| Name | exact_genome_1534504202_163_10984_0 |
| Workunit | 3917725 |
| Created | 20 Aug 2018, 11:31:13 UTC |
| Sent | 20 Aug 2018, 13:22:34 UTC |
| Report deadline | 15 Feb 2019, 10:28:56 UTC |
| Received | 23 Aug 2018, 3:02:18 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x0) |
| Computer ID | 53797 |
| Run time | 2 days 12 hours 1 min 4 sec |
| CPU time | 2 days 10 hours 7 min 4 sec |
| Validate state | Initial |
| Credit | 0.00 |
| Device peak FLOPS | 3.87 GFLOPS |
| Application version | EXACT Batch Norm With Scaled FMP CNN Trainer v0.33 |
Stderr output
<core_client_version>7.2.42</core_client_version>
<![CDATA[
<stderr_txt>
124.4957275391, weight_update_time: 0.6787455678, other_time: 71.5001220703
epoch time: 167.0921020508s, input_fired_time: 1.5366474390, output_fired_time: 0.0000000000, propagate_forward_time: 151.9045104980, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 13.6509399414
validation[ , genome 10984] predictions: 6282/ 10000 (62.82%), best: 6282/10000 (62.82%), error: 10728.25098, best error: 10728.25098 on epoch: 15, epoch: 15/100, mu: 0.7827848196, learning_rate: 0.0006164960, weight_decay: 0.0002174818
epoch time: 1998.6236572266s, input_fired_time: 28.6592292786, output_fired_time: 8.9918203354, propagate_forward_time: 755.4816894531, propagate_backward_time: 1124.9819335938, weight_update_time: 0.6595658660, other_time: 80.5090332031
epoch time: 162.4758605957s, input_fired_time: 1.5403084755, output_fired_time: 0.0000000000, propagate_forward_time: 153.3313140869, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.6042327881
validation[ , genome 10984] predictions: 6164/ 10000 (61.64%), best: 6282/10000 (62.82%), error: 11097.50781, best error: 10728.25098 on epoch: 15, epoch: 16/100, mu: 0.7947219610, learning_rate: 0.0005762111, weight_decay: 0.0002067938
epoch time: 1993.5870361328s, input_fired_time: 28.6454620361, output_fired_time: 8.9567947388, propagate_forward_time: 758.0870971680, propagate_backward_time: 1123.2524414062, weight_update_time: 0.6688154340, other_time: 74.6452636719
epoch time: 167.3806152344s, input_fired_time: 1.5275499821, output_fired_time: 0.0000000000, propagate_forward_time: 152.9178161621, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 12.9352416992
validation[ , genome 10984] predictions: 5924/ 10000 (59.24%), best: 6282/10000 (62.82%), error: 12038.47656, best error: 10728.25098 on epoch: 15, epoch: 17/100, mu: 0.8059713840, learning_rate: 0.0005385586, weight_decay: 0.0001966311
epoch time: 1969.6010742188s, input_fired_time: 28.6650295258, output_fired_time: 8.9053697586, propagate_forward_time: 757.3043212891, propagate_backward_time: 1131.0036621094, weight_update_time: 0.6497938037, other_time: 43.7226562500
epoch time: 167.8650360107s, input_fired_time: 1.5596679449, output_fired_time: 0.0000000000, propagate_forward_time: 155.0960235596, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 11.2093505859
validation[ , genome 10984] predictions: 6152/ 10000 (61.52%), best: 6282/10000 (62.82%), error: 11102.27734, best error: 10728.25098 on epoch: 15, epoch: 18/100, mu: 0.8165727854, learning_rate: 0.0005033665, weight_decay: 0.0001869678
epoch time: 1976.1398925781s, input_fired_time: 28.6256999969, output_fired_time: 8.9344072342, propagate_forward_time: 758.6404418945, propagate_backward_time: 1126.3807373047, weight_update_time: 0.6571044922, other_time: 53.5584716797
epoch time: 163.6930236816s, input_fired_time: 1.5666632652, output_fired_time: 0.0000000000, propagate_forward_time: 151.8615570068, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.2648010254
validation[ , genome 10984] predictions: 6327/ 10000 (63.27%), best: 6327/10000 (63.27%), error: 10461.00098, best error: 10461.00098 on epoch: 19, epoch: 19/100, mu: 0.8265634775, learning_rate: 0.0004704740, weight_decay: 0.0001777794
epoch time: 1971.3148193359s, input_fired_time: 28.8936004639, output_fired_time: 8.8328046799, propagate_forward_time: 754.9904174805, propagate_backward_time: 1123.3067626953, weight_update_time: 0.6707611084, other_time: 55.2913818359
epoch time: 163.7191467285s, input_fired_time: 1.5451515913, output_fired_time: 0.0000000000, propagate_forward_time: 151.9389495850, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.2350463867
validation[ , genome 10984] predictions: 6283/ 10000 (62.83%), best: 6327/10000 (63.27%), error: 10599.28809, best error: 10461.00098 on epoch: 19, epoch: 20/100, mu: 0.8359786272, learning_rate: 0.0004397309, weight_decay: 0.0001690425
epoch time: 1956.8032226562s, input_fired_time: 28.6720905304, output_fired_time: 8.9066486359, propagate_forward_time: 754.7388916016, propagate_backward_time: 1126.1263427734, weight_update_time: 0.6618606448, other_time: 38.3592529297
epoch time: 159.8499450684s, input_fired_time: 1.5605947971, output_fired_time: 0.0000000000, propagate_forward_time: 152.0529022217, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.2364501953
validation[ , genome 10984] predictions: 6221/ 10000 (62.21%), best: 6327/10000 (63.27%), error: 10728.30078, best error: 10461.00098 on epoch: 19, epoch: 21/100, mu: 0.8448513746, learning_rate: 0.0004109967, weight_decay: 0.0001607351
epoch time: 1984.9428710938s, input_fired_time: 28.6917800903, output_fired_time: 8.8896312714, propagate_forward_time: 761.5942382812, propagate_backward_time: 1130.5120849609, weight_update_time: 0.6598207355, other_time: 55.2551269531
epoch time: 165.3615112305s, input_fired_time: 1.6357316971, output_fired_time: 0.0000000000, propagate_forward_time: 155.4406127930, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.2851715088
validation[ , genome 10984] predictions: 6314/ 10000 (63.14%), best: 6327/10000 (63.27%), error: 10462.17480, best error: 10461.00098 on epoch: 19, epoch: 22/100, mu: 0.8532130122, learning_rate: 0.0003841401, weight_decay: 0.0001528359
epoch time: 2013.4909667969s, input_fired_time: 28.7101726532, output_fired_time: 8.9200305939, propagate_forward_time: 758.9360351562, propagate_backward_time: 1132.2633056641, weight_update_time: 0.6721633673, other_time: 84.6613769531
epoch time: 165.7770538330s, input_fired_time: 1.5844687223, output_fired_time: 0.0000000000, propagate_forward_time: 153.5881805420, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.6044006348
validation[ , genome 10984] predictions: 6480/ 10000 (64.80%), best: 6480/10000 (64.80%), error: 10297.89355, best error: 10297.89355 on epoch: 23, epoch: 23/100, mu: 0.8610929251, learning_rate: 0.0003590385, weight_decay: 0.0001453249
epoch time: 1983.2252197266s, input_fired_time: 28.7458286285, output_fired_time: 9.0311117172, propagate_forward_time: 757.1143188477, propagate_backward_time: 1125.4909667969, weight_update_time: 0.6819276810, other_time: 62.8430175781
epoch time: 163.1427459717s, input_fired_time: 1.5421845913, output_fired_time: 0.0000000000, propagate_forward_time: 152.0584411621, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.5421142578
validation[ , genome 10984] predictions: 6382/ 10000 (63.82%), best: 6480/10000 (64.80%), error: 10389.25391, best error: 10297.89355 on epoch: 23, epoch: 24/100, mu: 0.8685189486, learning_rate: 0.0003355771, weight_decay: 0.0001381830
epoch time: 1972.7558593750s, input_fired_time: 28.5912723541, output_fired_time: 8.8718309402, propagate_forward_time: 752.0841674805, propagate_backward_time: 1122.8297119141, weight_update_time: 0.6615269184, other_time: 60.3787841797
epoch time: 168.2039031982s, input_fired_time: 1.5624300241, output_fired_time: 0.0000000000, propagate_forward_time: 152.8482513428, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 13.7932281494
validation[ , genome 10984] predictions: 6402/ 10000 (64.02%), best: 6480/10000 (64.80%), error: 10318.58789, best error: 10297.89355 on epoch: 23, epoch: 25/100, mu: 0.8755171299, learning_rate: 0.0003136488, weight_decay: 0.0001313921
epoch time: 1973.4847412109s, input_fired_time: 28.8778610229, output_fired_time: 8.9007005692, propagate_forward_time: 754.6674194336, propagate_backward_time: 1122.9875488281, weight_update_time: 0.6804003119, other_time: 58.0512695312
epoch time: 163.4128417969s, input_fired_time: 1.5713590384, output_fired_time: 0.0000000000, propagate_forward_time: 152.9979858398, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.8434906006
validation[ , genome 10984] predictions: 6270/ 10000 (62.70%), best: 6480/10000 (64.80%), error: 10551.42578, best error: 10297.89355 on epoch: 23, epoch: 26/100, mu: 0.8821122050, learning_rate: 0.0002931535, weight_decay: 0.0001249349
epoch time: 1961.4603271484s, input_fired_time: 28.7986164093, output_fired_time: 8.9168062210, propagate_forward_time: 754.1848144531, propagate_backward_time: 1122.9453125000, weight_update_time: 0.6537702084, other_time: 46.6148681641
epoch time: 162.8850402832s, input_fired_time: 1.5918672085, output_fired_time: 0.0000000000, propagate_forward_time: 152.5561676025, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.7369995117
validation[ , genome 10984] predictions: 6446/ 10000 (64.46%), best: 6446/10000 (64.46%), error: 10179.36035, best error: 10179.36035 on epoch: 27, epoch: 27/100, mu: 0.8883273602, learning_rate: 0.0002739973, weight_decay: 0.0001187951
epoch time: 1944.3405761719s, input_fired_time: 28.8373565674, output_fired_time: 8.9520845413, propagate_forward_time: 758.7285766602, propagate_backward_time: 1125.4185791016, weight_update_time: 0.6573191881, other_time: 22.4039306641
epoch time: 157.4170532227s, input_fired_time: 1.5808079243, output_fired_time: 0.0000000000, propagate_forward_time: 152.6874237061, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1488189697
validation[ , genome 10984] predictions: 6437/ 10000 (64.37%), best: 6437/10000 (64.37%), error: 10110.12109, best error: 10110.12109 on epoch: 28, epoch: 28/100, mu: 0.8941844702, learning_rate: 0.0002560930, weight_decay: 0.0001129570
epoch time: 1939.7027587891s, input_fired_time: 28.8173179626, output_fired_time: 8.8858051300, propagate_forward_time: 753.8915405273, propagate_backward_time: 1125.0358886719, weight_update_time: 0.6495877504, other_time: 23.0722656250
epoch time: 162.2213287354s, input_fired_time: 1.6244591475, output_fired_time: 0.0000000000, propagate_forward_time: 155.6787719727, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.9180908203
validation[ , genome 10984] predictions: 6298/ 10000 (62.98%), best: 6437/10000 (64.37%), error: 10624.39746, best error: 10110.12109 on epoch: 28, epoch: 29/100, mu: 0.8997041583, learning_rate: 0.0002393586, weight_decay: 0.0001074058
epoch time: 1989.5750732422s, input_fired_time: 28.7462501526, output_fired_time: 8.9215946198, propagate_forward_time: 757.8416137695, propagate_backward_time: 1127.0718994141, weight_update_time: 0.6535967588, other_time: 66.9937744141
epoch time: 164.9268646240s, input_fired_time: 1.5758630037, output_fired_time: 0.0000000000, propagate_forward_time: 153.3358001709, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.0151977539
validation[ , genome 10984] predictions: 6302/ 10000 (63.02%), best: 6437/10000 (64.37%), error: 10495.79980, best error: 10110.12109 on epoch: 28, epoch: 30/100, mu: 0.9049058557, learning_rate: 0.0002237177, weight_decay: 0.0001021274
epoch time: 1996.5447998047s, input_fired_time: 28.7793769836, output_fired_time: 8.9114513397, propagate_forward_time: 758.2059326172, propagate_backward_time: 1124.0440673828, weight_update_time: 0.6550266743, other_time: 76.6038818359
epoch time: 162.3992309570s, input_fired_time: 1.5643984079, output_fired_time: 0.0000000000, propagate_forward_time: 151.7725830078, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.0622558594
validation[ , genome 10984] predictions: 6434/ 10000 (64.34%), best: 6437/10000 (64.37%), error: 10132.96875, best error: 10110.12109 on epoch: 28, epoch: 31/100, mu: 0.9098079205, learning_rate: 0.0002090989, weight_decay: 0.0000971084
epoch time: 1977.8170166016s, input_fired_time: 28.8327217102, output_fired_time: 8.9390916824, propagate_forward_time: 755.6337280273, propagate_backward_time: 1124.7845458984, weight_update_time: 0.6601814032, other_time: 59.6268310547
epoch time: 161.4284362793s, input_fired_time: 1.5717517138, output_fired_time: 0.0000000000, propagate_forward_time: 153.3960571289, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.4606323242
validation[ , genome 10984] predictions: 6510/ 10000 (65.10%), best: 6510/10000 (65.10%), error: 9884.46094, best error: 9884.46094 on epoch: 32, epoch: 32/100, mu: 0.9144275784, learning_rate: 0.0001954353, weight_decay: 0.0000923361
epoch time: 1995.8339843750s, input_fired_time: 28.8426856995, output_fired_time: 8.9793987274, propagate_forward_time: 758.2874755859, propagate_backward_time: 1125.7648925781, weight_update_time: 0.7003275156, other_time: 73.9595947266
epoch time: 164.4054412842s, input_fired_time: 1.6143208742, output_fired_time: 0.0000000000, propagate_forward_time: 153.0321655273, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.7589569092
validation[ , genome 10984] predictions: 6509/ 10000 (65.09%), best: 6510/10000 (65.10%), error: 9965.97363, best error: 9884.46094 on epoch: 32, epoch: 33/100, mu: 0.9187811017, learning_rate: 0.0001826646, weight_decay: 0.0000877983
epoch time: 1969.3409423828s, input_fired_time: 28.7096138000, output_fired_time: 8.8825273514, propagate_forward_time: 755.0650634766, propagate_backward_time: 1125.2719726562, weight_update_time: 0.6604667306, other_time: 51.4117431641
epoch time: 162.4026336670s, input_fired_time: 1.6094033718, output_fired_time: 0.0000000000, propagate_forward_time: 152.0649566650, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.7282714844
validation[ , genome 10984] predictions: 6573/ 10000 (65.73%), best: 6573/10000 (65.73%), error: 9729.41895, best error: 9729.41895 on epoch: 34, epoch: 34/100, mu: 0.9228838086, learning_rate: 0.0001707284, weight_decay: 0.0000834835
epoch time: 1960.9902343750s, input_fired_time: 28.8506984711, output_fired_time: 8.9786777496, propagate_forward_time: 761.8132934570, propagate_backward_time: 1133.6787109375, weight_update_time: 0.6578206420, other_time: 27.6689453125
epoch time: 158.4526367188s, input_fired_time: 1.6048357487, output_fired_time: 0.0000000000, propagate_forward_time: 153.0970153809, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7507781982
validation[ , genome 10984] predictions: 6478/ 10000 (64.78%), best: 6573/10000 (65.73%), error: 10185.89258, best error: 9729.41895 on epoch: 34, epoch: 35/100, mu: 0.9267501831, learning_rate: 0.0001595721, weight_decay: 0.0000793808
epoch time: 1943.6574707031s, input_fired_time: 28.9849948883, output_fired_time: 8.9588031769, propagate_forward_time: 756.8396606445, propagate_backward_time: 1130.6934814453, weight_update_time: 0.6513661146, other_time: 18.1805419922
epoch time: 156.9208374023s, input_fired_time: 1.6019926071, output_fired_time: 0.0000000000, propagate_forward_time: 152.1553344727, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1635131836
validation[ , genome 10984] predictions: 6540/ 10000 (65.40%), best: 6573/10000 (65.73%), error: 9929.50391, best error: 9729.41895 on epoch: 34, epoch: 36/100, mu: 0.9303938150, learning_rate: 0.0001491449, weight_decay: 0.0000754797
epoch time: 1945.0015869141s, input_fired_time: 29.0546875000, output_fired_time: 8.9388637543, propagate_forward_time: 757.3992309570, propagate_backward_time: 1130.0161132812, weight_update_time: 0.6559747458, other_time: 19.5927734375
epoch time: 162.7894439697s, input_fired_time: 1.6101233959, output_fired_time: 0.0000000000, propagate_forward_time: 153.0356140137, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.1437072754
validation[ , genome 10984] predictions: 6475/ 10000 (64.75%), best: 6573/10000 (65.73%), error: 10063.33691, best error: 9729.41895 on epoch: 34, epoch: 37/100, mu: 0.9338275790, learning_rate: 0.0001393990, weight_decay: 0.0000717703
epoch time: 1962.2164306641s, input_fired_time: 28.9289360046, output_fired_time: 8.8343706131, propagate_forward_time: 756.1656494141, propagate_backward_time: 1127.7869873047, weight_update_time: 0.7209916115, other_time: 40.5004882812
epoch time: 158.2362060547s, input_fired_time: 1.5982195139, output_fired_time: 0.0000000000, propagate_forward_time: 152.7683410645, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8696441650
validation[ , genome 10984] predictions: 6512/ 10000 (65.12%), best: 6573/10000 (65.73%), error: 9977.87207, best error: 9729.41895 on epoch: 34, epoch: 38/100, mu: 0.9370635152, learning_rate: 0.0001302900, weight_decay: 0.0000682432
epoch time: 1943.1030273438s, input_fired_time: 29.0281505585, output_fired_time: 8.9771022797, propagate_forward_time: 757.3466796875, propagate_backward_time: 1127.7305908203, weight_update_time: 0.6517749429, other_time: 20.0205078125
epoch time: 157.6407012939s, input_fired_time: 1.6412701607, output_fired_time: 0.0000000000, propagate_forward_time: 152.8125915527, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1868438721
validation[ , genome 10984] predictions: 6622/ 10000 (66.22%), best: 6622/10000 (66.22%), error: 9712.54004, best error: 9712.54004 on epoch: 39, epoch: 39/100, mu: 0.9401130676, learning_rate: 0.0001217762, weight_decay: 0.0000648894
epoch time: 1936.6938476562s, input_fired_time: 28.9834861755, output_fired_time: 8.8998250961, propagate_forward_time: 755.4704589844, propagate_backward_time: 1125.3402099609, weight_update_time: 0.6775703430, other_time: 17.9998779297
epoch time: 157.5027313232s, input_fired_time: 1.6168066263, output_fired_time: 0.0000000000, propagate_forward_time: 152.7642517090, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1216735840
validation[ , genome 10984] predictions: 6617/ 10000 (66.17%), best: 6617/10000 (66.17%), error: 9683.01367, best error: 9683.01367 on epoch: 40, epoch: 40/100, mu: 0.9429869056, learning_rate: 0.0001138187, weight_decay: 0.0000617005
epoch time: 1937.5377197266s, input_fired_time: 28.9152164459, output_fired_time: 8.8944921494, propagate_forward_time: 755.2073364258, propagate_backward_time: 1126.5075683594, weight_update_time: 0.6751047373, other_time: 18.0131835938
epoch time: 157.2650604248s, input_fired_time: 1.6017941236, output_fired_time: 0.0000000000, propagate_forward_time: 152.4739379883, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1893310547
validation[ , genome 10984] predictions: 6510/ 10000 (65.10%), best: 6617/10000 (66.17%), error: 9946.45703, best error: 9683.01367 on epoch: 40, epoch: 41/100, mu: 0.9456952214, learning_rate: 0.0001063813, weight_decay: 0.0000586683
epoch time: 1957.1394042969s, input_fired_time: 29.0930404663, output_fired_time: 8.9781026840, propagate_forward_time: 759.3618164062, propagate_backward_time: 1131.5642089844, weight_update_time: 0.6519915462, other_time: 28.1422119141
epoch time: 163.7284545898s, input_fired_time: 1.6242665052, output_fired_time: 0.0000000000, propagate_forward_time: 154.7786560059, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.3255310059
validation[ , genome 10984] predictions: 6639/ 10000 (66.39%), best: 6639/10000 (66.39%), error: 9610.86719, best error: 9610.86719 on epoch: 42, epoch: 42/100, mu: 0.9482474923, learning_rate: 0.0000994298, weight_decay: 0.0000557851
epoch time: 1960.0861816406s, input_fired_time: 28.8141975403, output_fired_time: 8.9616470337, propagate_forward_time: 756.0581665039, propagate_backward_time: 1124.8940429688, weight_update_time: 0.6512476802, other_time: 41.3581542969
epoch time: 158.6092987061s, input_fired_time: 1.6127593517, output_fired_time: 0.0000000000, propagate_forward_time: 153.3800964355, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6164398193
validation[ , genome 10984] predictions: 6692/ 10000 (66.92%), best: 6692/10000 (66.92%), error: 9569.22656, best error: 9569.22656 on epoch: 43, epoch: 43/100, mu: 0.9506527185, learning_rate: 0.0000929325, weight_decay: 0.0000530435
epoch time: 1953.7685546875s, input_fired_time: 28.9156208038, output_fired_time: 8.9110450745, propagate_forward_time: 757.5225219727, propagate_backward_time: 1126.2672119141, weight_update_time: 0.6665235758, other_time: 32.1522216797
epoch time: 160.7288208008s, input_fired_time: 1.6251907349, output_fired_time: 0.0000000000, propagate_forward_time: 153.6439971924, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.4596405029
validation[ , genome 10984] predictions: 6676/ 10000 (66.76%), best: 6676/10000 (66.76%), error: 9515.75293, best error: 9515.75293 on epoch: 44, epoch: 44/100, mu: 0.9529194236, learning_rate: 0.0000868599, weight_decay: 0.0000504367
epoch time: 1946.1342773438s, input_fired_time: 29.0968074799, output_fired_time: 8.9404115677, propagate_forward_time: 758.6558837891, propagate_backward_time: 1128.4748535156, weight_update_time: 0.6621907949, other_time: 20.9663085938
epoch time: 157.2624969482s, input_fired_time: 1.6043155193, output_fired_time: 0.0000000000, propagate_forward_time: 152.4607849121, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1974029541
validation[ , genome 10984] predictions: 6534/ 10000 (65.34%), best: 6676/10000 (66.76%), error: 9874.39551, best error: 9515.75293 on epoch: 44, epoch: 45/100, mu: 0.9550555348, learning_rate: 0.0000811840, weight_decay: 0.0000479581
epoch time: 1941.2542724609s, input_fired_time: 29.2420902252, output_fired_time: 8.9588727951, propagate_forward_time: 756.8125000000, propagate_backward_time: 1128.0843505859, weight_update_time: 0.6591126919, other_time: 18.1564941406
epoch time: 157.2671966553s, input_fired_time: 1.5977903605, output_fired_time: 0.0000000000, propagate_forward_time: 152.4765167236, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1928863525
validation[ , genome 10984] predictions: 6665/ 10000 (66.65%), best: 6676/10000 (66.76%), error: 9531.36426, best error: 9515.75293 on epoch: 44, epoch: 46/100, mu: 0.9570686221, learning_rate: 0.0000758790, weight_decay: 0.0000456012
epoch time: 1942.8525390625s, input_fired_time: 29.0108604431, output_fired_time: 8.9354915619, propagate_forward_time: 756.5568847656, propagate_backward_time: 1130.0545654297, weight_update_time: 0.6675593257, other_time: 18.2946777344
epoch time: 157.9300384521s, input_fired_time: 1.6363849640, output_fired_time: 0.0000000000, propagate_forward_time: 153.0376739502, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2559814453
validation[ , genome 10984] predictions: 6603/ 10000 (66.03%), best: 6676/10000 (66.76%), error: 9590.30664, best error: 9515.75293 on epoch: 44, epoch: 47/100, mu: 0.9589657187, learning_rate: 0.0000709207, weight_decay: 0.0000433602
epoch time: 1942.1622314453s, input_fired_time: 29.0341510773, output_fired_time: 8.9984035492, propagate_forward_time: 755.7406616211, propagate_backward_time: 1130.1287841797, weight_update_time: 0.6585978866, other_time: 18.2601318359
epoch time: 158.6180114746s, input_fired_time: 1.6138000488, output_fired_time: 0.0000000000, propagate_forward_time: 153.8230133057, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1811981201
validation[ , genome 10984] predictions: 6637/ 10000 (66.37%), best: 6676/10000 (66.76%), error: 9651.96484, best error: 9515.75293 on epoch: 44, epoch: 48/100, mu: 0.9607535005, learning_rate: 0.0000662864, weight_decay: 0.0000412293
epoch time: 1942.9630126953s, input_fired_time: 29.1959571838, output_fired_time: 8.9069557190, propagate_forward_time: 757.2889404297, propagate_backward_time: 1129.1008300781, weight_update_time: 0.6533161402, other_time: 18.4703369141
epoch time: 157.0871734619s, input_fired_time: 1.6202365160, output_fired_time: 0.0000000000, propagate_forward_time: 152.2104187012, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2565155029
validation[ , genome 10984] predictions: 6697/ 10000 (66.97%), best: 6697/10000 (66.97%), error: 9351.24316, best error: 9351.24316 on epoch: 49, epoch: 49/100, mu: 0.9624382854, learning_rate: 0.0000619549, weight_decay: 0.0000392031
epoch time: 1944.5902099609s, input_fired_time: 29.1962947845, output_fired_time: 8.9119510651, propagate_forward_time: 757.8590698242, propagate_backward_time: 1129.4432373047, weight_update_time: 0.6614246368, other_time: 19.1795654297
epoch time: 158.0280761719s, input_fired_time: 1.6312124729, output_fired_time: 0.0000000000, propagate_forward_time: 153.2239685059, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1728973389
validation[ , genome 10984] predictions: 6687/ 10000 (66.87%), best: 6697/10000 (66.97%), error: 9547.57910, best error: 9351.24316 on epoch: 49, epoch: 50/100, mu: 0.9640260339, learning_rate: 0.0000579065, weight_decay: 0.0000372765
epoch time: 1944.7098388672s, input_fired_time: 29.0636463165, output_fired_time: 8.9949274063, propagate_forward_time: 757.6639404297, propagate_backward_time: 1130.7625732422, weight_update_time: 0.6532850862, other_time: 18.2248535156
epoch time: 156.9304046631s, input_fired_time: 1.6125423908, output_fired_time: 0.0000000000, propagate_forward_time: 152.0954132080, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2224426270
validation[ , genome 10984] predictions: 6690/ 10000 (66.90%), best: 6697/10000 (66.97%), error: 9472.44336, best error: 9351.24316 on epoch: 49, epoch: 51/100, mu: 0.9655223489, learning_rate: 0.0000541226, weight_decay: 0.0000354445
epoch time: 1938.6896972656s, input_fired_time: 29.0550270081, output_fired_time: 8.9596900940, propagate_forward_time: 755.6443481445, propagate_backward_time: 1126.8182373047, weight_update_time: 0.6491817832, other_time: 18.2122802734
epoch time: 158.1640167236s, input_fired_time: 1.6179770231, output_fired_time: 0.0000000000, propagate_forward_time: 153.3365173340, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2095184326
validation[ , genome 10984] predictions: 6524/ 10000 (65.24%), best: 6697/10000 (66.97%), error: 9941.05859, best error: 9351.24316 on epoch: 49, epoch: 52/100, mu: 0.9669324160, learning_rate: 0.0000505859, weight_decay: 0.0000337027
epoch time: 1935.4412841797s, input_fired_time: 29.2338047028, output_fired_time: 8.8353414536, propagate_forward_time: 754.3734741211, propagate_backward_time: 1125.0028076172, weight_update_time: 0.6536062360, other_time: 17.9959716797
epoch time: 156.0384521484s, input_fired_time: 1.6049206257, output_fired_time: 0.0000000000, propagate_forward_time: 151.3096313477, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1239013672
validation[ , genome 10984] predictions: 6635/ 10000 (66.35%), best: 6697/10000 (66.97%), error: 9631.99805, best error: 9351.24316 on epoch: 49, epoch: 53/100, mu: 0.9682613015, learning_rate: 0.0000472804, weight_decay: 0.0000320464
epoch time: 1942.4975585938s, input_fired_time: 29.1252803802, output_fired_time: 8.9211034775, propagate_forward_time: 758.1890258789, propagate_backward_time: 1128.1685791016, weight_update_time: 0.6562494040, other_time: 18.0936279297
epoch time: 157.3148345947s, input_fired_time: 1.6241731644, output_fired_time: 0.0000000000, propagate_forward_time: 152.5172271729, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1734313965
validation[ , genome 10984] predictions: 6682/ 10000 (66.82%), best: 6697/10000 (66.97%), error: 9453.05762, best error: 9351.24316 on epoch: 49, epoch: 54/100, mu: 0.9695135951, learning_rate: 0.0000441909, weight_decay: 0.0000304715
epoch time: 1942.3947753906s, input_fired_time: 29.2258644104, output_fired_time: 8.8798055649, propagate_forward_time: 756.4679565430, propagate_backward_time: 1129.7713623047, weight_update_time: 0.6717594266, other_time: 18.0499267578
epoch time: 156.5314941406s, input_fired_time: 1.6052763462, output_fired_time: 0.0000000000, propagate_forward_time: 151.7393341064, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1868896484
validation[ , genome 10984] predictions: 6633/ 10000 (66.33%), best: 6697/10000 (66.97%), error: 9599.17090, best error: 9351.24316 on epoch: 49, epoch: 55/100, mu: 0.9706937671, learning_rate: 0.0000413032, weight_decay: 0.0000289740
epoch time: 1939.8137207031s, input_fired_time: 29.2012920380, output_fired_time: 8.8623409271, propagate_forward_time: 756.1953125000, propagate_backward_time: 1127.4866943359, weight_update_time: 0.6434077621, other_time: 18.0681152344
epoch time: 156.3879699707s, input_fired_time: 1.6235616207, output_fired_time: 0.0000000000, propagate_forward_time: 151.5903015137, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1741027832
validation[ , genome 10984] predictions: 6682/ 10000 (66.82%), best: 6697/10000 (66.97%), error: 9444.70020, best error: 9351.24316 on epoch: 49, epoch: 56/100, mu: 0.9718059301, learning_rate: 0.0000386042, weight_decay: 0.0000275501
epoch time: 1935.9725341797s, input_fired_time: 29.1851119995, output_fired_time: 8.8401613235, propagate_forward_time: 755.7041625977, propagate_backward_time: 1124.1193847656, weight_update_time: 0.6549247503, other_time: 18.1237792969
epoch time: 157.0503082275s, input_fired_time: 1.6473858356, output_fired_time: 0.0000000000, propagate_forward_time: 152.1658782959, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2370452881
validation[ , genome 10984] predictions: 6655/ 10000 (66.55%), best: 6697/10000 (66.97%), error: 9640.52344, best error: 9351.24316 on epoch: 49, epoch: 57/100, mu: 0.9728540182, learning_rate: 0.0000360817, weight_decay: 0.0000261961
epoch time: 1943.0134277344s, input_fired_time: 29.1239795685, output_fired_time: 8.8777770996, propagate_forward_time: 755.8602905273, propagate_backward_time: 1131.0101318359, weight_update_time: 0.6450607181, other_time: 18.1412353516
epoch time: 156.4648284912s, input_fired_time: 1.6173686981, output_fired_time: 0.0000000000, propagate_forward_time: 151.6853027344, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1621551514
validation[ , genome 10984] predictions: 6798/ 10000 (67.98%), best: 6798/10000 (67.98%), error: 9209.90430, best error: 9209.90430 on epoch: 58, epoch: 58/100, mu: 0.9738417268, learning_rate: 0.0000337239, weight_decay: 0.0000249087
epoch time: 1947.2969970703s, input_fired_time: 29.1813488007, output_fired_time: 8.9555101395, propagate_forward_time: 758.7763671875, propagate_backward_time: 1132.1114501953, weight_update_time: 0.6531412601, other_time: 18.2722167969
epoch time: 157.6711273193s, input_fired_time: 1.6581541300, output_fired_time: 0.0000000000, propagate_forward_time: 152.7742309570, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2387390137
validation[ , genome 10984] predictions: 6755/ 10000 (67.55%), best: 6798/10000 (67.98%), error: 9339.29004, best error: 9209.90430 on epoch: 58, epoch: 59/100, mu: 0.9747725725, learning_rate: 0.0000315202, weight_decay: 0.0000236846
epoch time: 1946.4909667969s, input_fired_time: 29.2735671997, output_fired_time: 8.9409494400, propagate_forward_time: 758.0487060547, propagate_backward_time: 1131.9293212891, weight_update_time: 0.6443706155, other_time: 18.2984619141
epoch time: 157.1536407471s, input_fired_time: 1.6527117491, output_fired_time: 0.0000000000, propagate_forward_time: 152.3219757080, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1789550781
validation[ , genome 10984] predictions: 6732/ 10000 (67.32%), best: 6798/10000 (67.98%), error: 9425.56738, best error: 9209.90430 on epoch: 58, epoch: 60/100, mu: 0.9756497741, learning_rate: 0.0000294605, weight_decay: 0.0000225207
epoch time: 1939.4177246094s, input_fired_time: 29.2437133789, output_fired_time: 8.9332094193, propagate_forward_time: 754.8848876953, propagate_backward_time: 1128.3531494141, weight_update_time: 0.6422109008, other_time: 18.0028076172
epoch time: 157.5473785400s, input_fired_time: 1.6525398493, output_fired_time: 0.0000000000, propagate_forward_time: 152.7399291992, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1549072266
validation[ , genome 10984] predictions: 6754/ 10000 (67.54%), best: 6798/10000 (67.98%), error: 9215.70801, best error: 9209.90430 on epoch: 58, epoch: 61/100, mu: 0.9764764309, learning_rate: 0.0000275354, weight_decay: 0.0000214139
epoch time: 1935.8024902344s, input_fired_time: 29.2340145111, output_fired_time: 8.9025535583, propagate_forward_time: 754.1716308594, propagate_backward_time: 1125.4809570312, weight_update_time: 0.6583875418, other_time: 18.0133056641
epoch time: 157.0432434082s, input_fired_time: 1.6622409821, output_fired_time: 0.0000000000, propagate_forward_time: 152.2560577393, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1249389648
validation[ , genome 10984] predictions: 6734/ 10000 (67.34%), best: 6798/10000 (67.98%), error: 9331.85840, best error: 9209.90430 on epoch: 58, epoch: 62/100, mu: 0.9772554636, learning_rate: 0.0000257361, weight_decay: 0.0000203615
epoch time: 1950.3223876953s, input_fired_time: 29.2111759186, output_fired_time: 8.9932050705, propagate_forward_time: 758.6777343750, propagate_backward_time: 1135.1225585938, weight_update_time: 0.6452488303, other_time: 18.3177490234
epoch time: 160.0442810059s, input_fired_time: 1.6779415607, output_fired_time: 0.0000000000, propagate_forward_time: 155.1215515137, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2447814941
validation[ , genome 10984] predictions: 6732/ 10000 (67.32%), best: 6798/10000 (67.98%), error: 9466.92676, best error: 9209.90430 on epoch: 58, epoch: 63/100, mu: 0.9779896140, learning_rate: 0.0000240544, weight_decay: 0.0000193609
epoch time: 1964.7086181641s, input_fired_time: 29.6053447723, output_fired_time: 9.0995721817, propagate_forward_time: 764.0156860352, propagate_backward_time: 1143.6622314453, weight_update_time: 0.6430420280, other_time: 18.3258056641
epoch time: 158.5230712891s, input_fired_time: 1.6350058317, output_fired_time: 0.0000000000, propagate_forward_time: 153.6927032471, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1953582764
validation[ , genome 10984] predictions: 6791/ 10000 (67.91%), best: 6798/10000 (67.98%), error: 9248.86719, best error: 9209.90430 on epoch: 58, epoch: 64/100, mu: 0.9786815047, learning_rate: 0.0000224826, weight_decay: 0.0000184094
epoch time: 1946.5490722656s, input_fired_time: 29.2692623138, output_fired_time: 9.0115938187, propagate_forward_time: 757.5265502930, propagate_backward_time: 1132.6215820312, weight_update_time: 0.6366872787, other_time: 18.1201171875
epoch time: 157.1364898682s, input_fired_time: 1.6407095194, output_fired_time: 0.0000000000, propagate_forward_time: 152.3473205566, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1484527588
validation[ , genome 10984] predictions: 6711/ 10000 (67.11%), best: 6798/10000 (67.98%), error: 9395.12695, best error: 9209.90430 on epoch: 58, epoch: 65/100, mu: 0.9793335199, learning_rate: 0.0000210134, weight_decay: 0.0000175047
epoch time: 1931.8642578125s, input_fired_time: 29.1124687195, output_fired_time: 8.8384304047, propagate_forward_time: 751.2711791992, propagate_backward_time: 1124.7148437500, weight_update_time: 0.6430340409, other_time: 17.9274902344
epoch time: 156.6875305176s, input_fired_time: 1.6240185499, output_fired_time: 0.0000000000, propagate_forward_time: 151.8765716553, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1869354248
validation[ , genome 10984] predictions: 6779/ 10000 (67.79%), best: 6779/10000 (67.79%), error: 9169.16113, best error: 9169.16113 on epoch: 66, epoch: 66/100, mu: 0.9799479842, learning_rate: 0.0000196403, weight_decay: 0.0000166444
epoch time: 1941.7570800781s, input_fired_time: 29.3367481232, output_fired_time: 8.9696416855, propagate_forward_time: 755.6773681641, propagate_backward_time: 1129.6986083984, weight_update_time: 0.6444991231, other_time: 18.0747070312
epoch time: 156.6457519531s, input_fired_time: 1.6286624670, output_fired_time: 0.0000000000, propagate_forward_time: 151.8809356689, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1361541748
validation[ , genome 10984] predictions: 6806/ 10000 (68.06%), best: 6806/10000 (68.06%), error: 9154.20996, best error: 9154.20996 on epoch: 67, epoch: 67/100, mu: 0.9805270433, learning_rate: 0.0000183569, weight_decay: 0.0000158265
epoch time: 1935.7685546875s, input_fired_time: 29.1703071594, output_fired_time: 8.8666524887, propagate_forward_time: 754.0745239258, propagate_backward_time: 1125.7076416016, weight_update_time: 0.6358544827, other_time: 17.9493408203
epoch time: 156.8351898193s, input_fired_time: 1.6509376764, output_fired_time: 0.0000000000, propagate_forward_time: 152.0162658691, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1679840088
validation[ , genome 10984] predictions: 6763/ 10000 (67.63%), best: 6806/10000 (68.06%), error: 9256.45020, best error: 9154.20996 on epoch: 67, epoch: 68/100, mu: 0.9810727835, learning_rate: 0.0000171574, weight_decay: 0.0000150487
epoch time: 1938.3997802734s, input_fired_time: 29.2542419434, output_fired_time: 8.9580898285, propagate_forward_time: 755.2316894531, propagate_backward_time: 1126.9398193359, weight_update_time: 0.6460407972, other_time: 18.0158691406
epoch time: 157.6057128906s, input_fired_time: 1.6416847706, output_fired_time: 0.0000000000, propagate_forward_time: 152.7113800049, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2526550293
validation[ , genome 10984] predictions: 6753/ 10000 (67.53%), best: 6806/10000 (68.06%), error: 9236.00195, best error: 9154.20996 on epoch: 67, epoch: 69/100, mu: 0.9815870523, learning_rate: 0.0000160362, weight_decay: 0.0000143091
epoch time: 1936.0406494141s, input_fired_time: 29.0828056335, output_fired_time: 8.9055843353, propagate_forward_time: 755.0140991211, propagate_backward_time: 1124.8153076172, weight_update_time: 0.6899143457, other_time: 18.2227783203
epoch time: 157.2241668701s, input_fired_time: 1.6384915113, output_fired_time: 0.0000000000, propagate_forward_time: 152.4284973145, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1571807861
validation[ , genome 10984] predictions: 6796/ 10000 (67.96%), best: 6806/10000 (68.06%), error: 9206.03418, best error: 9154.20996 on epoch: 67, epoch: 70/100, mu: 0.9820716977, learning_rate: 0.0000149884, weight_decay: 0.0000136059
epoch time: 1941.1563720703s, input_fired_time: 29.3329582214, output_fired_time: 8.9298133850, propagate_forward_time: 756.0144042969, propagate_backward_time: 1128.6400146484, weight_update_time: 0.6465255618, other_time: 18.2391357422
epoch time: 157.0646514893s, input_fired_time: 1.6529762745, output_fired_time: 0.0000000000, propagate_forward_time: 152.2724456787, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1392364502
validation[ , genome 10984] predictions: 6828/ 10000 (68.28%), best: 6806/10000 (68.06%), error: 9183.86621, best error: 9154.20996 on epoch: 67, epoch: 71/100, mu: 0.9825284481, learning_rate: 0.0000140089, weight_decay: 0.0000129373
epoch time: 1945.0019531250s, input_fired_time: 29.4736938477, output_fired_time: 8.9700746536, propagate_forward_time: 758.5198974609, propagate_backward_time: 1129.8953857422, weight_update_time: 0.6529238224, other_time: 18.1429443359
epoch time: 157.3874969482s, input_fired_time: 1.6819844246, output_fired_time: 0.0000000000, propagate_forward_time: 152.4848327637, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2206726074
validation[ , genome 10984] predictions: 6779/ 10000 (67.79%), best: 6806/10000 (68.06%), error: 9197.15918, best error: 9154.20996 on epoch: 67, epoch: 72/100, mu: 0.9829588532, learning_rate: 0.0000130935, weight_decay: 0.0000123015
epoch time: 1942.7220458984s, input_fired_time: 29.2017116547, output_fired_time: 8.9315586090, propagate_forward_time: 756.2288818359, propagate_backward_time: 1130.1451416016, weight_update_time: 0.6574613452, other_time: 18.2148437500
epoch time: 156.9013977051s, input_fired_time: 1.6798372269, output_fired_time: 0.0000000000, propagate_forward_time: 152.0734100342, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1481475830
validation[ , genome 10984] predictions: 6798/ 10000 (67.98%), best: 6798/10000 (67.98%), error: 9120.21094, best error: 9120.21094 on epoch: 73, epoch: 73/100, mu: 0.9833644629, learning_rate: 0.0000122379, weight_decay: 0.0000116969
epoch time: 1942.9703369141s, input_fired_time: 29.1464500427, output_fired_time: 8.9271097183, propagate_forward_time: 758.1064453125, propagate_backward_time: 1128.4884033203, weight_update_time: 0.6553965807, other_time: 18.3018798828
epoch time: 157.5880584717s, input_fired_time: 1.6396986246, output_fired_time: 0.0000000000, propagate_forward_time: 152.7030334473, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2453308105
validation[ , genome 10984] predictions: 6790/ 10000 (67.90%), best: 6798/10000 (67.98%), error: 9188.91699, best error: 9120.21094 on epoch: 73, epoch: 74/100, mu: 0.9837467074, learning_rate: 0.0000114382, weight_decay: 0.0000111221
epoch time: 1950.0590820312s, input_fired_time: 29.3360404968, output_fired_time: 8.9801445007, propagate_forward_time: 759.0733642578, propagate_backward_time: 1134.4112548828, weight_update_time: 0.6386221647, other_time: 18.2583007812
epoch time: 157.8357238770s, input_fired_time: 1.6300991774, output_fired_time: 0.0000000000, propagate_forward_time: 152.9460906982, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2595367432
validation[ , genome 10984] predictions: 6828/ 10000 (68.28%), best: 6828/10000 (68.28%), error: 9099.43848, best error: 9099.43848 on epoch: 75, epoch: 75/100, mu: 0.9841069579, learning_rate: 0.0000106908, weight_decay: 0.0000105755
epoch time: 1941.6409912109s, input_fired_time: 29.2551517487, output_fired_time: 8.9375324249, propagate_forward_time: 754.2801513672, propagate_backward_time: 1131.2110595703, weight_update_time: 0.6377192140, other_time: 17.9571533203
epoch time: 157.6633911133s, input_fired_time: 1.6558544636, output_fired_time: 0.0000000000, propagate_forward_time: 152.7671051025, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2404327393
validation[ , genome 10984] predictions: 6821/ 10000 (68.21%), best: 6821/10000 (68.21%), error: 9097.92480, best error: 9097.92480 on epoch: 76, epoch: 76/100, mu: 0.9844464660, learning_rate: 0.0000099922, weight_decay: 0.0000100558
epoch time: 1939.8057861328s, input_fired_time: 29.3580703735, output_fired_time: 8.8574352264, propagate_forward_time: 755.2923583984, propagate_backward_time: 1128.2020263672, weight_update_time: 0.6665852070, other_time: 18.0959472656
epoch time: 159.3754425049s, input_fired_time: 1.6697630882, output_fired_time: 0.0000000000, propagate_forward_time: 154.4999694824, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2057037354
validation[ , genome 10984] predictions: 6833/ 10000 (68.33%), best: 6821/10000 (68.21%), error: 9102.99023, best error: 9097.92480 on epoch: 76, epoch: 77/100, mu: 0.9847663641, learning_rate: 0.0000093393, weight_decay: 0.0000095616
epoch time: 1939.3658447266s, input_fired_time: 29.3317203522, output_fired_time: 8.9170827866, propagate_forward_time: 754.9593505859, propagate_backward_time: 1128.0063476562, weight_update_time: 0.6631107926, other_time: 18.1513671875
epoch time: 156.6846313477s, input_fired_time: 1.6813358068, output_fired_time: 0.0000000000, propagate_forward_time: 151.8867950439, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1165008545
validation[ , genome 10984] predictions: 6842/ 10000 (68.42%), best: 6821/10000 (68.21%), error: 9123.34473, best error: 9097.92480 on epoch: 76, epoch: 78/100, mu: 0.9850678444, learning_rate: 0.0000087290, weight_decay: 0.0000090917
epoch time: 1935.4061279297s, input_fired_time: 29.3054790497, output_fired_time: 9.0140552521, propagate_forward_time: 752.5957031250, propagate_backward_time: 1126.5969238281, weight_update_time: 0.6377138495, other_time: 17.8940429688
epoch time: 156.8754882812s, input_fired_time: 1.6709140539, output_fired_time: 0.0000000000, propagate_forward_time: 152.0504455566, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1541290283
validation[ , genome 10984] predictions: 6810/ 10000 (68.10%), best: 6821/10000 (68.21%), error: 9107.41895, best error: 9097.92480 on epoch: 76, epoch: 79/100, mu: 0.9853519797, learning_rate: 0.0000081586, weight_decay: 0.0000086449
epoch time: 1938.4012451172s, input_fired_time: 29.3490982056, output_fired_time: 8.8793115616, propagate_forward_time: 754.2921142578, propagate_backward_time: 1127.7680664062, weight_update_time: 0.6574298739, other_time: 18.1126708984
epoch time: 156.5416870117s, input_fired_time: 1.6524456739, output_fired_time: 0.0000000000, propagate_forward_time: 151.7612304688, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1280059814
validation[ , genome 10984] predictions: 6831/ 10000 (68.31%), best: 6831/10000 (68.31%), error: 9089.26660, best error: 9089.26660 on epoch: 80, epoch: 80/100, mu: 0.9856197238, learning_rate: 0.0000076255, weight_decay: 0.0000082200
epoch time: 1938.4311523438s, input_fired_time: 29.2875499725, output_fired_time: 8.9754085541, propagate_forward_time: 754.7229614258, propagate_backward_time: 1127.3576660156, weight_update_time: 0.6473614573, other_time: 18.0874023438
epoch time: 157.7399902344s, input_fired_time: 1.6710126400, output_fired_time: 0.0000000000, propagate_forward_time: 152.8305816650, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2384033203
validation[ , genome 10984] predictions: 6789/ 10000 (67.89%), best: 6789/10000 (67.89%), error: 9084.26758, best error: 9084.26758 on epoch: 81, epoch: 81/100, mu: 0.9858720303, learning_rate: 0.0000071272, weight_decay: 0.0000078161
epoch time: 1943.1881103516s, input_fired_time: 29.3483924866, output_fired_time: 8.9974822998, propagate_forward_time: 757.5025024414, propagate_backward_time: 1129.2351074219, weight_update_time: 0.6454075575, other_time: 18.1047363281
epoch time: 157.0184631348s, input_fired_time: 1.6588050127, output_fired_time: 0.0000000000, propagate_forward_time: 152.1732025146, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1864624023
validation[ , genome 10984] predictions: 6857/ 10000 (68.57%), best: 6857/10000 (68.57%), error: 9064.90430, best error: 9064.90430 on epoch: 82, epoch: 82/100, mu: 0.9861098528, learning_rate: 0.0000066615, weight_decay: 0.0000074320
epoch time: 1950.3754882812s, input_fired_time: 29.3048648834, output_fired_time: 9.0287475586, propagate_forward_time: 759.4867553711, propagate_backward_time: 1134.3579101562, weight_update_time: 0.6675750613, other_time: 18.1972656250
epoch time: 158.4127044678s, input_fired_time: 1.6807380915, output_fired_time: 0.0000000000, propagate_forward_time: 153.5787353516, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1532287598
validation[ , genome 10984] predictions: 6865/ 10000 (68.65%), best: 6865/10000 (68.65%), error: 9051.09277, best error: 9051.09277 on epoch: 83, epoch: 83/100, mu: 0.9863339663, learning_rate: 0.0000062262, weight_decay: 0.0000070667
epoch time: 1945.4468994141s, input_fired_time: 29.3091793060, output_fired_time: 8.9286088943, propagate_forward_time: 758.2052612305, propagate_backward_time: 1130.6695556641, weight_update_time: 0.6421710849, other_time: 18.3343505859
epoch time: 155.8970184326s, input_fired_time: 1.6460402012, output_fired_time: 0.0000000000, propagate_forward_time: 151.1148681641, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1361083984
validation[ , genome 10984] predictions: 6842/ 10000 (68.42%), best: 6865/10000 (68.65%), error: 9072.10938, best error: 9051.09277 on epoch: 83, epoch: 84/100, mu: 0.9865451455, learning_rate: 0.0000058193, weight_decay: 0.0000067194
epoch time: 1938.5164794922s, input_fired_time: 29.3580856323, output_fired_time: 8.9061393738, propagate_forward_time: 754.8813476562, propagate_backward_time: 1127.2736816406, weight_update_time: 0.6421675682, other_time: 18.0972900391
epoch time: 157.0697937012s, input_fired_time: 1.6613515615, output_fired_time: 0.0000000000, propagate_forward_time: 152.2814636230, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1269836426
validation[ , genome 10984] predictions: 6851/ 10000 (68.51%), best: 6865/10000 (68.65%), error: 9083.54688, best error: 9051.09277 on epoch: 83, epoch: 85/100, mu: 0.9867441654, learning_rate: 0.0000054391, weight_decay: 0.0000063892
epoch time: 1940.7685546875s, input_fired_time: 29.4514484406, output_fired_time: 8.9343957901, propagate_forward_time: 757.0227661133, propagate_backward_time: 1127.3767089844, weight_update_time: 0.6663592458, other_time: 17.9831542969
epoch time: 156.3768768311s, input_fired_time: 1.6427284479, output_fired_time: 0.0000000000, propagate_forward_time: 151.6166687012, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1174774170
validation[ , genome 10984] predictions: 6831/ 10000 (68.31%), best: 6865/10000 (68.65%), error: 9074.46094, best error: 9051.09277 on epoch: 83, epoch: 86/100, mu: 0.9869317412, learning_rate: 0.0000050836, weight_decay: 0.0000060752
epoch time: 1940.0947265625s, input_fired_time: 29.3262672424, output_fired_time: 8.9070425034, propagate_forward_time: 755.1455688477, propagate_backward_time: 1128.5112304688, weight_update_time: 0.6533384919, other_time: 18.2045898438
epoch time: 158.2653350830s, input_fired_time: 1.6494250298, output_fired_time: 0.0000000000, propagate_forward_time: 153.4254455566, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1904602051
validation[ , genome 10984] predictions: 6848/ 10000 (68.48%), best: 6848/10000 (68.48%), error: 9042.72754, best error: 9042.72754 on epoch: 87, epoch: 87/100, mu: 0.9871084690, learning_rate: 0.0000047515, weight_decay: 0.0000057767
epoch time: 2023.3608398438s, input_fired_time: 29.2677764893, output_fired_time: 8.9496984482, propagate_forward_time: 757.4479980469, propagate_backward_time: 1124.5179443359, weight_update_time: 0.6446048021, other_time: 103.1773681641
epoch time: 164.8488006592s, input_fired_time: 1.6513484716, output_fired_time: 0.0000000000, propagate_forward_time: 151.8368835449, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 11.3605651855
validation[ , genome 10984] predictions: 6834/ 10000 (68.34%), best: 6848/10000 (68.48%), error: 9076.19824, best error: 9042.72754 on epoch: 87, epoch: 88/100, mu: 0.9872750640, learning_rate: 0.0000044410, weight_decay: 0.0000054928
epoch time: 2011.7352294922s, input_fired_time: 29.3174247742, output_fired_time: 8.8779859543, propagate_forward_time: 757.0346069336, propagate_backward_time: 1123.4266357422, weight_update_time: 0.6471732855, other_time: 93.0787353516
epoch time: 171.5843353271s, input_fired_time: 1.6510028839, output_fired_time: 0.0000000000, propagate_forward_time: 152.4323120117, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 17.5010223389
validation[ , genome 10984] predictions: 6842/ 10000 (68.42%), best: 6848/10000 (68.48%), error: 9050.03711, best error: 9042.72754 on epoch: 87, epoch: 89/100, mu: 0.9874320626, learning_rate: 0.0000041508, weight_decay: 0.0000052228
epoch time: 2015.3239746094s, input_fired_time: 29.2850589752, output_fired_time: 8.8362407684, propagate_forward_time: 755.7149047852, propagate_backward_time: 1121.4127197266, weight_update_time: 0.6481865644, other_time: 100.0750732422
epoch time: 171.7165222168s, input_fired_time: 1.6417506933, output_fired_time: 0.0000000000, propagate_forward_time: 152.3170166016, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 17.7577514648
validation[ , genome 10984] predictions: 6857/ 10000 (68.57%), best: 6857/10000 (68.57%), error: 9034.88086, best error: 9034.88086 on epoch: 90, epoch: 90/100, mu: 0.9875800014, learning_rate: 0.0000038795, weight_decay: 0.0000049662
epoch time: 2026.3997802734s, input_fired_time: 29.2270393372, output_fired_time: 8.8656244278, propagate_forward_time: 759.9760131836, propagate_backward_time: 1123.3299560547, weight_update_time: 0.6583414674, other_time: 105.0010986328
epoch time: 173.7373657227s, input_fired_time: 1.6635763645, output_fired_time: 0.0000000000, propagate_forward_time: 154.3143005371, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 17.7594909668
validation[ , genome 10984] predictions: 6831/ 10000 (68.31%), best: 6857/10000 (68.57%), error: 9042.72070, best error: 9034.88086 on epoch: 90, epoch: 91/100, mu: 0.9877194166, learning_rate: 0.0000036260, weight_decay: 0.0000047221
epoch time: 2029.7330322266s, input_fired_time: 29.3063850403, output_fired_time: 9.0101070404, propagate_forward_time: 764.9457397461, propagate_backward_time: 1129.7160644531, weight_update_time: 0.6535262465, other_time: 96.7546386719
epoch time: 170.8209228516s, input_fired_time: 1.6613686085, output_fired_time: 0.0000000000, propagate_forward_time: 152.2977600098, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 16.8618011475
validation[ , genome 10984] predictions: 6855/ 10000 (68.55%), best: 6857/10000 (68.57%), error: 9059.23438, best error: 9034.88086 on epoch: 90, epoch: 92/100, mu: 0.9878507853, learning_rate: 0.0000033891, weight_decay: 0.0000044900
epoch time: 2025.8138427734s, input_fired_time: 29.1728649139, output_fired_time: 8.8108549118, propagate_forward_time: 756.8915405273, propagate_backward_time: 1123.1434326172, weight_update_time: 0.6450098753, other_time: 107.7950439453
epoch time: 173.5208129883s, input_fired_time: 1.6771967411, output_fired_time: 0.0000000000, propagate_forward_time: 153.0264587402, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 18.8171539307
validation[ , genome 10984] predictions: 6859/ 10000 (68.59%), best: 6859/10000 (68.59%), error: 9010.07617, best error: 9010.07617 on epoch: 93, epoch: 93/100, mu: 0.9879745841, learning_rate: 0.0000031676, weight_decay: 0.0000042694
epoch time: 2031.2864990234s, input_fired_time: 29.3177165985, output_fired_time: 8.8172016144, propagate_forward_time: 759.6795654297, propagate_backward_time: 1123.2972412109, weight_update_time: 0.6641346812, other_time: 110.1746826172
epoch time: 175.6390380859s, input_fired_time: 1.6558122635, output_fired_time: 0.0000000000, propagate_forward_time: 153.3970642090, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 20.5861663818
validation[ , genome 10984] predictions: 6833/ 10000 (68.33%), best: 6859/10000 (68.59%), error: 9082.14551, best error: 9010.07617 on epoch: 93, epoch: 94/100, mu: 0.9880912900, learning_rate: 0.0000029606, weight_decay: 0.0000040596
epoch time: 2010.5283203125s, input_fired_time: 29.1582946777, output_fired_time: 8.8881797791, propagate_forward_time: 754.3402099609, propagate_backward_time: 1123.3745117188, weight_update_time: 0.6588846445, other_time: 94.7670898438
epoch time: 167.2317352295s, input_fired_time: 1.6555701494, output_fired_time: 0.0000000000, propagate_forward_time: 151.8035888672, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 13.7725830078
validation[ , genome 10984] predictions: 6843/ 10000 (68.43%), best: 6859/10000 (68.59%), error: 9024.51855, best error: 9010.07617 on epoch: 93, epoch: 95/100, mu: 0.9882012606, learning_rate: 0.0000027672, weight_decay: 0.0000038601
epoch time: 1992.6031494141s, input_fired_time: 29.0819301605, output_fired_time: 8.8503875732, propagate_forward_time: 753.2251586914, propagate_backward_time: 1119.8352050781, weight_update_time: 0.6529366970, other_time: 81.6105957031
epoch time: 167.1288146973s, input_fired_time: 1.6632200480, output_fired_time: 0.0000000000, propagate_forward_time: 151.6049652100, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 13.8606262207
validation[ , genome 10984] predictions: 6833/ 10000 (68.33%), best: 6859/10000 (68.59%), error: 9039.21973, best error: 9010.07617 on epoch: 93, epoch: 96/100, mu: 0.9883048534, learning_rate: 0.0000025864, weight_decay: 0.0000036704
epoch time: 2000.1127929688s, input_fired_time: 29.2321796417, output_fired_time: 8.9341955185, propagate_forward_time: 752.9893188477, propagate_backward_time: 1120.6085205078, weight_update_time: 0.6381562352, other_time: 88.3485107422
epoch time: 170.2375793457s, input_fired_time: 1.6707216501, output_fired_time: 0.0000000000, propagate_forward_time: 152.5763549805, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 15.9905090332
validation[ , genome 10984] predictions: 6846/ 10000 (68.46%), best: 6859/10000 (68.59%), error: 9018.76074, best error: 9010.07617 on epoch: 93, epoch: 97/100, mu: 0.9884024858, learning_rate: 0.0000024174, weight_decay: 0.0000034900
epoch time: 2006.6435546875s, input_fired_time: 29.1231594086, output_fired_time: 8.9006900787, propagate_forward_time: 753.3316650391, propagate_backward_time: 1121.6746826172, weight_update_time: 0.6483597159, other_time: 93.6134033203
epoch time: 167.2944335938s, input_fired_time: 1.6545482874, output_fired_time: 0.0000000000, propagate_forward_time: 152.2046051025, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 13.4352874756
validation[ , genome 10984] predictions: 6854/ 10000 (68.54%), best: 6854/10000 (68.54%), error: 8975.12695, best error: 8975.12695 on epoch: 98, epoch: 98/100, mu: 0.9884945154, learning_rate: 0.0000022594, weight_decay: 0.0000033185
epoch time: 2020.6665039062s, input_fired_time: 29.2076244354, output_fired_time: 8.8837471008, propagate_forward_time: 758.3109741211, propagate_backward_time: 1121.1378173828, weight_update_time: 0.6373860836, other_time: 103.1263427734
epoch time: 175.3335723877s, input_fired_time: 1.6559892893, output_fired_time: 0.0000000000, propagate_forward_time: 154.4735870361, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 19.2039947510
validation[ , genome 10984] predictions: 6859/ 10000 (68.59%), best: 6854/10000 (68.54%), error: 9025.94727, best error: 8975.12695 on epoch: 98, epoch: 99/100, mu: 0.9885812402, learning_rate: 0.0000021118, weight_decay: 0.0000031554
epoch time: 2033.8970947266s, input_fired_time: 29.3764686584, output_fired_time: 8.9138612747, propagate_forward_time: 764.9022216797, propagate_backward_time: 1127.3515625000, weight_update_time: 0.6635854244, other_time: 103.3530273438
epoch time: 168.7659912109s, input_fired_time: 1.6737786531, output_fired_time: 0.0000000000, propagate_forward_time: 152.0970764160, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 14.9951324463
validation[ , genome 10984] predictions: 6860/ 10000 (68.60%), best: 6854/10000 (68.54%), error: 8992.49023, best error: 8975.12695 on epoch: 98, epoch: 100/100, mu: 0.9886629581, learning_rate: 0.0000019738, weight_decay: 0.0000030003
evaluating best weights on full training data.
evaluting training set with running mean/variance:
epoch time: 840.4769897461s, input_fired_time: 8.3290863037, output_fired_time: 0.0000000000, propagate_forward_time: 757.4699096680, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 74.6779785156
best training[ , genome 10984] predictions: 38635/ 50000 (77.27%), best: 6854/10000 (68.54%), error: 35104.66797, best error: 8975.12695 on epoch: 98, epoch: 101/100, mu: 0.9887399673, learning_rate: 0.0000018448, weight_decay: 0.0000028529
evaluating best weights on test data.
evaluting test set with running mean/variance:
epoch time: 165.3223876953s, input_fired_time: 1.6590586901, output_fired_time: 0.0000000000, propagate_forward_time: 151.5758209229, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 12.0875091553
testing[ , genome 10984] predictions: 6854/ 10000 (68.54%), best: 6854/10000 (68.54%), error: 8975.12695, best error: 8975.12695 on epoch: 98, epoch: 101/100, mu: 0.9887399673, learning_rate: 0.0000018448, weight_decay: 0.0000028529
backpropagation finished successfully!
02:01:32 (16677): called boinc_finish(0)
</stderr_txt>
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