 54.2508010864, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2649497986
validation[          , genome 15456] predictions:    9786/  10000 (97.86%), best:    9835/10000 (98.35%), error:       653.06879, best error:       507.09903 on epoch:    13, epoch:   14/100, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 578.2719726562s, input_fired_time: 5.7525639534, output_fired_time: 3.9256579876, propagate_forward_time: 236.7255401611, propagate_backward_time: 325.1575317383, weight_update_time: 0.5521655083, other_time: 6.7106933594
epoch time: 47.0538597107s, input_fired_time: 0.6396217942, output_fired_time: 0.0000000000, propagate_forward_time: 45.2471504211, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1670875549
validation[          , genome 15456] predictions:    9859/  10000 (98.59%), best:    9859/10000 (98.59%), error:       505.03598, best error:       505.03598 on epoch:    15, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 594.9495239258s, input_fired_time: 5.8841018677, output_fired_time: 4.0749182701, propagate_forward_time: 242.6305694580, propagate_backward_time: 335.3156433105, weight_update_time: 0.5714554787, other_time: 7.0443420410
epoch time: 50.5227661133s, input_fired_time: 0.6467908025, output_fired_time: 0.0000000000, propagate_forward_time: 48.6736640930, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2023124695
validation[          , genome 15456] predictions:    9782/  10000 (97.82%), best:    9859/10000 (98.59%), error:       725.68878, best error:       505.03598 on epoch:    15, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 570.2186889648s, input_fired_time: 5.7482810020, output_fired_time: 3.9234409332, propagate_forward_time: 232.6824645996, propagate_backward_time: 321.1074218750, weight_update_time: 0.5550712943, other_time: 6.7570495605
epoch time: 44.1989479065s, input_fired_time: 0.6175659299, output_fired_time: 0.0000000000, propagate_forward_time: 42.4115562439, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1698265076
validation[          , genome 15456] predictions:    9837/  10000 (98.37%), best:    9859/10000 (98.59%), error:       543.02515, best error:       505.03598 on epoch:    15, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 526.8757934570s, input_fired_time: 5.6520442963, output_fired_time: 3.6957445145, propagate_forward_time: 214.1270599365, propagate_backward_time: 296.4939880371, weight_update_time: 0.5511473417, other_time: 6.9069519043
epoch time: 42.0423278809s, input_fired_time: 0.6011443138, output_fired_time: 0.0000000000, propagate_forward_time: 40.2914886475, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1496963501
validation[          , genome 15456] predictions:    9846/  10000 (98.46%), best:    9846/10000 (98.46%), error:       453.27817, best error:       453.27817 on epoch:    18, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 526.5953369141s, input_fired_time: 5.6560149193, output_fired_time: 3.6960945129, propagate_forward_time: 214.1788482666, propagate_backward_time: 296.1789550781, weight_update_time: 0.5525139570, other_time: 6.8854370117
epoch time: 46.9102134705s, input_fired_time: 0.6409659982, output_fired_time: 0.0000000000, propagate_forward_time: 45.0993652344, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1698837280
validation[          , genome 15456] predictions:    9813/  10000 (98.13%), best:    9846/10000 (98.46%), error:       579.00964, best error:       453.27817 on epoch:    18, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 562.7027587891s, input_fired_time: 5.7907123566, output_fired_time: 3.8861184120, propagate_forward_time: 229.3860015869, propagate_backward_time: 316.7732238770, weight_update_time: 0.5661029220, other_time: 6.8667297363
epoch time: 42.6396636963s, input_fired_time: 0.6152295470, output_fired_time: 0.0000000000, propagate_forward_time: 40.8914108276, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1330223083
validation[          , genome 15456] predictions:    9826/  10000 (98.26%), best:    9846/10000 (98.46%), error:       527.33173, best error:       453.27817 on epoch:    18, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 523.3011474609s, input_fired_time: 5.6187500954, output_fired_time: 3.6921017170, propagate_forward_time: 213.2416687012, propagate_backward_time: 293.8169860840, weight_update_time: 0.5533710718, other_time: 6.9316406250
epoch time: 42.0830917358s, input_fired_time: 0.6037436128, output_fired_time: 0.0000000000, propagate_forward_time: 40.3400115967, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1393356323
validation[          , genome 15456] predictions:    9755/  10000 (97.55%), best:    9846/10000 (98.46%), error:       716.49274, best error:       453.27817 on epoch:    18, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 583.0922851562s, input_fired_time: 5.8811984062, output_fired_time: 3.9774651527, propagate_forward_time: 238.7868194580, propagate_backward_time: 327.4824829102, weight_update_time: 0.5683524013, other_time: 6.9642944336
epoch time: 50.0997657776s, input_fired_time: 0.6568475366, output_fired_time: 0.0000000000, propagate_forward_time: 48.2737007141, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1692161560
validation[          , genome 15456] predictions:    9844/  10000 (98.44%), best:    9846/10000 (98.46%), error:       488.72247, best error:       453.27817 on epoch:    18, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 532.3601074219s, input_fired_time: 5.6796684265, output_fired_time: 3.7426552773, propagate_forward_time: 217.3817901611, propagate_backward_time: 298.6561584473, weight_update_time: 0.5507773161, other_time: 6.8998107910
epoch time: 48.5876274109s, input_fired_time: 0.6585619450, output_fired_time: 0.0000000000, propagate_forward_time: 46.7069511414, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2221145630
validation[          , genome 15456] predictions:    9830/  10000 (98.30%), best:    9846/10000 (98.46%), error:       517.97144, best error:       453.27817 on epoch:    18, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 563.3716430664s, input_fired_time: 5.7719068527, output_fired_time: 3.9170017242, propagate_forward_time: 229.9763946533, propagate_backward_time: 316.8881225586, weight_update_time: 0.5543316007, other_time: 6.8182373047
epoch time: 45.4035682678s, input_fired_time: 0.6033399105, output_fired_time: 0.0000000000, propagate_forward_time: 43.6795883179, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1206398010
validation[          , genome 15456] predictions:    9832/  10000 (98.32%), best:    9846/10000 (98.46%), error:       535.18323, best error:       453.27817 on epoch:    18, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 583.2904052734s, input_fired_time: 5.8244619370, output_fired_time: 3.9627258778, propagate_forward_time: 238.7603759766, propagate_backward_time: 327.8996582031, weight_update_time: 0.5621009469, other_time: 6.8432006836
epoch time: 53.5585441589s, input_fired_time: 0.6787878275, output_fired_time: 0.0000000000, propagate_forward_time: 51.6286468506, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2511100769
validation[          , genome 15456] predictions:    9785/  10000 (97.85%), best:    9846/10000 (98.46%), error:       663.64581, best error:       453.27817 on epoch:    18, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 581.3551635742s, input_fired_time: 5.7715134621, output_fired_time: 3.9768335819, propagate_forward_time: 237.4689788818, propagate_backward_time: 327.4421386719, weight_update_time: 0.5461220741, other_time: 6.6957397461
epoch time: 47.0756225586s, input_fired_time: 0.6441369653, output_fired_time: 0.0000000000, propagate_forward_time: 45.2482643127, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1832199097
validation[          , genome 15456] predictions:    9859/  10000 (98.59%), best:    9859/10000 (98.59%), error:       448.39026, best error:       448.39026 on epoch:    26, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 565.4270019531s, input_fired_time: 5.7205305099, output_fired_time: 3.8796048164, propagate_forward_time: 230.8337860107, propagate_backward_time: 318.3013000488, weight_update_time: 0.5498561859, other_time: 6.6918029785
epoch time: 50.6818199158s, input_fired_time: 0.6545131803, output_fired_time: 0.0000000000, propagate_forward_time: 48.8319549561, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1953506470
validation[          , genome 15456] predictions:    9782/  10000 (97.82%), best:    9859/10000 (98.59%), error:       611.48450, best error:       448.39026 on epoch:    26, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 573.8583984375s, input_fired_time: 5.7194094658, output_fired_time: 3.9454982281, propagate_forward_time: 234.1002044678, propagate_backward_time: 323.3560180664, weight_update_time: 0.5528301001, other_time: 6.7372436523
epoch time: 53.3567199707s, input_fired_time: 0.6792138815, output_fired_time: 0.0000000000, propagate_forward_time: 51.4547348022, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2227706909
validation[          , genome 15456] predictions:    9796/  10000 (97.96%), best:    9859/10000 (98.59%), error:       631.91150, best error:       448.39026 on epoch:    26, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 555.9668579102s, input_fired_time: 5.6199312210, output_fired_time: 3.8313539028, propagate_forward_time: 226.4777526855, propagate_backward_time: 313.4714660645, weight_update_time: 0.5372505188, other_time: 6.5663452148
epoch time: 55.8612251282s, input_fired_time: 0.7089798450, output_fired_time: 0.0000000000, propagate_forward_time: 53.8814125061, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2708320618
validation[          , genome 15456] predictions:    9816/  10000 (98.16%), best:    9859/10000 (98.59%), error:       598.26007, best error:       448.39026 on epoch:    26, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 591.0706176758s, input_fired_time: 5.8156204224, output_fired_time: 4.0173006058, propagate_forward_time: 241.1714782715, propagate_backward_time: 333.0691833496, weight_update_time: 0.5654103160, other_time: 6.9970703125
epoch time: 45.8067016602s, input_fired_time: 0.6024827957, output_fired_time: 0.0000000000, propagate_forward_time: 44.0663452148, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1378746033
validation[          , genome 15456] predictions:    9824/  10000 (98.24%), best:    9859/10000 (98.59%), error:       569.38763, best error:       448.39026 on epoch:    26, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 608.5379638672s, input_fired_time: 5.8961915970, output_fired_time: 4.1353936195, propagate_forward_time: 248.6018218994, propagate_backward_time: 343.0112915039, weight_update_time: 0.5733275414, other_time: 6.8933105469
epoch time: 45.3279991150s, input_fired_time: 0.6230322123, output_fired_time: 0.0000000000, propagate_forward_time: 43.5439262390, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1610412598
validation[          , genome 15456] predictions:    9850/  10000 (98.50%), best:    9859/10000 (98.59%), error:       482.33374, best error:       448.39026 on epoch:    26, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 596.5342407227s, input_fired_time: 5.8460874557, output_fired_time: 4.0525059700, propagate_forward_time: 243.9490509033, propagate_backward_time: 335.7180175781, weight_update_time: 0.5683115721, other_time: 6.9686279297
epoch time: 48.7831192017s, input_fired_time: 0.6273832321, output_fired_time: 0.0000000000, propagate_forward_time: 46.9923934937, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1633415222
validation[          , genome 15456] predictions:    9837/  10000 (98.37%), best:    9859/10000 (98.59%), error:       536.02087, best error:       448.39026 on epoch:    26, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 594.7737426758s, input_fired_time: 5.8540129662, output_fired_time: 4.0749912262, propagate_forward_time: 242.2743988037, propagate_backward_time: 335.7818298340, weight_update_time: 0.5627037287, other_time: 6.7884826660
epoch time: 51.4719734192s, input_fired_time: 0.6520709395, output_fired_time: 0.0000000000, propagate_forward_time: 49.6505470276, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1693572998
validation[          , genome 15456] predictions:    9847/  10000 (98.47%), best:    9859/10000 (98.59%), error:       496.26373, best error:       448.39026 on epoch:    26, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 587.6464233398s, input_fired_time: 5.8130526543, output_fired_time: 4.0180473328, propagate_forward_time: 239.8137054443, propagate_backward_time: 331.1729431152, weight_update_time: 0.5573319197, other_time: 6.8286437988
epoch time: 51.2432594299s, input_fired_time: 0.6556320190, output_fired_time: 0.0000000000, propagate_forward_time: 49.3990287781, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1885986328
validation[          , genome 15456] predictions:    9852/  10000 (98.52%), best:    9859/10000 (98.59%), error:       461.77145, best error:       448.39026 on epoch:    26, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 568.9744262695s, input_fired_time: 5.7130537033, output_fired_time: 3.8912022114, propagate_forward_time: 232.1421203613, propagate_backward_time: 320.5768127441, weight_update_time: 0.5493066907, other_time: 6.6512451172
epoch time: 53.4101142883s, input_fired_time: 0.6763845086, output_fired_time: 0.0000000000, propagate_forward_time: 51.5229873657, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2107429504
validation[          , genome 15456] predictions:    9823/  10000 (98.23%), best:    9859/10000 (98.59%), error:       551.17987, best error:       448.39026 on epoch:    26, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 582.7074584961s, input_fired_time: 5.7969999313, output_fired_time: 4.0095891953, propagate_forward_time: 238.4890289307, propagate_backward_time: 327.6311950684, weight_update_time: 0.5596669912, other_time: 6.7806701660
epoch time: 52.2667198181s, input_fired_time: 0.6693025827, output_fired_time: 0.0000000000, propagate_forward_time: 50.3952903748, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2021255493
validation[          , genome 15456] predictions:    9851/  10000 (98.51%), best:    9851/10000 (98.51%), error:       441.21674, best error:       441.21674 on epoch:    36, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 609.6524047852s, input_fired_time: 5.9279689789, output_fired_time: 4.1262392998, propagate_forward_time: 249.0293273926, propagate_backward_time: 343.6242370605, weight_update_time: 0.5742082000, other_time: 6.9446411133
epoch time: 56.3775939941s, input_fired_time: 0.7054429650, output_fired_time: 0.0000000000, propagate_forward_time: 54.4007873535, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2713623047
validation[          , genome 15456] predictions:    9866/  10000 (98.66%), best:    9866/10000 (98.66%), error:       436.45123, best error:       436.45123 on epoch:    37, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 573.3742675781s, input_fired_time: 5.7207274437, output_fired_time: 3.9537661076, propagate_forward_time: 234.1974029541, propagate_backward_time: 322.8662719727, weight_update_time: 0.5492745042, other_time: 6.6361083984
epoch time: 48.7599792480s, input_fired_time: 0.6376671195, output_fired_time: 0.0000000000, propagate_forward_time: 46.9461326599, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1761779785
validation[          , genome 15456] predictions:    9839/  10000 (98.39%), best:    9866/10000 (98.66%), error:       514.61353, best error:       436.45123 on epoch:    37, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 585.1921997070s, input_fired_time: 5.7980656624, output_fired_time: 3.9972691536, propagate_forward_time: 239.7101440430, propagate_backward_time: 328.8471069336, weight_update_time: 0.5545525551, other_time: 6.8395996094
epoch time: 50.5359458923s, input_fired_time: 0.6485701203, output_fired_time: 0.0000000000, propagate_forward_time: 48.6958274841, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1915473938
validation[          , genome 15456] predictions:    9843/  10000 (98.43%), best:    9866/10000 (98.66%), error:       503.94592, best error:       436.45123 on epoch:    37, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 577.1760864258s, input_fired_time: 5.7533688545, output_fired_time: 3.9614751339, propagate_forward_time: 234.9112243652, propagate_backward_time: 325.9102478027, weight_update_time: 0.5528039336, other_time: 6.6397705078
epoch time: 52.1498184204s, input_fired_time: 0.6818866730, output_fired_time: 0.0000000000, propagate_forward_time: 50.2090377808, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2588958740
validation[          , genome 15456] predictions:    9818/  10000 (98.18%), best:    9866/10000 (98.66%), error:       559.33820, best error:       436.45123 on epoch:    37, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 602.8579711914s, input_fired_time: 5.9106502533, output_fired_time: 4.1280469894, propagate_forward_time: 246.4742584229, propagate_backward_time: 339.4382324219, weight_update_time: 0.5711557865, other_time: 6.9067993164
epoch time: 47.5465126038s, input_fired_time: 0.6214674115, output_fired_time: 0.0000000000, propagate_forward_time: 45.7657127380, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1593322754
validation[          , genome 15456] predictions:    9859/  10000 (98.59%), best:    9866/10000 (98.66%), error:       479.36890, best error:       436.45123 on epoch:    37, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 599.4796142578s, input_fired_time: 5.8904685974, output_fired_time: 4.0825076103, propagate_forward_time: 245.7200775146, propagate_backward_time: 336.9281311035, weight_update_time: 0.5717283487, other_time: 6.8584289551
epoch time: 48.0522155762s, input_fired_time: 0.6385635138, output_fired_time: 0.0000000000, propagate_forward_time: 46.2555351257, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1581153870
validation[          , genome 15456] predictions:    9852/  10000 (98.52%), best:    9866/10000 (98.66%), error:       451.64291, best error:       436.45123 on epoch:    37, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 613.5283813477s, input_fired_time: 5.9836168289, output_fired_time: 4.1701455116, propagate_forward_time: 250.9592132568, propagate_backward_time: 345.3352966309, weight_update_time: 0.5797080994, other_time: 7.0800476074
epoch time: 55.5640678406s, input_fired_time: 0.6992073059, output_fired_time: 0.0000000000, propagate_forward_time: 53.5883369446, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2765235901
validation[          , genome 15456] predictions:    9867/  10000 (98.67%), best:    9866/10000 (98.66%), error:       438.85471, best error:       436.45123 on epoch:    37, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 595.5889282227s, input_fired_time: 5.8419442177, output_fired_time: 4.0714344978, propagate_forward_time: 243.2116546631, propagate_backward_time: 335.6320495605, weight_update_time: 0.5671743751, other_time: 6.8318786621
epoch time: 45.6454582214s, input_fired_time: 0.6211030483, output_fired_time: 0.0000000000, propagate_forward_time: 43.8899536133, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1344032288
validation[          , genome 15456] predictions:    9834/  10000 (98.34%), best:    9866/10000 (98.66%), error:       532.77368, best error:       436.45123 on epoch:    37, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 601.1649169922s, input_fired_time: 5.9128246307, output_fired_time: 4.0521349907, propagate_forward_time: 245.7248840332, propagate_backward_time: 338.5167541504, weight_update_time: 0.5729680657, other_time: 6.9583129883
epoch time: 50.5697250366s, input_fired_time: 0.6531133056, output_fired_time: 0.0000000000, propagate_forward_time: 48.7297706604, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1868400574
validation[          , genome 15456] predictions:    9869/  10000 (98.69%), best:    9869/10000 (98.69%), error:       400.56204, best error:       400.56204 on epoch:    45, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 594.6876220703s, input_fired_time: 5.8605818748, output_fired_time: 4.0514283180, propagate_forward_time: 242.6726684570, propagate_backward_time: 335.3410644531, weight_update_time: 0.5598601103, other_time: 6.7618408203
epoch time: 48.5511779785s, input_fired_time: 0.6333656311, output_fired_time: 0.0000000000, propagate_forward_time: 46.7896995544, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1281127930
validation[          , genome 15456] predictions:    9827/  10000 (98.27%), best:    9869/10000 (98.69%), error:       526.61493, best error:       400.56204 on epoch:    45, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 599.3760375977s, input_fired_time: 5.9022536278, output_fired_time: 4.0832004547, propagate_forward_time: 244.8776397705, propagate_backward_time: 337.5786743164, weight_update_time: 0.5696599483, other_time: 6.9342651367
epoch time: 50.4701309204s, input_fired_time: 0.6597018838, output_fired_time: 0.0000000000, propagate_forward_time: 48.6011924744, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2092361450
validation[          , genome 15456] predictions:    9869/  10000 (98.69%), best:    9869/10000 (98.69%), error:       394.04047, best error:       394.04047 on epoch:    47, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 593.1463012695s, input_fired_time: 5.8297791481, output_fired_time: 4.0342955589, propagate_forward_time: 242.4505310059, propagate_backward_time: 334.0218811035, weight_update_time: 0.5644320846, other_time: 6.8098144531
epoch time: 48.8418121338s, input_fired_time: 0.6325905919, output_fired_time: 0.0000000000, propagate_forward_time: 47.0555114746, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1537094116
validation[          , genome 15456] predictions:    9881/  10000 (98.81%), best:    9881/10000 (98.81%), error:       386.84125, best error:       386.84125 on epoch:    48, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 582.7431640625s, input_fired_time: 5.8007283211, output_fired_time: 3.9701581001, propagate_forward_time: 237.5461730957, propagate_backward_time: 328.5676574707, weight_update_time: 0.5641333461, other_time: 6.8584594727
epoch time: 51.5260543823s, input_fired_time: 0.6571012735, output_fired_time: 0.0000000000, propagate_forward_time: 49.6792297363, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1897239685
validation[          , genome 15456] predictions:    9868/  10000 (98.68%), best:    9881/10000 (98.81%), error:       398.73404, best error:       386.84125 on epoch:    48, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 585.2091674805s, input_fired_time: 5.7880949974, output_fired_time: 4.0269594193, propagate_forward_time: 238.7593078613, propagate_backward_time: 329.8711547852, weight_update_time: 0.5596883297, other_time: 6.7636413574
epoch time: 45.2397575378s, input_fired_time: 0.6069737077, output_fired_time: 0.0000000000, propagate_forward_time: 43.5449104309, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0878715515
validation[          , genome 15456] predictions:    9829/  10000 (98.29%), best:    9881/10000 (98.81%), error:       498.71295, best error:       386.84125 on epoch:    48, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 577.7766113281s, input_fired_time: 5.7958364487, output_fired_time: 3.9522101879, propagate_forward_time: 235.8524627686, propagate_backward_time: 325.4457397461, weight_update_time: 0.5529950261, other_time: 6.7303466797
epoch time: 46.7888641357s, input_fired_time: 0.6194183230, output_fired_time: 0.0000000000, propagate_forward_time: 44.9927597046, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1766853333
validation[          , genome 15456] predictions:    9889/  10000 (98.89%), best:    9889/10000 (98.89%), error:       371.52484, best error:       371.52484 on epoch:    51, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 581.7489624023s, input_fired_time: 5.7911496162, output_fired_time: 3.9618744850, propagate_forward_time: 238.0507202148, propagate_backward_time: 327.2190856934, weight_update_time: 0.5536825061, other_time: 6.7261657715
epoch time: 45.9151000977s, input_fired_time: 0.6090153456, output_fired_time: 0.0000000000, propagate_forward_time: 44.1911582947, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1149253845
validation[          , genome 15456] predictions:    9877/  10000 (98.77%), best:    9889/10000 (98.89%), error:       388.55737, best error:       371.52484 on epoch:    51, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 597.8312377930s, input_fired_time: 5.9036130905, output_fired_time: 4.0771141052, propagate_forward_time: 244.1712493896, propagate_backward_time: 336.8801879883, weight_update_time: 0.5669906735, other_time: 6.7990722656
epoch time: 53.7353477478s, input_fired_time: 0.6819504499, output_fired_time: 0.0000000000, propagate_forward_time: 51.8397712708, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2136268616
validation[          , genome 15456] predictions:    9877/  10000 (98.77%), best:    9889/10000 (98.89%), error:       389.17422, best error:       371.52484 on epoch:    51, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 606.8197631836s, input_fired_time: 5.9485230446, output_fired_time: 4.1335258484, propagate_forward_time: 247.5930938721, propagate_backward_time: 342.1935119629, weight_update_time: 0.5725202560, other_time: 6.9510803223
epoch time: 53.4238700867s, input_fired_time: 0.6773155928, output_fired_time: 0.0000000000, propagate_forward_time: 51.5262184143, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2203369141
validation[          , genome 15456] predictions:    9841/  10000 (98.41%), best:    9889/10000 (98.89%), error:       540.09998, best error:       371.52484 on epoch:    51, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 605.9410400391s, input_fired_time: 5.8981342316, output_fired_time: 4.0948143005, propagate_forward_time: 247.8092041016, propagate_backward_time: 341.3132629395, weight_update_time: 0.5726065040, other_time: 6.8256530762
epoch time: 46.4950714111s, input_fired_time: 0.6075034142, output_fired_time: 0.0000000000, propagate_forward_time: 44.7675743103, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1199951172
validation[          , genome 15456] predictions:    9881/  10000 (98.81%), best:    9889/10000 (98.89%), error:       392.36087, best error:       371.52484 on epoch:    51, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 596.9412841797s, input_fired_time: 5.8615365028, output_fired_time: 4.0498485565, propagate_forward_time: 243.9385681152, propagate_backward_time: 336.1587829590, weight_update_time: 0.5649928451, other_time: 6.9325561523
epoch time: 54.7750244141s, input_fired_time: 0.6933914423, output_fired_time: 0.0000000000, propagate_forward_time: 52.8535079956, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2281265259
validation[          , genome 15456] predictions:    9880/  10000 (98.80%), best:    9889/10000 (98.89%), error:       377.64914, best error:       371.52484 on epoch:    51, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 579.7443847656s, input_fired_time: 5.8093400002, output_fired_time: 3.9525346756, propagate_forward_time: 236.6991882324, propagate_backward_time: 326.6086730957, weight_update_time: 0.5541998148, other_time: 6.6746826172
epoch time: 45.9732170105s, input_fired_time: 0.6133888364, output_fired_time: 0.0000000000, propagate_forward_time: 44.2504920959, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1093368530
validation[          , genome 15456] predictions:    9896/  10000 (98.96%), best:    9896/10000 (98.96%), error:       352.68021, best error:       352.68021 on epoch:    57, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 623.2656250000s, input_fired_time: 6.0521259308, output_fired_time: 4.1852707863, propagate_forward_time: 254.1245880127, propagate_backward_time: 351.7984008789, weight_update_time: 0.5861802101, other_time: 7.1052856445
epoch time: 56.7307052612s, input_fired_time: 0.7105491757, output_fired_time: 0.0000000000, propagate_forward_time: 54.7466697693, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2734870911
validation[          , genome 15456] predictions:    9869/  10000 (98.69%), best:    9896/10000 (98.96%), error:       415.30740, best error:       352.68021 on epoch:    57, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 587.4770507812s, input_fired_time: 5.8321728706, output_fired_time: 3.9925210476, propagate_forward_time: 239.4200592041, propagate_backward_time: 331.5121765137, weight_update_time: 0.5589371920, other_time: 6.7201843262
epoch time: 45.2461776733s, input_fired_time: 0.6164404750, output_fired_time: 0.0000000000, propagate_forward_time: 43.5009460449, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1287918091
validation[          , genome 15456] predictions:    9881/  10000 (98.81%), best:    9896/10000 (98.96%), error:       370.60294, best error:       352.68021 on epoch:    57, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 588.6066284180s, input_fired_time: 5.8421936035, output_fired_time: 3.9952564240, propagate_forward_time: 241.2868499756, propagate_backward_time: 330.6062927246, weight_update_time: 0.5618138909, other_time: 6.8760070801
epoch time: 49.3888092041s, input_fired_time: 0.6433789134, output_fired_time: 0.0000000000, propagate_forward_time: 47.5845756531, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1608543396
validation[          , genome 15456] predictions:    9890/  10000 (98.90%), best:    9896/10000 (98.96%), error:       376.11639, best error:       352.68021 on epoch:    57, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 577.1023559570s, input_fired_time: 5.7788062096, output_fired_time: 3.9421753883, propagate_forward_time: 235.4815063477, propagate_backward_time: 325.2363586426, weight_update_time: 0.5490881205, other_time: 6.6634826660
epoch time: 53.6227798462s, input_fired_time: 0.6916604638, output_fired_time: 0.0000000000, propagate_forward_time: 51.7190322876, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2120857239
validation[          , genome 15456] predictions:    9878/  10000 (98.78%), best:    9878/10000 (98.78%), error:       350.24435, best error:       350.24435 on epoch:    61, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 576.1843261719s, input_fired_time: 5.8005371094, output_fired_time: 3.9375827312, propagate_forward_time: 234.4993896484, propagate_backward_time: 325.1826782227, weight_update_time: 0.5531306863, other_time: 6.7641601562
epoch time: 46.7210578918s, input_fired_time: 0.6219451427, output_fired_time: 0.0000000000, propagate_forward_time: 44.9803123474, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1188011169
validation[          , genome 15456] predictions:    9887/  10000 (98.87%), best:    9887/10000 (98.87%), error:       348.92566, best error:       348.92566 on epoch:    62, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 569.9058837891s, input_fired_time: 5.7523074150, output_fired_time: 3.9214546680, propagate_forward_time: 232.1689453125, propagate_backward_time: 321.4541015625, weight_update_time: 0.5442992449, other_time: 6.6090698242
epoch time: 44.8404731750s, input_fired_time: 0.6096894145, output_fired_time: 0.0000000000, propagate_forward_time: 43.1315345764, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0992507935
validation[          , genome 15456] predictions:    9883/  10000 (98.83%), best:    9887/10000 (98.87%), error:       366.10278, best error:       348.92566 on epoch:    62, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 580.4516601562s, input_fired_time: 5.8683619499, output_fired_time: 3.9696176052, propagate_forward_time: 236.8968353271, propagate_backward_time: 326.8083190918, weight_update_time: 0.5606442094, other_time: 6.9085388184
epoch time: 51.0494155884s, input_fired_time: 0.6709530950, output_fired_time: 0.0000000000, propagate_forward_time: 49.1260223389, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2524414062
validation[          , genome 15456] predictions:    9893/  10000 (98.93%), best:    9887/10000 (98.87%), error:       353.58582, best error:       348.92566 on epoch:    62, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 590.2061157227s, input_fired_time: 5.8547730446, output_fired_time: 4.0102357864, propagate_forward_time: 240.9931640625, propagate_backward_time: 332.5687561035, weight_update_time: 0.5603312850, other_time: 6.7791442871
epoch time: 45.5023269653s, input_fired_time: 0.6282150745, output_fired_time: 0.0000000000, propagate_forward_time: 43.7506866455, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1234245300
validation[          , genome 15456] predictions:    9853/  10000 (98.53%), best:    9887/10000 (98.87%), error:       492.52444, best error:       348.92566 on epoch:    62, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 578.0285034180s, input_fired_time: 5.7967944145, output_fired_time: 3.9254469872, propagate_forward_time: 236.0317687988, propagate_backward_time: 325.5449523926, weight_update_time: 0.5563007593, other_time: 6.7294921875
epoch time: 47.8403892517s, input_fired_time: 0.6376231909, output_fired_time: 0.0000000000, propagate_forward_time: 46.0527191162, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1500473022
validation[          , genome 15456] predictions:    9880/  10000 (98.80%), best:    9887/10000 (98.87%), error:       383.21463, best error:       348.92566 on epoch:    62, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 599.1959228516s, input_fired_time: 5.9260220528, output_fired_time: 4.0592837334, propagate_forward_time: 244.9081115723, propagate_backward_time: 337.4155273438, weight_update_time: 0.5693092346, other_time: 6.8869934082
epoch time: 52.3100280762s, input_fired_time: 0.6727316380, output_fired_time: 0.0000000000, propagate_forward_time: 50.4291381836, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2081565857
validation[          , genome 15456] predictions:    9888/  10000 (98.88%), best:    9887/10000 (98.87%), error:       363.75156, best error:       348.92566 on epoch:    62, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 585.3024291992s, input_fired_time: 5.8313355446, output_fired_time: 3.9744772911, propagate_forward_time: 238.5308380127, propagate_backward_time: 330.2325744629, weight_update_time: 0.5609561801, other_time: 6.7331848145
epoch time: 51.3718414307s, input_fired_time: 0.6676962376, output_fired_time: 0.0000000000, propagate_forward_time: 49.5055007935, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1986427307
validation[          , genome 15456] predictions:    9883/  10000 (98.83%), best:    9887/10000 (98.87%), error:       373.97150, best error:       348.92566 on epoch:    62, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 585.9324951172s, input_fired_time: 5.8277835846, output_fired_time: 3.9986057281, propagate_forward_time: 239.5804443359, propagate_backward_time: 329.7257995605, weight_update_time: 0.5585674047, other_time: 6.7998962402
epoch time: 45.6526565552s, input_fired_time: 0.6116074324, output_fired_time: 0.0000000000, propagate_forward_time: 43.9483985901, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0926513672
validation[          , genome 15456] predictions:    9889/  10000 (98.89%), best:    9889/10000 (98.89%), error:       348.76547, best error:       348.76547 on epoch:    69, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 564.3360595703s, input_fired_time: 5.7405438423, output_fired_time: 3.8724961281, propagate_forward_time: 229.9958953857, propagate_backward_time: 318.0684509277, weight_update_time: 0.5503001213, other_time: 6.6586608887
epoch time: 49.8521080017s, input_fired_time: 0.6615229845, output_fired_time: 0.0000000000, propagate_forward_time: 48.0172538757, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1733322144
validation[          , genome 15456] predictions:    9888/  10000 (98.88%), best:    9889/10000 (98.89%), error:       356.81363, best error:       348.76547 on epoch:    69, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 596.7183227539s, input_fired_time: 5.8566021919, output_fired_time: 4.0551590919, propagate_forward_time: 242.8166503906, propagate_backward_time: 337.2040100098, weight_update_time: 0.5626372099, other_time: 6.7858581543
epoch time: 45.6391754150s, input_fired_time: 0.6110501289, output_fired_time: 0.0000000000, propagate_forward_time: 43.9125099182, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1156158447
validation[          , genome 15456] predictions:    9900/  10000 (99.00%), best:    9889/10000 (98.89%), error:       348.78699, best error:       348.76547 on epoch:    69, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 568.8337402344s, input_fired_time: 5.6818609238, output_fired_time: 3.9069037437, propagate_forward_time: 232.3458251953, propagate_backward_time: 320.3482360840, weight_update_time: 0.5467883945, other_time: 6.5508728027
epoch time: 46.0253334045s, input_fired_time: 0.6139586568, output_fired_time: 0.0000000000, propagate_forward_time: 44.3194465637, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0919265747
validation[          , genome 15456] predictions:    9870/  10000 (98.70%), best:    9889/10000 (98.89%), error:       423.66049, best error:       348.76547 on epoch:    69, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 588.5271606445s, input_fired_time: 5.8618783951, output_fired_time: 3.9964647293, propagate_forward_time: 240.5254669189, propagate_backward_time: 331.2642822266, weight_update_time: 0.5649376512, other_time: 6.8790893555
epoch time: 48.3015823364s, input_fired_time: 0.6378162503, output_fired_time: 0.0000000000, propagate_forward_time: 46.4972496033, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1665153503
validation[          , genome 15456] predictions:    9885/  10000 (98.85%), best:    9889/10000 (98.89%), error:       388.28790, best error:       348.76547 on epoch:    69, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 591.1253662109s, input_fired_time: 5.8493685722, output_fired_time: 4.0144228935, propagate_forward_time: 241.3101654053, propagate_backward_time: 333.2251281738, weight_update_time: 0.5561454892, other_time: 6.7262878418
epoch time: 47.2345314026s, input_fired_time: 0.6535344720, output_fired_time: 0.0000000000, propagate_forward_time: 45.4160156250, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1649818420
validation[          , genome 15456] predictions:    9877/  10000 (98.77%), best:    9889/10000 (98.89%), error:       375.65192, best error:       348.76547 on epoch:    69, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 608.4808349609s, input_fired_time: 5.9762434959, output_fired_time: 4.0939311981, propagate_forward_time: 249.4084625244, propagate_backward_time: 342.1423645020, weight_update_time: 0.5673208237, other_time: 6.8598327637
epoch time: 47.1672134399s, input_fired_time: 0.6266597509, output_fired_time: 0.0000000000, propagate_forward_time: 45.4169197083, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1236343384
validation[          , genome 15456] predictions:    9883/  10000 (98.83%), best:    9889/10000 (98.89%), error:       378.96799, best error:       348.76547 on epoch:    69, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 560.0850830078s, input_fired_time: 5.6919622421, output_fired_time: 3.8447701931, propagate_forward_time: 228.6544036865, propagate_backward_time: 315.3591918945, weight_update_time: 0.5381446481, other_time: 6.5347290039
epoch time: 46.7807273865s, input_fired_time: 0.6255292892, output_fired_time: 0.0000000000, propagate_forward_time: 45.0644950867, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0907020569
validation[          , genome 15456] predictions:    9880/  10000 (98.80%), best:    9889/10000 (98.89%), error:       388.51193, best error:       348.76547 on epoch:    69, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 576.9954833984s, input_fired_time: 5.8194756508, output_fired_time: 3.9606976509, propagate_forward_time: 235.2489929199, propagate_backward_time: 325.2392883301, weight_update_time: 0.5523396730, other_time: 6.7270507812
epoch time: 49.9483604431s, input_fired_time: 0.6512440443, output_fired_time: 0.0000000000, propagate_forward_time: 48.1341629028, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1629524231
validation[          , genome 15456] predictions:    9888/  10000 (98.88%), best:    9889/10000 (98.89%), error:       374.85883, best error:       348.76547 on epoch:    69, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 574.8837280273s, input_fired_time: 5.7745518684, output_fired_time: 3.9302878380, propagate_forward_time: 233.7191772461, propagate_backward_time: 324.9021606445, weight_update_time: 0.5442395210, other_time: 6.5575561523
epoch time: 50.9600372314s, input_fired_time: 0.6635240316, output_fired_time: 0.0000000000, propagate_forward_time: 49.1250610352, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1714515686
validation[          , genome 15456] predictions:    9887/  10000 (98.87%), best:    9889/10000 (98.89%), error:       363.66058, best error:       348.76547 on epoch:    69, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 566.2291259766s, input_fired_time: 5.7541337013, output_fired_time: 3.8999507427, propagate_forward_time: 230.8120880127, propagate_backward_time: 318.9923095703, weight_update_time: 0.5565078259, other_time: 6.7706298828
epoch time: 54.1325302124s, input_fired_time: 0.6823393106, output_fired_time: 0.0000000000, propagate_forward_time: 52.2217369080, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2284545898
validation[          , genome 15456] predictions:    9895/  10000 (98.95%), best:    9889/10000 (98.89%), error:       351.19763, best error:       348.76547 on epoch:    69, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 573.2043457031s, input_fired_time: 5.7583775520, output_fired_time: 3.9259498119, propagate_forward_time: 233.7851562500, propagate_backward_time: 323.0766906738, weight_update_time: 0.5536177158, other_time: 6.6581726074
epoch time: 45.1101379395s, input_fired_time: 0.6144512892, output_fired_time: 0.0000000000, propagate_forward_time: 43.4070091248, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0886764526
validation[          , genome 15456] predictions:    9894/  10000 (98.94%), best:    9889/10000 (98.89%), error:       349.26898, best error:       348.76547 on epoch:    69, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 556.2717895508s, input_fired_time: 5.7141408920, output_fired_time: 3.8342988491, propagate_forward_time: 227.1708984375, propagate_backward_time: 312.9317626953, weight_update_time: 0.5473834276, other_time: 6.6207275391
epoch time: 51.6741714478s, input_fired_time: 0.6775542498, output_fired_time: 0.0000000000, propagate_forward_time: 49.7921638489, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2044525146
validation[          , genome 15456] predictions:    9841/  10000 (98.41%), best:    9889/10000 (98.89%), error:       489.19641, best error:       348.76547 on epoch:    69, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 602.3964233398s, input_fired_time: 5.9524030685, output_fired_time: 4.0900521278, propagate_forward_time: 246.1680145264, propagate_backward_time: 339.3718872070, weight_update_time: 0.5674052835, other_time: 6.8140869141
epoch time: 45.5739593506s, input_fired_time: 0.6140051484, output_fired_time: 0.0000000000, propagate_forward_time: 43.8722076416, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0877456665
validation[          , genome 15456] predictions:    9894/  10000 (98.94%), best:    9889/10000 (98.89%), error:       349.42834, best error:       348.76547 on epoch:    69, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 565.4308471680s, input_fired_time: 5.7657637596, output_fired_time: 3.8872537613, propagate_forward_time: 229.8580932617, propagate_backward_time: 319.2406921387, weight_update_time: 0.5558149219, other_time: 6.6790466309
epoch time: 45.4476585388s, input_fired_time: 0.6330448389, output_fired_time: 0.0000000000, propagate_forward_time: 43.6668128967, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1478004456
validation[          , genome 15456] predictions:    9899/  10000 (98.99%), best:    9899/10000 (98.99%), error:       344.98065, best error:       344.98065 on epoch:    83, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 586.5547485352s, input_fired_time: 5.8667693138, output_fired_time: 4.0326843262, propagate_forward_time: 239.9297027588, propagate_backward_time: 329.9317932129, weight_update_time: 0.5607523322, other_time: 6.7937927246
epoch time: 50.5491905212s, input_fired_time: 0.6621052623, output_fired_time: 0.0000000000, propagate_forward_time: 48.7290458679, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1580390930
validation[          , genome 15456] predictions:    9893/  10000 (98.93%), best:    9893/10000 (98.93%), error:       343.93552, best error:       343.93552 on epoch:    84, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 580.1124877930s, input_fired_time: 5.8485717773, output_fired_time: 3.9464139938, propagate_forward_time: 236.5588684082, propagate_backward_time: 327.0884399414, weight_update_time: 0.5592839122, other_time: 6.6701965332
epoch time: 44.6149597168s, input_fired_time: 0.6517895460, output_fired_time: 0.0000000000, propagate_forward_time: 42.7767181396, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1864509583
validation[          , genome 15456] predictions:    9892/  10000 (98.92%), best:    9893/10000 (98.93%), error:       367.57706, best error:       343.93552 on epoch:    84, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 597.6583862305s, input_fired_time: 5.9311084747, output_fired_time: 4.0883445740, propagate_forward_time: 244.0699615479, propagate_backward_time: 336.7563171387, weight_update_time: 0.5648643970, other_time: 6.8127136230
epoch time: 53.0881652832s, input_fired_time: 0.6780029535, output_fired_time: 0.0000000000, propagate_forward_time: 51.1867599487, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2234039307
validation[          , genome 15456] predictions:    9893/  10000 (98.93%), best:    9893/10000 (98.93%), error:       346.72473, best error:       343.93552 on epoch:    84, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 591.6201171875s, input_fired_time: 5.8527326584, output_fired_time: 4.0266275406, propagate_forward_time: 241.1451416016, propagate_backward_time: 333.8277893066, weight_update_time: 0.5638167262, other_time: 6.7678527832
epoch time: 49.5237922668s, input_fired_time: 0.6769059896, output_fired_time: 0.0000000000, propagate_forward_time: 47.6288566589, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2180290222
validation[          , genome 15456] predictions:    9885/  10000 (98.85%), best:    9893/10000 (98.93%), error:       349.44205, best error:       343.93552 on epoch:    84, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 582.5031127930s, input_fired_time: 5.8622388840, output_fired_time: 3.9769315720, propagate_forward_time: 238.1505584717, propagate_backward_time: 327.7137756348, weight_update_time: 0.5634109378, other_time: 6.7995910645
epoch time: 46.6766662598s, input_fired_time: 0.6275929213, output_fired_time: 0.0000000000, propagate_forward_time: 44.8994789124, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1495933533
validation[          , genome 15456] predictions:    9885/  10000 (98.85%), best:    9893/10000 (98.93%), error:       347.04251, best error:       343.93552 on epoch:    84, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 557.7539672852s, input_fired_time: 5.6522369385, output_fired_time: 3.8511719704, propagate_forward_time: 227.3694915771, propagate_backward_time: 314.3649902344, weight_update_time: 0.5388600826, other_time: 6.5160522461
epoch time: 55.0993270874s, input_fired_time: 0.6968890429, output_fired_time: 0.0000000000, propagate_forward_time: 53.1777763367, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2246627808
validation[          , genome 15456] predictions:    9890/  10000 (98.90%), best:    9893/10000 (98.93%), error:       353.89813, best error:       343.93552 on epoch:    84, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 560.9743652344s, input_fired_time: 5.7408885956, output_fired_time: 3.8531367779, propagate_forward_time: 229.0449981689, propagate_backward_time: 315.5911865234, weight_update_time: 0.5570781827, other_time: 6.7441406250
epoch time: 47.6747856140s, input_fired_time: 0.6299679279, output_fired_time: 0.0000000000, propagate_forward_time: 45.8894348145, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1553840637
validation[          , genome 15456] predictions:    9889/  10000 (98.89%), best:    9893/10000 (98.93%), error:       349.64914, best error:       343.93552 on epoch:    84, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 573.8767700195s, input_fired_time: 5.7394957542, output_fired_time: 3.9288220406, propagate_forward_time: 234.3894653320, propagate_backward_time: 323.2281799316, weight_update_time: 0.5500989556, other_time: 6.5907897949
epoch time: 48.1608581543s, input_fired_time: 0.6359930634, output_fired_time: 0.0000000000, propagate_forward_time: 46.3430442810, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1818199158
validation[          , genome 15456] predictions:    9895/  10000 (98.95%), best:    9893/10000 (98.93%), error:       347.14670, best error:       343.93552 on epoch:    84, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 559.6158447266s, input_fired_time: 5.7611660957, output_fired_time: 3.9013252258, propagate_forward_time: 228.0432281494, propagate_backward_time: 315.2580871582, weight_update_time: 0.5505560637, other_time: 6.6520690918
epoch time: 49.6466140747s, input_fired_time: 0.6552134752, output_fired_time: 0.0000000000, propagate_forward_time: 47.8305435181, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1608581543
validation[          , genome 15456] predictions:    9898/  10000 (98.98%), best:    9893/10000 (98.93%), error:       346.55148, best error:       343.93552 on epoch:    84, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 585.5366821289s, input_fired_time: 5.8653640747, output_fired_time: 4.0124979019, propagate_forward_time: 239.3332061768, propagate_backward_time: 329.5599365234, weight_update_time: 0.5609658957, other_time: 6.7656860352
epoch time: 55.8262100220s, input_fired_time: 0.7078801990, output_fired_time: 0.0000000000, propagate_forward_time: 53.8861160278, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2322120667
validation[          , genome 15456] predictions:    9885/  10000 (98.85%), best:    9893/10000 (98.93%), error:       377.17477, best error:       343.93552 on epoch:    84, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 553.9260253906s, input_fired_time: 5.7284388542, output_fired_time: 3.8516256809, propagate_forward_time: 225.4592132568, propagate_backward_time: 312.3569335938, weight_update_time: 0.5426321030, other_time: 6.5297851562
epoch time: 48.0116157532s, input_fired_time: 0.6419198513, output_fired_time: 0.0000000000, propagate_forward_time: 46.2411117554, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1285858154
validation[          , genome 15456] predictions:    9894/  10000 (98.94%), best:    9894/10000 (98.94%), error:       343.51166, best error:       343.51166 on epoch:    94, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 577.5774536133s, input_fired_time: 5.8380441666, output_fired_time: 3.9876155853, propagate_forward_time: 235.6068572998, propagate_backward_time: 325.4647827148, weight_update_time: 0.5557693839, other_time: 6.6801147461
epoch time: 47.6845664978s, input_fired_time: 0.6355454922, output_fired_time: 0.0000000000, propagate_forward_time: 45.9090805054, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1399421692
validation[          , genome 15456] predictions:    9895/  10000 (98.95%), best:    9894/10000 (98.94%), error:       354.57416, best error:       343.51166 on epoch:    94, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 556.5266723633s, input_fired_time: 5.7004652023, output_fired_time: 3.7877681255, propagate_forward_time: 227.0621490479, propagate_backward_time: 313.4510192871, weight_update_time: 0.5393059850, other_time: 6.5252990723
epoch time: 45.1738243103s, input_fired_time: 0.6167739034, output_fired_time: 0.0000000000, propagate_forward_time: 43.4651756287, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0918731689
validation[          , genome 15456] predictions:    9904/  10000 (99.04%), best:    9904/10000 (99.04%), error:       336.06213, best error:       336.06213 on epoch:    96, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 574.7922973633s, input_fired_time: 5.8488054276, output_fired_time: 3.9426100254, propagate_forward_time: 234.2608489990, propagate_backward_time: 323.9595336914, weight_update_time: 0.5613958836, other_time: 6.7804565430
epoch time: 51.3960418701s, input_fired_time: 0.6786179543, output_fired_time: 0.0000000000, propagate_forward_time: 49.4960746765, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2213478088
validation[          , genome 15456] predictions:    9893/  10000 (98.93%), best:    9904/10000 (99.04%), error:       354.40866, best error:       336.06213 on epoch:    96, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 587.4689331055s, input_fired_time: 5.8844895363, output_fired_time: 4.0044536591, propagate_forward_time: 239.6896362305, propagate_backward_time: 331.1601257324, weight_update_time: 0.5600885153, other_time: 6.7302551270
epoch time: 51.1555480957s, input_fired_time: 0.6827985048, output_fired_time: 0.0000000000, propagate_forward_time: 49.2603340149, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2124137878
validation[          , genome 15456] predictions:    9899/  10000 (98.99%), best:    9904/10000 (99.04%), error:       340.26089, best error:       336.06213 on epoch:    96, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 566.2648315430s, input_fired_time: 5.8271331787, output_fired_time: 3.8940029144, propagate_forward_time: 230.9741363525, propagate_backward_time: 318.7497863770, weight_update_time: 0.5620115399, other_time: 6.8197937012
epoch time: 42.9962882996s, input_fired_time: 0.6319508553, output_fired_time: 0.0000000000, propagate_forward_time: 41.2253150940, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1390228271
validation[          , genome 15456] predictions:    9902/  10000 (99.02%), best:    9904/10000 (99.04%), error:       346.84021, best error:       336.06213 on epoch:    96, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 542.7661132812s, input_fired_time: 5.7592625618, output_fired_time: 3.7997431755, propagate_forward_time: 220.6100006104, propagate_backward_time: 305.8504943848, weight_update_time: 0.5500347614, other_time: 6.7466125488
epoch time: 48.3266868591s, input_fired_time: 0.6667137742, output_fired_time: 0.0000000000, propagate_forward_time: 46.4832191467, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1767539978
validation[          , genome 15456] predictions:    9894/  10000 (98.94%), best:    9904/10000 (99.04%), error:       348.77744, best error:       336.06213 on epoch:    96, epoch:  100/100, mu: 0.9870989323, learning_rate: 0.0000740065, weight_decay: 0.0000029603

evaluating best weights on full training data.
evaluting training set with running mean/variance:
epoch time: 235.8692169189s, input_fired_time: 3.3391904831, output_fired_time: 0.0000000000, propagate_forward_time: 226.6029357910, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.9270935059
best training[          , genome 15456] predictions:   49999/  50000 (100.00%), best:    9904/10000 (99.04%), error:       115.66094, best error:       336.06213 on epoch:    96, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
evaluating best weights on test data.
evaluting test set with running mean/variance:
epoch time: 52.0215682983s, input_fired_time: 0.6778197885, output_fired_time: 0.0000000000, propagate_forward_time: 50.1435470581, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2002029419
   testing[          , genome 15456] predictions:    9899/  10000 (98.99%), best:    9904/10000 (99.04%), error:       321.01633, best error:       336.06213 on epoch:    96, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
06:27:49 (43035): called boinc_finish(0)

</stderr_txt>
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