Nameexact_genome_1512568488_44_7144_1
Workunit2607072
Created8 Dec 2017, 0:10:43 UTC
Sent8 Dec 2017, 0:17:26 UTC
Report deadline18 Dec 2017, 5:56:16 UTC
Received8 Dec 2017, 12:55:33 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID65413
Run time4 hours 8 min 23 sec
CPU time4 hours 8 min 17 sec
Validate stateValid
Credit2,558.83
Device peak FLOPS3.78 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size151.27 MB
Peak swap size153.03 MB
Peak disk usage1.23 MB

Stderr output

<core_client_version>7.6.31</core_client_version>
<![CDATA[
<stderr_txt>
 propagate_backward_time: 76.6314010620, weight_update_time: 0.1173231825, other_time: 2.4550704956
epoch time: 12.9113178253s, input_fired_time: 0.1575049162, output_fired_time: 0.0000000000, propagate_forward_time: 12.2693109512, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4845018387
validation[          , genome  7144] predictions:    9738/  10000 (97.38%), best:    9738/10000 (97.38%), error:       869.27551, best error:       869.27551 on epoch:    14, epoch:   14/100, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 140.4157867432s, input_fired_time: 1.3262233734, output_fired_time: 0.9242454171, propagate_forward_time: 55.9701232910, propagate_backward_time: 79.6783142090, weight_update_time: 0.1209341735, other_time: 2.5168914795
epoch time: 13.4164142609s, input_fired_time: 0.1647999138, output_fired_time: 0.0000000000, propagate_forward_time: 12.7456769943, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5059375763
validation[          , genome  7144] predictions:    9743/  10000 (97.43%), best:    9738/10000 (97.38%), error:       908.47028, best error:       869.27551 on epoch:    14, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 132.8806457520s, input_fired_time: 1.2951502800, output_fired_time: 0.8847797513, propagate_forward_time: 53.3626861572, propagate_backward_time: 74.9074707031, weight_update_time: 0.1155331880, other_time: 2.4305572510
epoch time: 12.9687757492s, input_fired_time: 0.1640620232, output_fired_time: 0.0000000000, propagate_forward_time: 12.3185901642, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4861240387
validation[          , genome  7144] predictions:    9605/  10000 (96.05%), best:    9738/10000 (97.38%), error:      1375.96191, best error:       869.27551 on epoch:    14, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 123.4838333130s, input_fired_time: 1.2729611397, output_fired_time: 0.8361940384, propagate_forward_time: 49.3740768433, propagate_backward_time: 69.5820770264, weight_update_time: 0.1135314628, other_time: 2.4185180664
epoch time: 14.0214509964s, input_fired_time: 0.1743251085, output_fired_time: 0.0000000000, propagate_forward_time: 13.3297128677, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5174131393
validation[          , genome  7144] predictions:    9748/  10000 (97.48%), best:    9748/10000 (97.48%), error:       863.71075, best error:       863.71075 on epoch:    17, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 134.9989013672s, input_fired_time: 1.3188902140, output_fired_time: 0.8999788761, propagate_forward_time: 53.9427604675, propagate_backward_time: 76.3541641235, weight_update_time: 0.1184928045, other_time: 2.4831008911
epoch time: 9.7855978012s, input_fired_time: 0.1343991458, output_fired_time: 0.0000000000, propagate_forward_time: 9.2384576797, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4127407074
validation[          , genome  7144] predictions:    9541/  10000 (95.41%), best:    9748/10000 (97.48%), error:      1379.93787, best error:       863.71075 on epoch:    17, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 125.5300521851s, input_fired_time: 1.2961694002, output_fired_time: 0.8499734402, propagate_forward_time: 50.0285224915, propagate_backward_time: 70.8707199097, weight_update_time: 0.1152571961, other_time: 2.4846572876
epoch time: 11.8928012848s, input_fired_time: 0.1498312801, output_fired_time: 0.0000000000, propagate_forward_time: 11.2921838760, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4507865906
validation[          , genome  7144] predictions:    9707/  10000 (97.07%), best:    9748/10000 (97.48%), error:       923.05139, best error:       863.71075 on epoch:    17, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 137.4770965576s, input_fired_time: 1.3372277021, output_fired_time: 0.9051318765, propagate_forward_time: 55.3062515259, propagate_backward_time: 77.3882522583, weight_update_time: 0.1199584603, other_time: 2.5402221680
epoch time: 10.6491966248s, input_fired_time: 0.1391556412, output_fired_time: 0.0000000000, propagate_forward_time: 10.0710334778, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4390077591
validation[          , genome  7144] predictions:    9733/  10000 (97.33%), best:    9748/10000 (97.48%), error:       874.27649, best error:       863.71075 on epoch:    17, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 142.7453460693s, input_fired_time: 1.3549739122, output_fired_time: 0.9399451613, propagate_forward_time: 57.0723762512, propagate_backward_time: 80.8110885620, weight_update_time: 0.1221843660, other_time: 2.5669631958
epoch time: 13.9990100861s, input_fired_time: 0.1732995957, output_fired_time: 0.0000000000, propagate_forward_time: 13.3137960434, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5119142532
validation[          , genome  7144] predictions:    9749/  10000 (97.49%), best:    9748/10000 (97.48%), error:       880.72455, best error:       863.71075 on epoch:    17, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 138.0282897949s, input_fired_time: 1.3239400387, output_fired_time: 0.9122568369, propagate_forward_time: 55.1764411926, propagate_backward_time: 78.1197662354, weight_update_time: 0.1184344590, other_time: 2.4958801270
epoch time: 11.8753414154s, input_fired_time: 0.1502704024, output_fired_time: 0.0000000000, propagate_forward_time: 11.2723388672, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4527320862
validation[          , genome  7144] predictions:    9751/  10000 (97.51%), best:    9748/10000 (97.48%), error:       874.78564, best error:       863.71075 on epoch:    17, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 126.4857559204s, input_fired_time: 1.2633186579, output_fired_time: 0.8469049335, propagate_forward_time: 50.5591583252, propagate_backward_time: 71.4669342041, weight_update_time: 0.1106751338, other_time: 2.3494338989
epoch time: 11.3700304031s, input_fired_time: 0.1467866600, output_fired_time: 0.0000000000, propagate_forward_time: 10.7762384415, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4470052719
validation[          , genome  7144] predictions:    9745/  10000 (97.45%), best:    9745/10000 (97.45%), error:       827.68433, best error:       827.68433 on epoch:    23, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 141.7597808838s, input_fired_time: 1.3525979519, output_fired_time: 0.9316031337, propagate_forward_time: 57.1385993958, propagate_backward_time: 79.7976760864, weight_update_time: 0.1218040586, other_time: 2.5392990112
epoch time: 13.2181005478s, input_fired_time: 0.1655188054, output_fired_time: 0.0000000000, propagate_forward_time: 12.5449285507, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5076532364
validation[          , genome  7144] predictions:    9728/  10000 (97.28%), best:    9745/10000 (97.45%), error:       901.81573, best error:       827.68433 on epoch:    23, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 131.8300628662s, input_fired_time: 1.3323523998, output_fired_time: 0.8823734522, propagate_forward_time: 52.6841392517, propagate_backward_time: 74.3997192383, weight_update_time: 0.1196741015, other_time: 2.5314788818
epoch time: 10.5232191086s, input_fired_time: 0.1369706988, output_fired_time: 0.0000000000, propagate_forward_time: 9.9746208191, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4116277695
validation[          , genome  7144] predictions:    9740/  10000 (97.40%), best:    9745/10000 (97.45%), error:       864.03912, best error:       827.68433 on epoch:    23, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 137.4593963623s, input_fired_time: 1.3517643213, output_fired_time: 0.9025646448, propagate_forward_time: 54.8834838867, propagate_backward_time: 77.7443237305, weight_update_time: 0.1222741976, other_time: 2.5772705078
epoch time: 14.0779266357s, input_fired_time: 0.1717463136, output_fired_time: 0.0000000000, propagate_forward_time: 13.3949651718, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5112152100
validation[          , genome  7144] predictions:    9743/  10000 (97.43%), best:    9743/10000 (97.43%), error:       814.69305, best error:       814.69305 on epoch:    26, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 145.1385192871s, input_fired_time: 1.3853837252, output_fired_time: 0.9478506446, propagate_forward_time: 58.4353408813, propagate_backward_time: 81.7269058228, weight_update_time: 0.1258147359, other_time: 2.6430358887
epoch time: 11.3417959213s, input_fired_time: 0.1469717324, output_fired_time: 0.0000000000, propagate_forward_time: 10.7496948242, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4451293945
validation[          , genome  7144] predictions:    9732/  10000 (97.32%), best:    9743/10000 (97.43%), error:       926.70093, best error:       814.69305 on epoch:    26, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 125.8460693359s, input_fired_time: 1.2986986637, output_fired_time: 0.8555343747, propagate_forward_time: 50.4603309631, propagate_backward_time: 70.7869415283, weight_update_time: 0.1150961965, other_time: 2.4445648193
epoch time: 9.7657327652s, input_fired_time: 0.1385003626, output_fired_time: 0.0000000000, propagate_forward_time: 9.2134599686, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4137725830
validation[          , genome  7144] predictions:    9767/  10000 (97.67%), best:    9767/10000 (97.67%), error:       805.64337, best error:       805.64337 on epoch:    28, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 125.6109771729s, input_fired_time: 1.2846277952, output_fired_time: 0.8443257809, propagate_forward_time: 49.9604415894, propagate_backward_time: 71.0886993408, weight_update_time: 0.1132184416, other_time: 2.4328842163
epoch time: 10.7023763657s, input_fired_time: 0.1407203823, output_fired_time: 0.0000000000, propagate_forward_time: 10.1436719894, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4179840088
validation[          , genome  7144] predictions:    9764/  10000 (97.64%), best:    9767/10000 (97.67%), error:       818.13727, best error:       805.64337 on epoch:    28, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 142.1597900391s, input_fired_time: 1.3606927395, output_fired_time: 0.9356546402, propagate_forward_time: 57.2942276001, propagate_backward_time: 79.9875793457, weight_update_time: 0.1223524213, other_time: 2.5816421509
epoch time: 10.7788000107s, input_fired_time: 0.1401159316, output_fired_time: 0.0000000000, propagate_forward_time: 10.2147779465, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4239063263
validation[          , genome  7144] predictions:    9746/  10000 (97.46%), best:    9767/10000 (97.67%), error:       840.17328, best error:       805.64337 on epoch:    28, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 138.7570648193s, input_fired_time: 1.3428848982, output_fired_time: 0.9068030715, propagate_forward_time: 55.5473060608, propagate_backward_time: 78.4049835205, weight_update_time: 0.1196951121, other_time: 2.5550994873
epoch time: 11.2951965332s, input_fired_time: 0.1458922923, output_fired_time: 0.0000000000, propagate_forward_time: 10.7086277008, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4406766891
validation[          , genome  7144] predictions:    9744/  10000 (97.44%), best:    9767/10000 (97.67%), error:       869.38721, best error:       805.64337 on epoch:    28, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 137.0032043457s, input_fired_time: 1.3367291689, output_fired_time: 0.9056269526, propagate_forward_time: 55.1334648132, propagate_backward_time: 77.1479263306, weight_update_time: 0.1178656146, other_time: 2.4794540405
epoch time: 10.6805887222s, input_fired_time: 0.1407243311, output_fired_time: 0.0000000000, propagate_forward_time: 10.1204051971, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4194593430
validation[          , genome  7144] predictions:    9711/  10000 (97.11%), best:    9767/10000 (97.67%), error:       904.66693, best error:       805.64337 on epoch:    28, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 129.4082641602s, input_fired_time: 1.2803932428, output_fired_time: 0.8674297929, propagate_forward_time: 51.7973403931, propagate_backward_time: 73.0842056274, weight_update_time: 0.1114757583, other_time: 2.3788909912
epoch time: 10.7962388992s, input_fired_time: 0.1414965242, output_fired_time: 0.0000000000, propagate_forward_time: 10.2177534103, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4369888306
validation[          , genome  7144] predictions:    9729/  10000 (97.29%), best:    9767/10000 (97.67%), error:       908.13916, best error:       805.64337 on epoch:    28, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 140.0777893066s, input_fired_time: 1.3667745590, output_fired_time: 0.9247237444, propagate_forward_time: 56.3052482605, propagate_backward_time: 78.8846817017, weight_update_time: 0.1240347177, other_time: 2.5963516235
epoch time: 9.8430213928s, input_fired_time: 0.1385515332, output_fired_time: 0.0000000000, propagate_forward_time: 9.2946586609, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4098110199
validation[          , genome  7144] predictions:    9722/  10000 (97.22%), best:    9767/10000 (97.67%), error:       925.07776, best error:       805.64337 on epoch:    28, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 136.2430114746s, input_fired_time: 1.3214269876, output_fired_time: 0.9020346999, propagate_forward_time: 54.5539207458, propagate_backward_time: 76.9708251953, weight_update_time: 0.1185586378, other_time: 2.4947967529
epoch time: 11.6638622284s, input_fired_time: 0.1514304876, output_fired_time: 0.0000000000, propagate_forward_time: 11.0617904663, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4506416321
validation[          , genome  7144] predictions:    9742/  10000 (97.42%), best:    9767/10000 (97.67%), error:       815.95673, best error:       805.64337 on epoch:    28, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 125.1162948608s, input_fired_time: 1.2898923159, output_fired_time: 0.8438374996, propagate_forward_time: 50.0659713745, propagate_backward_time: 70.4539031982, weight_update_time: 0.1147464737, other_time: 2.4626922607
epoch time: 9.7486209869s, input_fired_time: 0.1385457516, output_fired_time: 0.0000000000, propagate_forward_time: 9.1948232651, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4152517319
validation[          , genome  7144] predictions:    9706/  10000 (97.06%), best:    9767/10000 (97.67%), error:       926.40137, best error:       805.64337 on epoch:    28, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 135.2068176270s, input_fired_time: 1.3277168274, output_fired_time: 0.9006659389, propagate_forward_time: 54.0676536560, propagate_backward_time: 76.3993301392, weight_update_time: 0.1187404543, other_time: 2.5114517212
epoch time: 13.0980768204s, input_fired_time: 0.1711520106, output_fired_time: 0.0000000000, propagate_forward_time: 12.4308090210, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4961156845
validation[          , genome  7144] predictions:    9589/  10000 (95.89%), best:    9767/10000 (97.67%), error:      1265.43652, best error:       805.64337 on epoch:    28, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 135.7026214600s, input_fired_time: 1.3464325666, output_fired_time: 0.9042324424, propagate_forward_time: 54.3122863770, propagate_backward_time: 76.5836105347, weight_update_time: 0.1197553053, other_time: 2.5560531616
epoch time: 12.3641786575s, input_fired_time: 0.1559731215, output_fired_time: 0.0000000000, propagate_forward_time: 11.7436914444, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4645137787
validation[          , genome  7144] predictions:    9724/  10000 (97.24%), best:    9767/10000 (97.67%), error:       893.82544, best error:       805.64337 on epoch:    28, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 139.5157165527s, input_fired_time: 1.3473805189, output_fired_time: 0.9202893972, propagate_forward_time: 56.1600952148, propagate_backward_time: 78.5476608276, weight_update_time: 0.1193273365, other_time: 2.5402908325
epoch time: 11.0169563293s, input_fired_time: 0.1428030878, output_fired_time: 0.0000000000, propagate_forward_time: 10.4472942352, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4268589020
validation[          , genome  7144] predictions:    9747/  10000 (97.47%), best:    9767/10000 (97.67%), error:       813.06976, best error:       805.64337 on epoch:    28, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 136.8698577881s, input_fired_time: 1.3250364065, output_fired_time: 0.9070767164, propagate_forward_time: 54.6996917725, propagate_backward_time: 77.4203643799, weight_update_time: 0.1179594323, other_time: 2.5176849365
epoch time: 10.6509819031s, input_fired_time: 0.1404649615, output_fired_time: 0.0000000000, propagate_forward_time: 10.0939331055, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4165840149
validation[          , genome  7144] predictions:    9739/  10000 (97.39%), best:    9767/10000 (97.67%), error:       841.06195, best error:       805.64337 on epoch:    28, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 131.9865722656s, input_fired_time: 1.3028875589, output_fired_time: 0.8780685663, propagate_forward_time: 52.8608741760, propagate_backward_time: 74.5548706055, weight_update_time: 0.1138736606, other_time: 2.3898773193
epoch time: 13.1780481339s, input_fired_time: 0.1702798009, output_fired_time: 0.0000000000, propagate_forward_time: 12.5142469406, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4935216904
validation[          , genome  7144] predictions:    9766/  10000 (97.66%), best:    9766/10000 (97.66%), error:       773.57947, best error:       773.57947 on epoch:    41, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 145.0085449219s, input_fired_time: 1.3936545849, output_fired_time: 0.9567466974, propagate_forward_time: 58.0726051331, propagate_backward_time: 81.9240188599, weight_update_time: 0.1267181486, other_time: 2.6615219116
epoch time: 10.5620660782s, input_fired_time: 0.1385308504, output_fired_time: 0.0000000000, propagate_forward_time: 10.0106449127, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4128904343
validation[          , genome  7144] predictions:    9777/  10000 (97.77%), best:    9777/10000 (97.77%), error:       725.48462, best error:       725.48462 on epoch:    42, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 133.6368255615s, input_fired_time: 1.3063679934, output_fired_time: 0.8820421696, propagate_forward_time: 53.6291351318, propagate_backward_time: 75.3662719727, weight_update_time: 0.1164680049, other_time: 2.4530029297
epoch time: 10.6001873016s, input_fired_time: 0.1395853311, output_fired_time: 0.0000000000, propagate_forward_time: 10.0454645157, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4151372910
validation[          , genome  7144] predictions:    9765/  10000 (97.65%), best:    9777/10000 (97.77%), error:       754.08813, best error:       725.48462 on epoch:    42, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 145.5687866211s, input_fired_time: 1.4007937908, output_fired_time: 0.9505218863, propagate_forward_time: 58.4731483459, propagate_backward_time: 82.0820693970, weight_update_time: 0.1271955073, other_time: 2.6622695923
epoch time: 10.6311683655s, input_fired_time: 0.1487053186, output_fired_time: 0.0000000000, propagate_forward_time: 10.0491962433, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4332666397
validation[          , genome  7144] predictions:    9741/  10000 (97.41%), best:    9777/10000 (97.77%), error:       871.86865, best error:       725.48462 on epoch:    42, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 131.0829925537s, input_fired_time: 1.2982552052, output_fired_time: 0.8754679561, propagate_forward_time: 52.7901573181, propagate_backward_time: 73.6987991333, weight_update_time: 0.1130928472, other_time: 2.4203109741
epoch time: 11.6368722916s, input_fired_time: 0.1508283466, output_fired_time: 0.0000000000, propagate_forward_time: 11.0419416428, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4441022873
validation[          , genome  7144] predictions:    9772/  10000 (97.72%), best:    9777/10000 (97.77%), error:       733.59326, best error:       725.48462 on epoch:    42, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 131.7790374756s, input_fired_time: 1.3107805252, output_fired_time: 0.8741444349, propagate_forward_time: 52.6743431091, propagate_backward_time: 74.4916915894, weight_update_time: 0.1158242524, other_time: 2.4280776978
epoch time: 10.4999227524s, input_fired_time: 0.1382887512, output_fired_time: 0.0000000000, propagate_forward_time: 9.9512310028, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4104032516
validation[          , genome  7144] predictions:    9669/  10000 (96.69%), best:    9777/10000 (97.77%), error:      1052.11255, best error:       725.48462 on epoch:    42, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 129.6658630371s, input_fired_time: 1.2877435684, output_fired_time: 0.8625603318, propagate_forward_time: 51.6108741760, propagate_backward_time: 73.4848937988, weight_update_time: 0.1129579023, other_time: 2.4197845459
epoch time: 10.9987516403s, input_fired_time: 0.1464754790, output_fired_time: 0.0000000000, propagate_forward_time: 10.4228973389, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4293785095
validation[          , genome  7144] predictions:    9758/  10000 (97.58%), best:    9777/10000 (97.77%), error:       800.96368, best error:       725.48462 on epoch:    42, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 135.9130249023s, input_fired_time: 1.3318835497, output_fired_time: 0.8980951309, propagate_forward_time: 54.5375061035, propagate_backward_time: 76.6412963867, weight_update_time: 0.1169002652, other_time: 2.5042419434
epoch time: 10.4583444595s, input_fired_time: 0.1405648291, output_fired_time: 0.0000000000, propagate_forward_time: 9.8951673508, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4226121902
validation[          , genome  7144] predictions:    9725/  10000 (97.25%), best:    9777/10000 (97.77%), error:       862.69318, best error:       725.48462 on epoch:    42, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 137.0671844482s, input_fired_time: 1.3336937428, output_fired_time: 0.9088466167, propagate_forward_time: 54.8203582764, propagate_backward_time: 77.5046386719, weight_update_time: 0.1178421676, other_time: 2.4996490479
epoch time: 10.6498365402s, input_fired_time: 0.1410918236, output_fired_time: 0.0000000000, propagate_forward_time: 10.0902404785, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4185047150
validation[          , genome  7144] predictions:    9766/  10000 (97.66%), best:    9777/10000 (97.77%), error:       758.82666, best error:       725.48462 on epoch:    42, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 138.1442565918s, input_fired_time: 1.3491389751, output_fired_time: 0.9033955336, propagate_forward_time: 55.7717170715, propagate_backward_time: 77.6045379639, weight_update_time: 0.1194123402, other_time: 2.5154724121
epoch time: 12.2019710541s, input_fired_time: 0.1552049816, output_fired_time: 0.0000000000, propagate_forward_time: 11.5877151489, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4590511322
validation[          , genome  7144] predictions:    9761/  10000 (97.61%), best:    9777/10000 (97.77%), error:       757.40698, best error:       725.48462 on epoch:    42, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 132.4778900146s, input_fired_time: 1.3303924799, output_fired_time: 0.8831306696, propagate_forward_time: 52.7094421387, propagate_backward_time: 75.0472640991, weight_update_time: 0.1188824847, other_time: 2.5076522827
epoch time: 12.8271560669s, input_fired_time: 0.1640038490, output_fired_time: 0.0000000000, propagate_forward_time: 12.1818389893, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4813137054
validation[          , genome  7144] predictions:    9721/  10000 (97.21%), best:    9777/10000 (97.77%), error:       896.45935, best error:       725.48462 on epoch:    42, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 142.9476470947s, input_fired_time: 1.3756555319, output_fired_time: 0.9384990335, propagate_forward_time: 57.4683914185, propagate_backward_time: 80.5967941284, weight_update_time: 0.1230533868, other_time: 2.5683135986
epoch time: 10.4898996353s, input_fired_time: 0.1398505419, output_fired_time: 0.0000000000, propagate_forward_time: 9.9430656433, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4069833755
validation[          , genome  7144] predictions:    9771/  10000 (97.71%), best:    9777/10000 (97.77%), error:       774.70386, best error:       725.48462 on epoch:    42, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 137.6531677246s, input_fired_time: 1.3608199358, output_fired_time: 0.9170705676, propagate_forward_time: 54.9713859558, propagate_backward_time: 77.8301544189, weight_update_time: 0.1224155426, other_time: 2.5737304688
epoch time: 9.9883098602s, input_fired_time: 0.1446762383, output_fired_time: 0.0000000000, propagate_forward_time: 9.4162826538, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4273509979
validation[          , genome  7144] predictions:    9775/  10000 (97.75%), best:    9777/10000 (97.77%), error:       763.31482, best error:       725.48462 on epoch:    42, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 117.1150512695s, input_fired_time: 1.2584376335, output_fired_time: 0.8044474721, propagate_forward_time: 46.5427055359, propagate_backward_time: 66.1038360596, weight_update_time: 0.1106840819, other_time: 2.4056243896
epoch time: 9.9826240540s, input_fired_time: 0.1423246711, output_fired_time: 0.0000000000, propagate_forward_time: 9.4254007339, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4148988724
validation[          , genome  7144] predictions:    9762/  10000 (97.62%), best:    9777/10000 (97.77%), error:       779.30963, best error:       725.48462 on epoch:    42, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 138.4304046631s, input_fired_time: 1.3490843773, output_fired_time: 0.9120875001, propagate_forward_time: 55.7281875610, propagate_backward_time: 77.9088363647, weight_update_time: 0.1201061532, other_time: 2.5321960449
epoch time: 11.1077365875s, input_fired_time: 0.1459733397, output_fired_time: 0.0000000000, propagate_forward_time: 10.5275211334, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4342422485
validation[          , genome  7144] predictions:    9769/  10000 (97.69%), best:    9777/10000 (97.77%), error:       786.27216, best error:       725.48462 on epoch:    42, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 125.2783050537s, input_fired_time: 1.3076432943, output_fired_time: 0.8430578113, propagate_forward_time: 49.9679565430, propagate_backward_time: 70.6862335205, weight_update_time: 0.1146430895, other_time: 2.4734191895
epoch time: 9.6520709991s, input_fired_time: 0.1392906755, output_fired_time: 0.0000000000, propagate_forward_time: 9.1015949249, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4111852646
validation[          , genome  7144] predictions:    9604/  10000 (96.04%), best:    9777/10000 (97.77%), error:      1214.62744, best error:       725.48462 on epoch:    42, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 142.1056518555s, input_fired_time: 1.3739982843, output_fired_time: 0.9255170822, propagate_forward_time: 57.2534904480, propagate_backward_time: 79.9827499390, weight_update_time: 0.1234461367, other_time: 2.5698928833
epoch time: 12.4272089005s, input_fired_time: 0.1665998399, output_fired_time: 0.0000000000, propagate_forward_time: 11.7637786865, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4968299866
validation[          , genome  7144] predictions:    9752/  10000 (97.52%), best:    9777/10000 (97.77%), error:       816.73370, best error:       725.48462 on epoch:    42, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 145.2467041016s, input_fired_time: 1.3879863024, output_fired_time: 0.9447309375, propagate_forward_time: 58.2803230286, propagate_backward_time: 81.9957351685, weight_update_time: 0.1257428825, other_time: 2.6379318237
epoch time: 12.2499074936s, input_fired_time: 0.1577933133, output_fired_time: 0.0000000000, propagate_forward_time: 11.6215429306, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4705715179
validation[          , genome  7144] predictions:    9737/  10000 (97.37%), best:    9777/10000 (97.77%), error:       879.14850, best error:       725.48462 on epoch:    42, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 135.6828613281s, input_fired_time: 1.3317010403, output_fired_time: 0.8984214067, propagate_forward_time: 54.4358253479, propagate_backward_time: 76.5441970825, weight_update_time: 0.1166896448, other_time: 2.4727249146
epoch time: 13.3132572174s, input_fired_time: 0.1683420539, output_fired_time: 0.0000000000, propagate_forward_time: 12.6536540985, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4912614822
validation[          , genome  7144] predictions:    9764/  10000 (97.64%), best:    9777/10000 (97.77%), error:       777.00848, best error:       725.48462 on epoch:    42, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 136.1453857422s, input_fired_time: 1.3373829126, output_fired_time: 0.8997723460, propagate_forward_time: 54.6946334839, propagate_backward_time: 76.7614669800, weight_update_time: 0.1172534972, other_time: 2.4521331787
epoch time: 10.5972433090s, input_fired_time: 0.1421567798, output_fired_time: 0.0000000000, propagate_forward_time: 10.0441665649, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4109201431
validation[          , genome  7144] predictions:    9738/  10000 (97.38%), best:    9777/10000 (97.77%), error:       887.80023, best error:       725.48462 on epoch:    42, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 129.4596405029s, input_fired_time: 1.2992174625, output_fired_time: 0.8688885570, propagate_forward_time: 51.9947242737, propagate_backward_time: 72.9103546143, weight_update_time: 0.1118521392, other_time: 2.3864440918
epoch time: 10.7417373657s, input_fired_time: 0.1443711072, output_fired_time: 0.0000000000, propagate_forward_time: 10.1744270325, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4229393005
validation[          , genome  7144] predictions:    9721/  10000 (97.21%), best:    9777/10000 (97.77%), error:       942.37079, best error:       725.48462 on epoch:    42, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 131.2400817871s, input_fired_time: 1.3204576969, output_fired_time: 0.8743988276, propagate_forward_time: 52.4220161438, propagate_backward_time: 74.1361312866, weight_update_time: 0.1156916693, other_time: 2.4870681763
epoch time: 9.8533372879s, input_fired_time: 0.1440967023, output_fired_time: 0.0000000000, propagate_forward_time: 9.2923231125, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4169178009
validation[          , genome  7144] predictions:    9775/  10000 (97.75%), best:    9777/10000 (97.77%), error:       777.09662, best error:       725.48462 on epoch:    42, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 133.5203399658s, input_fired_time: 1.3475854397, output_fired_time: 0.8897069693, propagate_forward_time: 53.0828857422, propagate_backward_time: 75.6825637817, weight_update_time: 0.1180269569, other_time: 2.5176010132
epoch time: 9.7511396408s, input_fired_time: 0.1414201707, output_fired_time: 0.0000000000, propagate_forward_time: 9.1970663071, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4126529694
validation[          , genome  7144] predictions:    9750/  10000 (97.50%), best:    9777/10000 (97.77%), error:       802.63727, best error:       725.48462 on epoch:    42, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 138.4013519287s, input_fired_time: 1.3677603006, output_fired_time: 0.9119716287, propagate_forward_time: 55.4525871277, propagate_backward_time: 78.1149063110, weight_update_time: 0.1212761849, other_time: 2.5541152954
epoch time: 10.7725830078s, input_fired_time: 0.1435877979, output_fired_time: 0.0000000000, propagate_forward_time: 10.2144365311, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4145584106
validation[          , genome  7144] predictions:    9754/  10000 (97.54%), best:    9777/10000 (97.77%), error:       823.50940, best error:       725.48462 on epoch:    42, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 135.2732086182s, input_fired_time: 1.3474847078, output_fired_time: 0.8956591487, propagate_forward_time: 54.3240280151, propagate_backward_time: 76.1971664429, weight_update_time: 0.1187668219, other_time: 2.5088653564
epoch time: 11.8174896240s, input_fired_time: 0.1546732783, output_fired_time: 0.0000000000, propagate_forward_time: 11.1996908188, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4631252289
validation[          , genome  7144] predictions:    9741/  10000 (97.41%), best:    9777/10000 (97.77%), error:       834.09930, best error:       725.48462 on epoch:    42, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 142.5652008057s, input_fired_time: 1.4034940004, output_fired_time: 0.9374380112, propagate_forward_time: 57.2875175476, propagate_backward_time: 80.3086242676, weight_update_time: 0.1253305078, other_time: 2.6281280518
epoch time: 12.0095624924s, input_fired_time: 0.1569555104, output_fired_time: 0.0000000000, propagate_forward_time: 11.3947181702, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4578886032
validation[          , genome  7144] predictions:    9732/  10000 (97.32%), best:    9777/10000 (97.77%), error:       943.14276, best error:       725.48462 on epoch:    42, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 142.9579315186s, input_fired_time: 1.3883876801, output_fired_time: 0.9407225847, propagate_forward_time: 57.5344467163, propagate_backward_time: 80.5220870972, weight_update_time: 0.1226154342, other_time: 2.5722961426
epoch time: 13.2919769287s, input_fired_time: 0.1691492647, output_fired_time: 0.0000000000, propagate_forward_time: 12.6265850067, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4962425232
validation[          , genome  7144] predictions:    9768/  10000 (97.68%), best:    9777/10000 (97.77%), error:       792.80505, best error:       725.48462 on epoch:    42, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 141.2175750732s, input_fired_time: 1.3731538057, output_fired_time: 0.9269385338, propagate_forward_time: 56.8672027588, propagate_backward_time: 79.4906158447, weight_update_time: 0.1214525625, other_time: 2.5596618652
epoch time: 11.4601545334s, input_fired_time: 0.1525624245, output_fired_time: 0.0000000000, propagate_forward_time: 10.8603258133, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4472665787
validation[          , genome  7144] predictions:    9792/  10000 (97.92%), best:    9777/10000 (97.77%), error:       734.47107, best error:       725.48462 on epoch:    42, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 134.4805145264s, input_fired_time: 1.3384281397, output_fired_time: 0.8887745142, propagate_forward_time: 53.6224327087, propagate_backward_time: 76.1421279907, weight_update_time: 0.1174517125, other_time: 2.4887466431
epoch time: 10.4030904770s, input_fired_time: 0.1452542841, output_fired_time: 0.0000000000, propagate_forward_time: 9.8370800018, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4207563400
validation[          , genome  7144] predictions:    9762/  10000 (97.62%), best:    9777/10000 (97.77%), error:       820.79755, best error:       725.48462 on epoch:    42, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 132.6253509521s, input_fired_time: 1.3309866190, output_fired_time: 0.8815687895, propagate_forward_time: 52.8910331726, propagate_backward_time: 75.0383453369, weight_update_time: 0.1169369668, other_time: 2.4834136963
epoch time: 12.6965799332s, input_fired_time: 0.1693304032, output_fired_time: 0.0000000000, propagate_forward_time: 12.0403814316, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4868679047
validation[          , genome  7144] predictions:    9763/  10000 (97.63%), best:    9777/10000 (97.77%), error:       813.63123, best error:       725.48462 on epoch:    42, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 129.7863311768s, input_fired_time: 1.3065069914, output_fired_time: 0.8678582311, propagate_forward_time: 51.9695739746, propagate_backward_time: 73.2787704468, weight_update_time: 0.1122968346, other_time: 2.3636245728
epoch time: 11.4583444595s, input_fired_time: 0.1607092172, output_fired_time: 0.0000000000, propagate_forward_time: 10.8346605301, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4629745483
validation[          , genome  7144] predictions:    9707/  10000 (97.07%), best:    9777/10000 (97.77%), error:       941.74573, best error:       725.48462 on epoch:    42, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 139.1928100586s, input_fired_time: 1.3727900982, output_fired_time: 0.9221687913, propagate_forward_time: 55.5610084534, propagate_backward_time: 78.8110504150, weight_update_time: 0.1213378161, other_time: 2.5258026123
epoch time: 9.7419042587s, input_fired_time: 0.1427097917, output_fired_time: 0.0000000000, propagate_forward_time: 9.1714611053, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4277334213
validation[          , genome  7144] predictions:    9729/  10000 (97.29%), best:    9777/10000 (97.77%), error:       882.29926, best error:       725.48462 on epoch:    42, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 142.4020385742s, input_fired_time: 1.4104692936, output_fired_time: 0.9426047802, propagate_forward_time: 57.2812767029, propagate_backward_time: 80.1396179199, weight_update_time: 0.1256659478, other_time: 2.6280517578
epoch time: 9.6563377380s, input_fired_time: 0.1430475563, output_fired_time: 0.0000000000, propagate_forward_time: 9.0832958221, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4299945831
validation[          , genome  7144] predictions:    9743/  10000 (97.43%), best:    9777/10000 (97.77%), error:       813.09967, best error:       725.48462 on epoch:    42, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 136.5593261719s, input_fired_time: 1.3482331038, output_fired_time: 0.8959058523, propagate_forward_time: 54.7708969116, propagate_backward_time: 77.0529022217, weight_update_time: 0.1191107631, other_time: 2.4913864136
epoch time: 10.5803356171s, input_fired_time: 0.1427588314, output_fired_time: 0.0000000000, propagate_forward_time: 10.0283689499, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4092082977
validation[          , genome  7144] predictions:    9774/  10000 (97.74%), best:    9777/10000 (97.77%), error:       786.71112, best error:       725.48462 on epoch:    42, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 136.1450653076s, input_fired_time: 1.3597164154, output_fired_time: 0.9074696898, propagate_forward_time: 54.5752029419, propagate_backward_time: 76.7615737915, weight_update_time: 0.1207170933, other_time: 2.5411071777
epoch time: 13.7705488205s, input_fired_time: 0.1824528724, output_fired_time: 0.0000000000, propagate_forward_time: 13.0714721680, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5166234970
validation[          , genome  7144] predictions:    9735/  10000 (97.35%), best:    9777/10000 (97.77%), error:       823.98920, best error:       725.48462 on epoch:    42, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 136.0625152588s, input_fired_time: 1.3366078138, output_fired_time: 0.8989629745, propagate_forward_time: 54.6116294861, propagate_backward_time: 76.7702484131, weight_update_time: 0.1162874773, other_time: 2.4450683594
epoch time: 10.8597145081s, input_fired_time: 0.1453620046, output_fired_time: 0.0000000000, propagate_forward_time: 10.2924098969, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4219427109
validation[          , genome  7144] predictions:    9714/  10000 (97.14%), best:    9777/10000 (97.77%), error:       971.80756, best error:       725.48462 on epoch:    42, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 129.2131652832s, input_fired_time: 1.2861839533, output_fired_time: 0.8535398841, propagate_forward_time: 51.3485755920, propagate_backward_time: 73.3465805054, weight_update_time: 0.1129204184, other_time: 2.3782882690
epoch time: 10.9515876770s, input_fired_time: 0.1462763399, output_fired_time: 0.0000000000, propagate_forward_time: 10.3776035309, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4277076721
validation[          , genome  7144] predictions:    9736/  10000 (97.36%), best:    9777/10000 (97.77%), error:       878.26019, best error:       725.48462 on epoch:    42, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 139.7571716309s, input_fired_time: 1.3534708023, output_fired_time: 0.9236697555, propagate_forward_time: 56.0169334412, propagate_backward_time: 78.9604797363, weight_update_time: 0.1196388528, other_time: 2.5026092529
epoch time: 10.8025808334s, input_fired_time: 0.1418348998, output_fired_time: 0.0000000000, propagate_forward_time: 10.2450752258, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4156703949
validation[          , genome  7144] predictions:    9767/  10000 (97.67%), best:    9777/10000 (97.77%), error:       816.90082, best error:       725.48462 on epoch:    42, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 125.2689971924s, input_fired_time: 1.2839852571, output_fired_time: 0.8326184154, propagate_forward_time: 50.1942405701, propagate_backward_time: 70.5758743286, weight_update_time: 0.1125715598, other_time: 2.3822708130
epoch time: 10.5732030869s, input_fired_time: 0.1415753961, output_fired_time: 0.0000000000, propagate_forward_time: 10.0112800598, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4203472137
validation[          , genome  7144] predictions:    9723/  10000 (97.23%), best:    9777/10000 (97.77%), error:       919.75781, best error:       725.48462 on epoch:    42, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 144.3998107910s, input_fired_time: 1.3896658421, output_fired_time: 0.9451467991, propagate_forward_time: 58.0991744995, propagate_backward_time: 81.3687973022, weight_update_time: 0.1235888749, other_time: 2.5970306396
epoch time: 11.4514665604s, input_fired_time: 0.1532463580, output_fired_time: 0.0000000000, propagate_forward_time: 10.8517684937, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4464521408
validation[          , genome  7144] predictions:    9706/  10000 (97.06%), best:    9777/10000 (97.77%), error:      1029.44495, best error:       725.48462 on epoch:    42, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 137.0591735840s, input_fired_time: 1.3462216854, output_fired_time: 0.9065963030, propagate_forward_time: 54.7425575256, propagate_backward_time: 77.5908050537, weight_update_time: 0.1179360300, other_time: 2.4729919434
epoch time: 12.8839540482s, input_fired_time: 0.1756566167, output_fired_time: 0.0000000000, propagate_forward_time: 12.1879653931, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5203323364
validation[          , genome  7144] predictions:    9753/  10000 (97.53%), best:    9777/10000 (97.77%), error:       796.96686, best error:       725.48462 on epoch:    42, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 136.4159240723s, input_fired_time: 1.3510878086, output_fired_time: 0.9090134501, propagate_forward_time: 55.0078849792, propagate_backward_time: 76.6806869507, weight_update_time: 0.1177219823, other_time: 2.4672470093
epoch time: 14.1206989288s, input_fired_time: 0.1792758107, output_fired_time: 0.0000000000, propagate_forward_time: 13.4259319305, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5154914856
validation[          , genome  7144] predictions:    9773/  10000 (97.73%), best:    9777/10000 (97.77%), error:       760.32690, best error:       725.48462 on epoch:    42, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 136.6901245117s, input_fired_time: 1.3916002512, output_fired_time: 0.9063964486, propagate_forward_time: 54.6560440063, propagate_backward_time: 77.1045455933, weight_update_time: 0.1243878528, other_time: 2.6315307617
epoch time: 9.9365892410s, input_fired_time: 0.1461806893, output_fired_time: 0.0000000000, propagate_forward_time: 9.3682518005, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4221563339
validation[          , genome  7144] predictions:    9681/  10000 (96.81%), best:    9777/10000 (97.77%), error:      1001.62146, best error:       725.48462 on epoch:    42, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 142.7760772705s, input_fired_time: 1.4197005033, output_fired_time: 0.9359659553, propagate_forward_time: 57.2785453796, propagate_backward_time: 80.4694900513, weight_update_time: 0.1280860007, other_time: 2.6723861694
epoch time: 12.9081888199s, input_fired_time: 0.1655104756, output_fired_time: 0.0000000000, propagate_forward_time: 12.2671442032, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4755344391
validation[          , genome  7144] predictions:    9776/  10000 (97.76%), best:    9777/10000 (97.77%), error:       757.73413, best error:       725.48462 on epoch:    42, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 138.9386138916s, input_fired_time: 1.3675956726, output_fired_time: 0.9140481353, propagate_forward_time: 55.8245124817, propagate_backward_time: 78.2983398438, weight_update_time: 0.1201341897, other_time: 2.5341186523
epoch time: 13.0353994370s, input_fired_time: 0.1721985340, output_fired_time: 0.0000000000, propagate_forward_time: 12.3725156784, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4906854630
validation[          , genome  7144] predictions:    9769/  10000 (97.69%), best:    9777/10000 (97.77%), error:       800.50562, best error:       725.48462 on epoch:    42, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 141.6908569336s, input_fired_time: 1.3767656088, output_fired_time: 0.9348465800, propagate_forward_time: 56.8894424438, propagate_backward_time: 79.9392929077, weight_update_time: 0.1222483143, other_time: 2.5505065918
epoch time: 14.0824327469s, input_fired_time: 0.1777939200, output_fired_time: 0.0000000000, propagate_forward_time: 13.3819150925, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5227241516
validation[          , genome  7144] predictions:    9739/  10000 (97.39%), best:    9777/10000 (97.77%), error:       824.62000, best error:       725.48462 on epoch:    42, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 134.2271118164s, input_fired_time: 1.3415004015, output_fired_time: 0.8908335567, propagate_forward_time: 53.8435096741, propagate_backward_time: 75.6575775146, weight_update_time: 0.1176094413, other_time: 2.4936828613
epoch time: 10.6871604919s, input_fired_time: 0.1481839567, output_fired_time: 0.0000000000, propagate_forward_time: 10.1260709763, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4129056931
validation[          , genome  7144] predictions:    9694/  10000 (96.94%), best:    9777/10000 (97.77%), error:       965.99420, best error:       725.48462 on epoch:    42, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 132.5811004639s, input_fired_time: 1.3415330648, output_fired_time: 0.8930178881, propagate_forward_time: 53.2729797363, propagate_backward_time: 74.5718917847, weight_update_time: 0.1179744154, other_time: 2.5016708374
epoch time: 12.9585790634s, input_fired_time: 0.1670359969, output_fired_time: 0.0000000000, propagate_forward_time: 12.3049850464, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4865579605
validation[          , genome  7144] predictions:    9762/  10000 (97.62%), best:    9777/10000 (97.77%), error:       852.68201, best error:       725.48462 on epoch:    42, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 136.4140625000s, input_fired_time: 1.3386443853, output_fired_time: 0.8992342353, propagate_forward_time: 54.2683105469, propagate_backward_time: 77.4352722168, weight_update_time: 0.1174423620, other_time: 2.4726104736
epoch time: 14.1000175476s, input_fired_time: 0.1769046187, output_fired_time: 0.0000000000, propagate_forward_time: 13.4107418060, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5123710632
validation[          , genome  7144] predictions:    9766/  10000 (97.66%), best:    9777/10000 (97.77%), error:       765.15790, best error:       725.48462 on epoch:    42, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 137.7521514893s, input_fired_time: 1.3625843525, output_fired_time: 0.9073745012, propagate_forward_time: 55.3646736145, propagate_backward_time: 77.6019515991, weight_update_time: 0.1200008020, other_time: 2.5155715942
epoch time: 10.7335166931s, input_fired_time: 0.1453082412, output_fired_time: 0.0000000000, propagate_forward_time: 10.1726369858, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4155712128
validation[          , genome  7144] predictions:    9773/  10000 (97.73%), best:    9777/10000 (97.77%), error:       782.99316, best error:       725.48462 on epoch:    42, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 129.3081817627s, input_fired_time: 1.3319711685, output_fired_time: 0.8668020964, propagate_forward_time: 51.5538444519, propagate_backward_time: 73.0744400024, weight_update_time: 0.1171301678, other_time: 2.4811325073
epoch time: 10.1537570953s, input_fired_time: 0.1475159675, output_fired_time: 0.0000000000, propagate_forward_time: 9.5761137009, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4301271439
validation[          , genome  7144] predictions:    9765/  10000 (97.65%), best:    9777/10000 (97.77%), error:       785.25464, best error:       725.48462 on epoch:    42, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 128.7513580322s, input_fired_time: 1.3396502733, output_fired_time: 0.8702582121, propagate_forward_time: 51.3082695007, propagate_backward_time: 72.7437210083, weight_update_time: 0.1182463914, other_time: 2.4894638062
epoch time: 9.5347385406s, input_fired_time: 0.1427956074, output_fired_time: 0.0000000000, propagate_forward_time: 8.9858655930, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4060773849
validation[          , genome  7144] predictions:    9769/  10000 (97.69%), best:    9777/10000 (97.77%), error:       759.65326, best error:       725.48462 on epoch:    42, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 123.5023498535s, input_fired_time: 1.3205773830, output_fired_time: 0.8400830626, propagate_forward_time: 49.2733154297, propagate_backward_time: 69.5864028931, weight_update_time: 0.1153406352, other_time: 2.4819717407
epoch time: 11.6848783493s, input_fired_time: 0.1574353874, output_fired_time: 0.0000000000, propagate_forward_time: 11.0643091202, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4631338120
validation[          , genome  7144] predictions:    9740/  10000 (97.40%), best:    9777/10000 (97.77%), error:       882.46844, best error:       725.48462 on epoch:    42, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 123.3832550049s, input_fired_time: 1.3023422956, output_fired_time: 0.8317490220, propagate_forward_time: 49.0443267822, propagate_backward_time: 69.7650756836, weight_update_time: 0.1141684204, other_time: 2.4397583008
epoch time: 10.3787765503s, input_fired_time: 0.1469313204, output_fired_time: 0.0000000000, propagate_forward_time: 9.8034343719, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4284105301
validation[          , genome  7144] predictions:    9723/  10000 (97.23%), best:    9777/10000 (97.77%), error:       938.73004, best error:       725.48462 on epoch:    42, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 138.7191467285s, input_fired_time: 1.3677548170, output_fired_time: 0.9144377708, propagate_forward_time: 55.5666122437, propagate_backward_time: 78.3687057495, weight_update_time: 0.1187525094, other_time: 2.5016326904
epoch time: 10.9342060089s, input_fired_time: 0.1494885534, output_fired_time: 0.0000000000, propagate_forward_time: 10.3553600311, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4293575287
validation[          , genome  7144] predictions:    9708/  10000 (97.08%), best:    9777/10000 (97.77%), error:      1027.09216, best error:       725.48462 on epoch:    42, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 129.7789459229s, input_fired_time: 1.3214946985, output_fired_time: 0.8599891663, propagate_forward_time: 52.2994194031, propagate_backward_time: 72.8784713745, weight_update_time: 0.1144566089, other_time: 2.4195785522
epoch time: 10.9545764923s, input_fired_time: 0.1479378790, output_fired_time: 0.0000000000, propagate_forward_time: 10.3863801956, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4202585220
validation[          , genome  7144] predictions:    9766/  10000 (97.66%), best:    9777/10000 (97.77%), error:       797.47876, best error:       725.48462 on epoch:    42, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 127.8095474243s, input_fired_time: 1.3141134977, output_fired_time: 0.8575000167, propagate_forward_time: 51.2456550598, propagate_backward_time: 71.9872131348, weight_update_time: 0.1121612191, other_time: 2.4050750732
epoch time: 10.8229188919s, input_fired_time: 0.1477397084, output_fired_time: 0.0000000000, propagate_forward_time: 10.2456407547, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4295387268
validation[          , genome  7144] predictions:    9725/  10000 (97.25%), best:    9777/10000 (97.77%), error:       929.32147, best error:       725.48462 on epoch:    42, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 125.7349548340s, input_fired_time: 1.3194795847, output_fired_time: 0.8473499417, propagate_forward_time: 50.2140922546, propagate_backward_time: 70.9302444458, weight_update_time: 0.1142844260, other_time: 2.4237899780
epoch time: 10.7969617844s, input_fired_time: 0.1487151533, output_fired_time: 0.0000000000, propagate_forward_time: 10.2315645218, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4166822433
validation[          , genome  7144] predictions:    9747/  10000 (97.47%), best:    9777/10000 (97.77%), error:       831.41504, best error:       725.48462 on epoch:    42, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 139.2830352783s, input_fired_time: 1.3817700148, output_fired_time: 0.9163537025, propagate_forward_time: 55.6921958923, propagate_backward_time: 78.7081604004, weight_update_time: 0.1216936484, other_time: 2.5845489502
epoch time: 9.8841600418s, input_fired_time: 0.1460225880, output_fired_time: 0.0000000000, propagate_forward_time: 9.3277349472, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4104022980
validation[          , genome  7144] predictions:    9775/  10000 (97.75%), best:    9777/10000 (97.77%), error:       793.18408, best error:       725.48462 on epoch:    42, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 140.0353393555s, input_fired_time: 1.4030593634, output_fired_time: 0.9207202792, propagate_forward_time: 56.0487060547, propagate_backward_time: 79.0463867188, weight_update_time: 0.1246275604, other_time: 2.6164703369
epoch time: 9.7384357452s, input_fired_time: 0.1453909874, output_fired_time: 0.0000000000, propagate_forward_time: 9.1851100922, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4079341888
validation[          , genome  7144] predictions:    9758/  10000 (97.58%), best:    9777/10000 (97.77%), error:       828.10840, best error:       725.48462 on epoch:    42, 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: 65.5100784302s, input_fired_time: 0.8490846753, output_fired_time: 0.0000000000, propagate_forward_time: 62.1304817200, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5305137634
best training[          , genome  7144] predictions:   49503/  50000 (99.01%), best:    9777/10000 (97.77%), error:      1759.81445, best error:       725.48462 on epoch:    42, 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: 13.6763830185s, input_fired_time: 0.1670255065, output_fired_time: 0.0000000000, propagate_forward_time: 12.9980783463, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5112791061
   testing[          , genome  7144] predictions:    9803/  10000 (98.03%), best:    9777/10000 (97.77%), error:       617.67615, best error:       725.48462 on epoch:    42, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
12:52:15 (45420): called boinc_finish(0)

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