Nameexact_genome_1512568488_43_7068_0
Workunit2606654
Created7 Dec 2017, 23:40:41 UTC
Sent7 Dec 2017, 23:49:11 UTC
Report deadline22 Dec 2017, 14:02:03 UTC
Received8 Dec 2017, 13:58:59 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID65413
Run time5 hours 43 min 44 sec
CPU time5 hours 43 min 38 sec
Validate stateValid
Credit3,648.07
Device peak FLOPS3.78 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size153.98 MB
Peak swap size155.69 MB
Peak disk usage1.51 MB

Stderr output

<core_client_version>7.6.31</core_client_version>
<![CDATA[
<stderr_txt>
14.4243011475s, input_fired_time: 0.1956826001, output_fired_time: 0.0000000000, propagate_forward_time: 13.7236938477, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5049247742
validation[          , genome  7068] predictions:    9727/  10000 (97.27%), best:    9778/10000 (97.78%), error:       909.43591, best error:       817.75293 on epoch:    12, epoch:   14/100, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 182.1300201416s, input_fired_time: 1.8228121996, output_fired_time: 1.2155406475, propagate_forward_time: 70.6910705566, propagate_backward_time: 105.5438003540, weight_update_time: 0.1347571462, other_time: 2.8567886353
epoch time: 14.8987684250s, input_fired_time: 0.1996142566, output_fired_time: 0.0000000000, propagate_forward_time: 14.1956806183, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5034732819
validation[          , genome  7068] predictions:    9737/  10000 (97.37%), best:    9778/10000 (97.78%), error:       853.63507, best error:       817.75293 on epoch:    12, epoch:   15/100, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 185.6573944092s, input_fired_time: 1.8385002613, output_fired_time: 1.2344765663, propagate_forward_time: 72.6868209839, propagate_backward_time: 107.0335922241, weight_update_time: 0.1362845600, other_time: 2.8639984131
epoch time: 14.3940601349s, input_fired_time: 0.1938578933, output_fired_time: 0.0000000000, propagate_forward_time: 13.7112331390, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4889688492
validation[          , genome  7068] predictions:    9750/  10000 (97.50%), best:    9750/10000 (97.50%), error:       799.49969, best error:       799.49969 on epoch:    16, epoch:   16/100, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 189.2217102051s, input_fired_time: 1.8848242760, output_fired_time: 1.2502472401, propagate_forward_time: 73.7153015137, propagate_backward_time: 109.3925094604, weight_update_time: 0.1416273713, other_time: 2.9788284302
epoch time: 15.8479900360s, input_fired_time: 0.2130515724, output_fired_time: 0.0000000000, propagate_forward_time: 15.0871620178, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5477762222
validation[          , genome  7068] predictions:    9700/  10000 (97.00%), best:    9750/10000 (97.50%), error:      1000.49152, best error:       799.49969 on epoch:    16, epoch:   17/100, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 190.4987182617s, input_fired_time: 1.8645707369, output_fired_time: 1.2660523653, propagate_forward_time: 74.3366165161, propagate_backward_time: 110.0732803345, weight_update_time: 0.1416839957, other_time: 2.9581909180
epoch time: 14.6156377792s, input_fired_time: 0.1974814683, output_fired_time: 0.0000000000, propagate_forward_time: 13.9110898972, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5070667267
validation[          , genome  7068] predictions:    9757/  10000 (97.57%), best:    9750/10000 (97.50%), error:       830.67627, best error:       799.49969 on epoch:    16, epoch:   18/100, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 186.3914184570s, input_fired_time: 1.8398085833, output_fired_time: 1.2484645844, propagate_forward_time: 72.6561965942, propagate_backward_time: 107.7675170898, weight_update_time: 0.1376523972, other_time: 2.8794326782
epoch time: 14.6490983963s, input_fired_time: 0.1972071826, output_fired_time: 0.0000000000, propagate_forward_time: 13.9567918777, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4950990677
validation[          , genome  7068] predictions:    9723/  10000 (97.23%), best:    9750/10000 (97.50%), error:       887.06458, best error:       799.49969 on epoch:    16, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 200.0840911865s, input_fired_time: 1.9306666851, output_fired_time: 1.3177490234, propagate_forward_time: 78.0589904785, propagate_backward_time: 115.7177505493, weight_update_time: 0.1466073245, other_time: 3.0589370728
epoch time: 14.7750911713s, input_fired_time: 0.1988736093, output_fired_time: 0.0000000000, propagate_forward_time: 14.0632095337, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5130081177
validation[          , genome  7068] predictions:    9735/  10000 (97.35%), best:    9750/10000 (97.50%), error:       857.40710, best error:       799.49969 on epoch:    16, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 201.4507751465s, input_fired_time: 1.9398566484, output_fired_time: 1.3154952526, propagate_forward_time: 78.3649749756, propagate_backward_time: 116.7695846558, weight_update_time: 0.1469382644, other_time: 3.0608749390
epoch time: 17.3602962494s, input_fired_time: 0.2250659019, output_fired_time: 0.0000000000, propagate_forward_time: 16.5696296692, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5656013489
validation[          , genome  7068] predictions:    9733/  10000 (97.33%), best:    9750/10000 (97.50%), error:       866.86426, best error:       799.49969 on epoch:    16, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 178.6743316650s, input_fired_time: 1.8768482208, output_fired_time: 1.2105510235, propagate_forward_time: 69.4018554688, propagate_backward_time: 103.1918563843, weight_update_time: 0.1394037902, other_time: 2.9932174683
epoch time: 16.9648151398s, input_fired_time: 0.2185567617, output_fired_time: 0.0000000000, propagate_forward_time: 16.1842288971, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5620288849
validation[          , genome  7068] predictions:    9708/  10000 (97.08%), best:    9750/10000 (97.50%), error:       899.60486, best error:       799.49969 on epoch:    16, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 178.9103851318s, input_fired_time: 1.8094910383, output_fired_time: 1.1941351891, propagate_forward_time: 69.6374053955, propagate_backward_time: 103.4704666138, weight_update_time: 0.1328419447, other_time: 2.7988815308
epoch time: 14.5593051910s, input_fired_time: 0.1987482756, output_fired_time: 0.0000000000, propagate_forward_time: 13.8376216888, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5229349136
validation[          , genome  7068] predictions:    9737/  10000 (97.37%), best:    9750/10000 (97.50%), error:       864.62146, best error:       799.49969 on epoch:    16, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 186.9871368408s, input_fired_time: 1.9080805779, output_fired_time: 1.2601455450, propagate_forward_time: 72.6341781616, propagate_backward_time: 108.1743164062, weight_update_time: 0.1423957199, other_time: 3.0104141235
epoch time: 14.3540420532s, input_fired_time: 0.1985230446, output_fired_time: 0.0000000000, propagate_forward_time: 13.6467437744, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5087757111
validation[          , genome  7068] predictions:    9717/  10000 (97.17%), best:    9750/10000 (97.50%), error:       900.52112, best error:       799.49969 on epoch:    16, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 186.7366638184s, input_fired_time: 1.9080873728, output_fired_time: 1.2426878214, propagate_forward_time: 72.6337585449, propagate_backward_time: 107.9169082642, weight_update_time: 0.1411343068, other_time: 3.0352249146
epoch time: 13.4560842514s, input_fired_time: 0.2006942481, output_fired_time: 0.0000000000, propagate_forward_time: 12.7608890533, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4945011139
validation[          , genome  7068] predictions:    9774/  10000 (97.74%), best:    9774/10000 (97.74%), error:       761.59204, best error:       761.59204 on epoch:    25, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 166.5778503418s, input_fired_time: 1.8313800097, output_fired_time: 1.1545866728, propagate_forward_time: 64.3003845215, propagate_backward_time: 96.3498916626, weight_update_time: 0.1349251866, other_time: 2.9416122437
epoch time: 16.3124446869s, input_fired_time: 0.2310425490, output_fired_time: 0.0000000000, propagate_forward_time: 15.5141296387, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5672721863
validation[          , genome  7068] predictions:    9745/  10000 (97.45%), best:    9774/10000 (97.74%), error:       829.29431, best error:       761.59204 on epoch:    25, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 170.7077484131s, input_fired_time: 1.8628668785, output_fired_time: 1.1698325872, propagate_forward_time: 66.6059494019, propagate_backward_time: 98.1119995117, weight_update_time: 0.1366188675, other_time: 2.9570999146
epoch time: 13.4292411804s, input_fired_time: 0.2012831718, output_fired_time: 0.0000000000, propagate_forward_time: 12.7213602066, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5065975189
validation[          , genome  7068] predictions:    9715/  10000 (97.15%), best:    9774/10000 (97.74%), error:       924.90253, best error:       761.59204 on epoch:    25, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 170.6854553223s, input_fired_time: 1.8648282290, output_fired_time: 1.1711536646, propagate_forward_time: 66.2322921753, propagate_backward_time: 98.4254531860, weight_update_time: 0.1375319660, other_time: 2.9917297363
epoch time: 13.3036336899s, input_fired_time: 0.1990262419, output_fired_time: 0.0000000000, propagate_forward_time: 12.6085672379, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4960403442
validation[          , genome  7068] predictions:    9775/  10000 (97.75%), best:    9774/10000 (97.74%), error:       794.21082, best error:       761.59204 on epoch:    25, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 165.3797454834s, input_fired_time: 1.8251701593, output_fired_time: 1.1568166018, propagate_forward_time: 64.2100753784, propagate_backward_time: 95.2682113647, weight_update_time: 0.1348773688, other_time: 2.9194793701
epoch time: 17.2788047791s, input_fired_time: 0.2360638827, output_fired_time: 0.0000000000, propagate_forward_time: 16.4605216980, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5822200775
validation[          , genome  7068] predictions:    9765/  10000 (97.65%), best:    9765/10000 (97.65%), error:       751.96576, best error:       751.96576 on epoch:    29, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 186.4652709961s, input_fired_time: 1.8653976917, output_fired_time: 1.2307158709, propagate_forward_time: 72.8268127441, propagate_backward_time: 107.6384658813, weight_update_time: 0.1369139254, other_time: 2.9038772583
epoch time: 14.5208625793s, input_fired_time: 0.1986117363, output_fired_time: 0.0000000000, propagate_forward_time: 13.8224010468, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4998493195
validation[          , genome  7068] predictions:    9758/  10000 (97.58%), best:    9765/10000 (97.65%), error:       778.41382, best error:       751.96576 on epoch:    29, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 182.4552612305s, input_fired_time: 1.8344317675, output_fired_time: 1.2206712961, propagate_forward_time: 70.9077911377, propagate_backward_time: 105.6550750732, weight_update_time: 0.1342826188, other_time: 2.8372955322
epoch time: 15.1636142731s, input_fired_time: 0.2064162046, output_fired_time: 0.0000000000, propagate_forward_time: 14.4427137375, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5144844055
validation[          , genome  7068] predictions:    9719/  10000 (97.19%), best:    9765/10000 (97.65%), error:       932.69122, best error:       751.96576 on epoch:    29, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 175.8371276855s, input_fired_time: 1.8425973654, output_fired_time: 1.1820185184, propagate_forward_time: 68.2625503540, propagate_backward_time: 101.6356124878, weight_update_time: 0.1360489279, other_time: 2.9143524170
epoch time: 18.0490417480s, input_fired_time: 0.2459141463, output_fired_time: 0.0000000000, propagate_forward_time: 17.1972770691, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6058502197
validation[          , genome  7068] predictions:    9750/  10000 (97.50%), best:    9765/10000 (97.65%), error:       781.79370, best error:       751.96576 on epoch:    29, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 170.9721527100s, input_fired_time: 1.8572059870, output_fired_time: 1.1738497019, propagate_forward_time: 66.6740493774, propagate_backward_time: 98.3215484619, weight_update_time: 0.1356802136, other_time: 2.9455032349
epoch time: 15.7579202652s, input_fired_time: 0.2136333138, output_fired_time: 0.0000000000, propagate_forward_time: 15.0112571716, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5330295563
validation[          , genome  7068] predictions:    9657/  10000 (96.57%), best:    9765/10000 (97.65%), error:      1122.90735, best error:       751.96576 on epoch:    29, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 194.1224822998s, input_fired_time: 1.9809691906, output_fired_time: 1.2883843184, propagate_forward_time: 75.6414718628, propagate_backward_time: 112.0599212646, weight_update_time: 0.1486478299, other_time: 3.1517257690
epoch time: 13.9230098724s, input_fired_time: 0.2084354162, output_fired_time: 0.0000000000, propagate_forward_time: 13.2090463638, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5055284500
validation[          , genome  7068] predictions:    9793/  10000 (97.93%), best:    9793/10000 (97.93%), error:       702.76135, best error:       702.76135 on epoch:    34, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 177.3219604492s, input_fired_time: 1.8996816874, output_fired_time: 1.1960867643, propagate_forward_time: 69.3299026489, propagate_backward_time: 101.8914260864, weight_update_time: 0.1404334307, other_time: 3.0048522949
epoch time: 16.2773303986s, input_fired_time: 0.2263169736, output_fired_time: 0.0000000000, propagate_forward_time: 15.4954051971, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5556087494
validation[          , genome  7068] predictions:    9742/  10000 (97.42%), best:    9793/10000 (97.93%), error:       854.63361, best error:       702.76135 on epoch:    34, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 174.7175292969s, input_fired_time: 1.8725271225, output_fired_time: 1.1972681284, propagate_forward_time: 68.0991287231, propagate_backward_time: 100.5801696777, weight_update_time: 0.1373821646, other_time: 2.9684371948
epoch time: 18.4059486389s, input_fired_time: 0.2492837459, output_fired_time: 0.0000000000, propagate_forward_time: 17.5441169739, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6125488281
validation[          , genome  7068] predictions:    9783/  10000 (97.83%), best:    9793/10000 (97.93%), error:       743.17261, best error:       702.76135 on epoch:    34, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 192.3211822510s, input_fired_time: 1.9106333256, output_fired_time: 1.2791076899, propagate_forward_time: 75.1204147339, propagate_backward_time: 110.9807434082, weight_update_time: 0.1421374828, other_time: 3.0302810669
epoch time: 17.7226314545s, input_fired_time: 0.2339564413, output_fired_time: 0.0000000000, propagate_forward_time: 16.9067249298, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5819492340
validation[          , genome  7068] predictions:    9768/  10000 (97.68%), best:    9793/10000 (97.93%), error:       771.20123, best error:       702.76135 on epoch:    34, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 188.4560394287s, input_fired_time: 1.8912087679, output_fired_time: 1.2590966225, propagate_forward_time: 73.2381286621, propagate_backward_time: 109.0454406738, weight_update_time: 0.1413816810, other_time: 3.0221710205
epoch time: 14.9147615433s, input_fired_time: 0.2125284970, output_fired_time: 0.0000000000, propagate_forward_time: 14.1656064987, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5366268158
validation[          , genome  7068] predictions:    9753/  10000 (97.53%), best:    9793/10000 (97.93%), error:       835.57690, best error:       702.76135 on epoch:    34, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 195.4262390137s, input_fired_time: 1.9441273212, output_fired_time: 1.2888238430, propagate_forward_time: 76.5025100708, propagate_backward_time: 112.6360473633, weight_update_time: 0.1456255615, other_time: 3.0547409058
epoch time: 13.4038763046s, input_fired_time: 0.2006104887, output_fired_time: 0.0000000000, propagate_forward_time: 12.7214355469, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4818305969
validation[          , genome  7068] predictions:    9778/  10000 (97.78%), best:    9793/10000 (97.93%), error:       739.42651, best error:       702.76135 on epoch:    34, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 173.4736785889s, input_fired_time: 1.8529999256, output_fired_time: 1.1877675056, propagate_forward_time: 67.4139556885, propagate_backward_time: 100.0496139526, weight_update_time: 0.1388893723, other_time: 2.9693374634
epoch time: 14.5953311920s, input_fired_time: 0.2131866068, output_fired_time: 0.0000000000, propagate_forward_time: 13.8587226868, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5234222412
validation[          , genome  7068] predictions:    9726/  10000 (97.26%), best:    9793/10000 (97.93%), error:       938.36017, best error:       702.76135 on epoch:    34, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 179.2723541260s, input_fired_time: 1.8996890783, output_fired_time: 1.2188199759, propagate_forward_time: 69.7866516113, propagate_backward_time: 103.3203353882, weight_update_time: 0.1426750869, other_time: 3.0468521118
epoch time: 15.4407100677s, input_fired_time: 0.2234776467, output_fired_time: 0.0000000000, propagate_forward_time: 14.6410865784, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5761461258
validation[          , genome  7068] predictions:    9757/  10000 (97.57%), best:    9793/10000 (97.93%), error:       770.11548, best error:       702.76135 on epoch:    34, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 176.7491455078s, input_fired_time: 1.8945486546, output_fired_time: 1.1978658438, propagate_forward_time: 68.8396224976, propagate_backward_time: 101.7584915161, weight_update_time: 0.1416762322, other_time: 3.0586242676
epoch time: 17.8222351074s, input_fired_time: 0.2472922802, output_fired_time: 0.0000000000, propagate_forward_time: 16.9870986938, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5878448486
validation[          , genome  7068] predictions:    9762/  10000 (97.62%), best:    9793/10000 (97.93%), error:       763.24780, best error:       702.76135 on epoch:    34, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 168.8460388184s, input_fired_time: 1.8338371515, output_fired_time: 1.1680521965, propagate_forward_time: 65.3734512329, propagate_backward_time: 97.5623245239, weight_update_time: 0.1355113536, other_time: 2.9083862305
epoch time: 15.8670768738s, input_fired_time: 0.2169416100, output_fired_time: 0.0000000000, propagate_forward_time: 15.1165418625, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5335931778
validation[          , genome  7068] predictions:    9758/  10000 (97.58%), best:    9793/10000 (97.93%), error:       807.36115, best error:       702.76135 on epoch:    34, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 200.7631683350s, input_fired_time: 1.9699530602, output_fired_time: 1.3315997124, propagate_forward_time: 78.1017913818, propagate_backward_time: 116.2343444824, weight_update_time: 0.1474856585, other_time: 3.1254730225
epoch time: 17.1679649353s, input_fired_time: 0.2323269993, output_fired_time: 0.0000000000, propagate_forward_time: 16.3649044037, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5707340240
validation[          , genome  7068] predictions:    9788/  10000 (97.88%), best:    9793/10000 (97.93%), error:       728.29077, best error:       702.76135 on epoch:    34, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 177.7943878174s, input_fired_time: 1.8744175434, output_fired_time: 1.2036672831, propagate_forward_time: 69.4975585938, propagate_backward_time: 102.2687072754, weight_update_time: 0.1382108480, other_time: 2.9500274658
epoch time: 14.0815801620s, input_fired_time: 0.1994260699, output_fired_time: 0.0000000000, propagate_forward_time: 13.3824787140, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4996757507
validation[          , genome  7068] predictions:    9705/  10000 (97.05%), best:    9793/10000 (97.93%), error:       967.07629, best error:       702.76135 on epoch:    34, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 186.9251098633s, input_fired_time: 1.9043805599, output_fired_time: 1.2368842363, propagate_forward_time: 72.8693313599, propagate_backward_time: 107.9319763184, weight_update_time: 0.1404817104, other_time: 2.9825515747
epoch time: 18.3677310944s, input_fired_time: 0.2365167588, output_fired_time: 0.0000000000, propagate_forward_time: 17.5421009064, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5891132355
validation[          , genome  7068] predictions:    9760/  10000 (97.60%), best:    9793/10000 (97.93%), error:       810.75513, best error:       702.76135 on epoch:    34, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 189.1195373535s, input_fired_time: 1.9268107414, output_fired_time: 1.2557921410, propagate_forward_time: 73.8824310303, propagate_backward_time: 109.0469131470, weight_update_time: 0.1425628811, other_time: 3.0075912476
epoch time: 18.3753242493s, input_fired_time: 0.2483704090, output_fired_time: 0.0000000000, propagate_forward_time: 17.5171527863, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6098003387
validation[          , genome  7068] predictions:    9782/  10000 (97.82%), best:    9793/10000 (97.93%), error:       713.98584, best error:       702.76135 on epoch:    34, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 203.9672393799s, input_fired_time: 2.0051014423, output_fired_time: 1.3419821262, propagate_forward_time: 79.8516235352, propagate_backward_time: 117.5962524414, weight_update_time: 0.1508531868, other_time: 3.1722869873
epoch time: 16.3423233032s, input_fired_time: 0.2252523750, output_fired_time: 0.0000000000, propagate_forward_time: 15.5663042068, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5507669449
validation[          , genome  7068] predictions:    9762/  10000 (97.62%), best:    9793/10000 (97.93%), error:       788.82751, best error:       702.76135 on epoch:    34, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 208.2498016357s, input_fired_time: 2.0471620560, output_fired_time: 1.3634812832, propagate_forward_time: 81.5647201538, propagate_backward_time: 120.0600051880, weight_update_time: 0.1538865119, other_time: 3.2144317627
epoch time: 16.7110576630s, input_fired_time: 0.2282243073, output_fired_time: 0.0000000000, propagate_forward_time: 15.9269561768, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5558776855
validation[          , genome  7068] predictions:    9727/  10000 (97.27%), best:    9793/10000 (97.93%), error:       910.21906, best error:       702.76135 on epoch:    34, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 196.2279663086s, input_fired_time: 1.9602005482, output_fired_time: 1.3036170006, propagate_forward_time: 76.6526031494, propagate_backward_time: 113.2116394043, weight_update_time: 0.1464248449, other_time: 3.0998992920
epoch time: 15.4916219711s, input_fired_time: 0.2126208842, output_fired_time: 0.0000000000, propagate_forward_time: 14.7576522827, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5213489532
validation[          , genome  7068] predictions:    9784/  10000 (97.84%), best:    9793/10000 (97.93%), error:       723.77362, best error:       702.76135 on epoch:    34, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 192.4581604004s, input_fired_time: 1.9433219433, output_fired_time: 1.2837190628, propagate_forward_time: 75.2118911743, propagate_backward_time: 110.9862670898, weight_update_time: 0.1439602226, other_time: 3.0329513550
epoch time: 14.3288154602s, input_fired_time: 0.2037144154, output_fired_time: 0.0000000000, propagate_forward_time: 13.6263866425, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4987144470
validation[          , genome  7068] predictions:    9756/  10000 (97.56%), best:    9793/10000 (97.93%), error:       788.96637, best error:       702.76135 on epoch:    34, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 185.6804962158s, input_fired_time: 1.8676793575, output_fired_time: 1.2313332558, propagate_forward_time: 72.1013870239, propagate_backward_time: 107.5799407959, weight_update_time: 0.1363505870, other_time: 2.9001541138
epoch time: 14.8923320770s, input_fired_time: 0.2076362520, output_fired_time: 0.0000000000, propagate_forward_time: 14.1729125977, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5117835999
validation[          , genome  7068] predictions:    9730/  10000 (97.30%), best:    9793/10000 (97.93%), error:       861.32135, best error:       702.76135 on epoch:    34, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 185.0410766602s, input_fired_time: 1.8878296614, output_fired_time: 1.2348765135, propagate_forward_time: 72.1595001221, propagate_backward_time: 106.7857742310, weight_update_time: 0.1397574395, other_time: 2.9730911255
epoch time: 14.6137056351s, input_fired_time: 0.2061314732, output_fired_time: 0.0000000000, propagate_forward_time: 13.9084291458, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4991445541
validation[          , genome  7068] predictions:    9792/  10000 (97.92%), best:    9793/10000 (97.93%), error:       712.53748, best error:       702.76135 on epoch:    34, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 197.0544738770s, input_fired_time: 1.9643559456, output_fired_time: 1.2964254618, propagate_forward_time: 77.1082992554, propagate_backward_time: 113.5964584351, weight_update_time: 0.1453196853, other_time: 3.0889282227
epoch time: 16.1666698456s, input_fired_time: 0.2225325853, output_fired_time: 0.0000000000, propagate_forward_time: 15.3981237411, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5460138321
validation[          , genome  7068] predictions:    9770/  10000 (97.70%), best:    9793/10000 (97.93%), error:       742.43317, best error:       702.76135 on epoch:    34, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 200.7124938965s, input_fired_time: 1.9705011845, output_fired_time: 1.3204077482, propagate_forward_time: 78.1774368286, propagate_backward_time: 116.1750717163, weight_update_time: 0.1458635330, other_time: 3.0690765381
epoch time: 14.6629524231s, input_fired_time: 0.2063265592, output_fired_time: 0.0000000000, propagate_forward_time: 13.9584264755, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4981994629
validation[          , genome  7068] predictions:    9761/  10000 (97.61%), best:    9793/10000 (97.93%), error:       800.41449, best error:       702.76135 on epoch:    34, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 179.9677124023s, input_fired_time: 1.8516594172, output_fired_time: 1.1996266842, propagate_forward_time: 70.4686355591, propagate_backward_time: 103.5859909058, weight_update_time: 0.1324205995, other_time: 2.8618011475
epoch time: 15.5965223312s, input_fired_time: 0.2152739316, output_fired_time: 0.0000000000, propagate_forward_time: 14.8498592377, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5313892365
validation[          , genome  7068] predictions:    9798/  10000 (97.98%), best:    9798/10000 (97.98%), error:       677.44849, best error:       677.44849 on epoch:    56, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 192.8459625244s, input_fired_time: 1.9320863485, output_fired_time: 1.2715644836, propagate_forward_time: 75.6055908203, propagate_backward_time: 111.0434875488, weight_update_time: 0.1413089633, other_time: 2.9932403564
epoch time: 14.7331752777s, input_fired_time: 0.2063202113, output_fired_time: 0.0000000000, propagate_forward_time: 14.0299263000, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4969291687
validation[          , genome  7068] predictions:    9748/  10000 (97.48%), best:    9798/10000 (97.98%), error:       751.13049, best error:       677.44849 on epoch:    56, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 183.3607330322s, input_fired_time: 1.8678566217, output_fired_time: 1.2138594389, propagate_forward_time: 71.3158493042, propagate_backward_time: 106.1027526855, weight_update_time: 0.1337355375, other_time: 2.8604202271
epoch time: 14.3437843323s, input_fired_time: 0.2031681836, output_fired_time: 0.0000000000, propagate_forward_time: 13.6378135681, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5028028488
validation[          , genome  7068] predictions:    9791/  10000 (97.91%), best:    9798/10000 (97.98%), error:       704.37170, best error:       677.44849 on epoch:    56, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 210.8484649658s, input_fired_time: 2.0410413742, output_fired_time: 1.3723317385, propagate_forward_time: 82.3079147339, propagate_backward_time: 121.9653625488, weight_update_time: 0.1528729647, other_time: 3.1618118286
epoch time: 14.2686491013s, input_fired_time: 0.2034553736, output_fired_time: 0.0000000000, propagate_forward_time: 13.5742759705, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4909181595
validation[          , genome  7068] predictions:    9750/  10000 (97.50%), best:    9798/10000 (97.98%), error:       830.55212, best error:       677.44849 on epoch:    56, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 169.8000793457s, input_fired_time: 1.8645045757, output_fired_time: 1.1591432095, propagate_forward_time: 66.1745986938, propagate_backward_time: 97.6350784302, weight_update_time: 0.1358276159, other_time: 2.9667510986
epoch time: 14.4452247620s, input_fired_time: 0.2067143917, output_fired_time: 0.0000000000, propagate_forward_time: 13.7429618835, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4955482483
validation[          , genome  7068] predictions:    9750/  10000 (97.50%), best:    9798/10000 (97.98%), error:       822.68854, best error:       677.44849 on epoch:    56, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 187.1041564941s, input_fired_time: 1.9063737392, output_fired_time: 1.2418377399, propagate_forward_time: 72.6875534058, propagate_backward_time: 108.3348388672, weight_update_time: 0.1382025331, other_time: 2.9335556030
epoch time: 17.5279235840s, input_fired_time: 0.2394161373, output_fired_time: 0.0000000000, propagate_forward_time: 16.7114391327, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5770683289
validation[          , genome  7068] predictions:    9747/  10000 (97.47%), best:    9798/10000 (97.98%), error:       838.64178, best error:       677.44849 on epoch:    56, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 193.1028594971s, input_fired_time: 1.9414815903, output_fired_time: 1.2823303938, propagate_forward_time: 75.4187850952, propagate_backward_time: 111.4409790039, weight_update_time: 0.1417870671, other_time: 3.0192794800
epoch time: 15.1404819489s, input_fired_time: 0.2117241472, output_fired_time: 0.0000000000, propagate_forward_time: 14.4179792404, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5107784271
validation[          , genome  7068] predictions:    9781/  10000 (97.81%), best:    9798/10000 (97.98%), error:       702.69452, best error:       677.44849 on epoch:    56, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 195.6552886963s, input_fired_time: 1.9621534348, output_fired_time: 1.2880650759, propagate_forward_time: 76.3091430664, propagate_backward_time: 113.0785827637, weight_update_time: 0.1429337561, other_time: 3.0173339844
epoch time: 15.9166879654s, input_fired_time: 0.2190055847, output_fired_time: 0.0000000000, propagate_forward_time: 15.1614704132, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5362119675
validation[          , genome  7068] predictions:    9773/  10000 (97.73%), best:    9798/10000 (97.98%), error:       771.59229, best error:       677.44849 on epoch:    56, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 208.0196685791s, input_fired_time: 2.0325989723, output_fired_time: 1.3587517738, propagate_forward_time: 81.1260452271, propagate_backward_time: 120.3452224731, weight_update_time: 0.1517383754, other_time: 3.1570587158
epoch time: 13.3379478455s, input_fired_time: 0.2050590068, output_fired_time: 0.0000000000, propagate_forward_time: 12.6367216110, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4961671829
validation[          , genome  7068] predictions:    9722/  10000 (97.22%), best:    9798/10000 (97.98%), error:       845.69928, best error:       677.44849 on epoch:    56, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 184.5865020752s, input_fired_time: 1.9363272190, output_fired_time: 1.2421650887, propagate_forward_time: 71.7038116455, propagate_backward_time: 106.6575546265, weight_update_time: 0.1434306055, other_time: 3.0466384888
epoch time: 14.4182548523s, input_fired_time: 0.2074593157, output_fired_time: 0.0000000000, propagate_forward_time: 13.7135982513, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4971971512
validation[          , genome  7068] predictions:    9796/  10000 (97.96%), best:    9796/10000 (97.96%), error:       677.07251, best error:       677.07251 on epoch:    65, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 188.8936309814s, input_fired_time: 1.9274457693, output_fired_time: 1.2522225380, propagate_forward_time: 73.8655624390, propagate_backward_time: 108.8537597656, weight_update_time: 0.1408843249, other_time: 2.9946365356
epoch time: 18.9843063354s, input_fired_time: 0.2485631555, output_fired_time: 0.0000000000, propagate_forward_time: 18.1370830536, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5986595154
validation[          , genome  7068] predictions:    9752/  10000 (97.52%), best:    9796/10000 (97.96%), error:       793.83643, best error:       677.07251 on epoch:    65, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 185.8854217529s, input_fired_time: 1.9109117985, output_fired_time: 1.2408694029, propagate_forward_time: 72.5109252930, propagate_backward_time: 107.2822418213, weight_update_time: 0.1386279911, other_time: 2.9404602051
epoch time: 16.7432117462s, input_fired_time: 0.2290746123, output_fired_time: 0.0000000000, propagate_forward_time: 15.9623165131, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5518207550
validation[          , genome  7068] predictions:    9789/  10000 (97.89%), best:    9796/10000 (97.96%), error:       710.18481, best error:       677.07251 on epoch:    65, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 206.6028289795s, input_fired_time: 2.0125463009, output_fired_time: 1.3506684303, propagate_forward_time: 80.9022369385, propagate_backward_time: 119.1910018921, weight_update_time: 0.1504482180, other_time: 3.1463851929
epoch time: 16.7890872955s, input_fired_time: 0.2267320901, output_fired_time: 0.0000000000, propagate_forward_time: 15.9992580414, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5630970001
validation[          , genome  7068] predictions:    9770/  10000 (97.70%), best:    9796/10000 (97.96%), error:       769.99158, best error:       677.07251 on epoch:    65, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 197.1857757568s, input_fired_time: 1.9378010035, output_fired_time: 1.2869149446, propagate_forward_time: 77.0298843384, propagate_backward_time: 113.9154891968, weight_update_time: 0.1435984522, other_time: 3.0156860352
epoch time: 17.5009174347s, input_fired_time: 0.2431664467, output_fired_time: 0.0000000000, propagate_forward_time: 16.6704120636, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5873394012
validation[          , genome  7068] predictions:    9761/  10000 (97.61%), best:    9796/10000 (97.96%), error:       826.27545, best error:       677.07251 on epoch:    65, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 180.3855895996s, input_fired_time: 1.8582899570, output_fired_time: 1.2048455477, propagate_forward_time: 70.3900909424, propagate_backward_time: 104.0745239258, weight_update_time: 0.1341611892, other_time: 2.8578338623
epoch time: 16.6433086395s, input_fired_time: 0.2256777436, output_fired_time: 0.0000000000, propagate_forward_time: 15.8613185883, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5563125610
validation[          , genome  7068] predictions:    9736/  10000 (97.36%), best:    9796/10000 (97.96%), error:       834.95435, best error:       677.07251 on epoch:    65, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 199.9345550537s, input_fired_time: 1.9886221886, output_fired_time: 1.3103020191, propagate_forward_time: 77.8780212402, propagate_backward_time: 115.6836700439, weight_update_time: 0.1478200257, other_time: 3.0739440918
epoch time: 16.9264011383s, input_fired_time: 0.2300647050, output_fired_time: 0.0000000000, propagate_forward_time: 16.1450214386, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5513153076
validation[          , genome  7068] predictions:    9768/  10000 (97.68%), best:    9796/10000 (97.96%), error:       739.95837, best error:       677.07251 on epoch:    65, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 178.6571960449s, input_fired_time: 1.8994213343, output_fired_time: 1.2005174160, propagate_forward_time: 69.5475845337, propagate_backward_time: 103.0729141235, weight_update_time: 0.1382714361, other_time: 2.9367675781
epoch time: 13.4702663422s, input_fired_time: 0.2063278109, output_fired_time: 0.0000000000, propagate_forward_time: 12.7745800018, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4893589020
validation[          , genome  7068] predictions:    9774/  10000 (97.74%), best:    9796/10000 (97.96%), error:       742.13208, best error:       677.07251 on epoch:    65, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 185.0958557129s, input_fired_time: 1.9281194210, output_fired_time: 1.2138425112, propagate_forward_time: 72.5147628784, propagate_backward_time: 106.5021591187, weight_update_time: 0.1387944371, other_time: 2.9369812012
epoch time: 14.4543447495s, input_fired_time: 0.2076119035, output_fired_time: 0.0000000000, propagate_forward_time: 13.7514410019, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4952917099
validation[          , genome  7068] predictions:    9775/  10000 (97.75%), best:    9796/10000 (97.96%), error:       736.08667, best error:       677.07251 on epoch:    65, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 194.9161071777s, input_fired_time: 1.9712640047, output_fired_time: 1.2895160913, propagate_forward_time: 76.1358566284, propagate_backward_time: 112.4926910400, weight_update_time: 0.1435552388, other_time: 3.0267715454
epoch time: 14.8011083603s, input_fired_time: 0.2123417705, output_fired_time: 0.0000000000, propagate_forward_time: 14.0784988403, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5102682114
validation[          , genome  7068] predictions:    9789/  10000 (97.89%), best:    9796/10000 (97.96%), error:       715.62244, best error:       677.07251 on epoch:    65, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 200.3191223145s, input_fired_time: 1.9940381050, output_fired_time: 1.3213564157, propagate_forward_time: 78.7210388184, propagate_backward_time: 115.2257080078, weight_update_time: 0.1446014494, other_time: 3.0569915771
epoch time: 16.3306999207s, input_fired_time: 0.2253925502, output_fired_time: 0.0000000000, propagate_forward_time: 15.5621776581, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5431289673
validation[          , genome  7068] predictions:    9787/  10000 (97.87%), best:    9796/10000 (97.96%), error:       716.07129, best error:       677.07251 on epoch:    65, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 192.3569641113s, input_fired_time: 1.9477417469, output_fired_time: 1.2682466507, propagate_forward_time: 75.3688888550, propagate_backward_time: 110.7797241211, weight_update_time: 0.1419931650, other_time: 2.9923629761
epoch time: 13.9377727509s, input_fired_time: 0.2052365243, output_fired_time: 0.0000000000, propagate_forward_time: 13.2289276123, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5036087036
validation[          , genome  7068] predictions:    9736/  10000 (97.36%), best:    9796/10000 (97.96%), error:       781.92310, best error:       677.07251 on epoch:    65, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 187.0780792236s, input_fired_time: 1.9109597206, output_fired_time: 1.2363642454, propagate_forward_time: 73.0778961182, propagate_backward_time: 107.9285278320, weight_update_time: 0.1367445141, other_time: 2.9243316650
epoch time: 16.8068885803s, input_fired_time: 0.2309431285, output_fired_time: 0.0000000000, propagate_forward_time: 16.0197296143, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5562152863
validation[          , genome  7068] predictions:    9790/  10000 (97.90%), best:    9796/10000 (97.96%), error:       684.41919, best error:       677.07251 on epoch:    65, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 171.5206909180s, input_fired_time: 1.8699769974, output_fired_time: 1.1777696609, propagate_forward_time: 66.4803237915, propagate_backward_time: 99.0742111206, weight_update_time: 0.1351598352, other_time: 2.9184112549
epoch time: 13.4704809189s, input_fired_time: 0.2096764743, output_fired_time: 0.0000000000, propagate_forward_time: 12.7498540878, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5109500885
validation[          , genome  7068] predictions:    9780/  10000 (97.80%), best:    9796/10000 (97.96%), error:       700.69647, best error:       677.07251 on epoch:    65, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 184.5926513672s, input_fired_time: 1.9219638109, output_fired_time: 1.2369384766, propagate_forward_time: 71.8474655151, propagate_backward_time: 106.6201858521, weight_update_time: 0.1396557987, other_time: 2.9660949707
epoch time: 17.8675956726s, input_fired_time: 0.2492973208, output_fired_time: 0.0000000000, propagate_forward_time: 17.0316314697, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5866661072
validation[          , genome  7068] predictions:    9781/  10000 (97.81%), best:    9796/10000 (97.96%), error:       704.28229, best error:       677.07251 on epoch:    65, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 191.5834655762s, input_fired_time: 1.9392102957, output_fired_time: 1.2704150677, propagate_forward_time: 74.4911193848, propagate_backward_time: 110.8986892700, weight_update_time: 0.1406096071, other_time: 2.9840316772
epoch time: 17.4401950836s, input_fired_time: 0.2364440858, output_fired_time: 0.0000000000, propagate_forward_time: 16.6356983185, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5680522919
validation[          , genome  7068] predictions:    9778/  10000 (97.78%), best:    9796/10000 (97.96%), error:       728.54309, best error:       677.07251 on epoch:    65, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 195.0143127441s, input_fired_time: 1.9846316576, output_fired_time: 1.3006041050, propagate_forward_time: 76.0168380737, propagate_backward_time: 112.6479034424, weight_update_time: 0.1451806426, other_time: 3.0643386841
epoch time: 16.9658241272s, input_fired_time: 0.2393876165, output_fired_time: 0.0000000000, propagate_forward_time: 16.1494121552, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5770244598
validation[          , genome  7068] predictions:    9802/  10000 (98.02%), best:    9802/10000 (98.02%), error:       671.08020, best error:       671.08020 on epoch:    81, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 210.5310516357s, input_fired_time: 2.0602202415, output_fired_time: 1.3665468693, propagate_forward_time: 82.2679138184, propagate_backward_time: 121.6800155640, weight_update_time: 0.1509673148, other_time: 3.1563491821
epoch time: 14.1206960678s, input_fired_time: 0.2065788358, output_fired_time: 0.0000000000, propagate_forward_time: 13.4124422073, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5016746521
validation[          , genome  7068] predictions:    9783/  10000 (97.83%), best:    9802/10000 (98.02%), error:       767.35199, best error:       671.08020 on epoch:    81, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 200.4955291748s, input_fired_time: 2.0217730999, output_fired_time: 1.3198041916, propagate_forward_time: 78.2513122559, propagate_backward_time: 115.7741928101, weight_update_time: 0.1499141157, other_time: 3.1284408569
epoch time: 14.4265403748s, input_fired_time: 0.2112039924, output_fired_time: 0.0000000000, propagate_forward_time: 13.7053623199, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5099744797
validation[          , genome  7068] predictions:    9785/  10000 (97.85%), best:    9802/10000 (98.02%), error:       693.60345, best error:       671.08020 on epoch:    81, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 191.7715606689s, input_fired_time: 1.9574998617, output_fired_time: 1.2598221302, propagate_forward_time: 75.1431579590, propagate_backward_time: 110.4492416382, weight_update_time: 0.1397180110, other_time: 2.9618301392
epoch time: 15.5527448654s, input_fired_time: 0.2220889032, output_fired_time: 0.0000000000, propagate_forward_time: 14.8066005707, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5240554810
validation[          , genome  7068] predictions:    9792/  10000 (97.92%), best:    9802/10000 (98.02%), error:       693.55182, best error:       671.08020 on epoch:    81, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 173.4876708984s, input_fired_time: 1.9070042372, output_fired_time: 1.1789416075, propagate_forward_time: 67.4066619873, propagate_backward_time: 100.0314712524, weight_update_time: 0.1397109181, other_time: 2.9636001587
epoch time: 14.7523918152s, input_fired_time: 0.2256743759, output_fired_time: 0.0000000000, propagate_forward_time: 13.9992132187, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5275039673
validation[          , genome  7068] predictions:    9752/  10000 (97.52%), best:    9802/10000 (98.02%), error:       782.38538, best error:       671.08020 on epoch:    81, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 179.4461975098s, input_fired_time: 1.9433467388, output_fired_time: 1.2107056379, propagate_forward_time: 69.9238815308, propagate_backward_time: 103.3507614136, weight_update_time: 0.1405861527, other_time: 3.0175018311
epoch time: 15.0251007080s, input_fired_time: 0.2160064727, output_fired_time: 0.0000000000, propagate_forward_time: 14.2741956711, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5348987579
validation[          , genome  7068] predictions:    9748/  10000 (97.48%), best:    9802/10000 (98.02%), error:       830.85498, best error:       671.08020 on epoch:    81, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 191.8506317139s, input_fired_time: 1.9855599403, output_fired_time: 1.2791013718, propagate_forward_time: 74.6486511230, propagate_backward_time: 110.8834762573, weight_update_time: 0.1449822038, other_time: 3.0538406372
epoch time: 18.0264034271s, input_fired_time: 0.2438098043, output_fired_time: 0.0000000000, propagate_forward_time: 17.1981964111, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5843963623
validation[          , genome  7068] predictions:    9786/  10000 (97.86%), best:    9802/10000 (98.02%), error:       701.16010, best error:       671.08020 on epoch:    81, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 195.8088989258s, input_fired_time: 1.9896818399, output_fired_time: 1.2966350317, propagate_forward_time: 76.6994628906, propagate_backward_time: 112.7725830078, weight_update_time: 0.1430156380, other_time: 3.0505371094
epoch time: 17.4264945984s, input_fired_time: 0.2409834415, output_fired_time: 0.0000000000, propagate_forward_time: 16.6111297607, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5743808746
validation[          , genome  7068] predictions:    9746/  10000 (97.46%), best:    9802/10000 (98.02%), error:       823.00671, best error:       671.08020 on epoch:    81, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 187.5057983398s, input_fired_time: 1.9242895842, output_fired_time: 1.2424039841, propagate_forward_time: 72.7887344360, propagate_backward_time: 108.6114654541, weight_update_time: 0.1378016025, other_time: 2.9389114380
epoch time: 14.5380125046s, input_fired_time: 0.2121483684, output_fired_time: 0.0000000000, propagate_forward_time: 13.8314905167, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4943733215
validation[          , genome  7068] predictions:    9764/  10000 (97.64%), best:    9802/10000 (98.02%), error:       781.58246, best error:       671.08020 on epoch:    81, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 183.6152496338s, input_fired_time: 1.9179745913, output_fired_time: 1.2238268852, propagate_forward_time: 71.5529327393, propagate_backward_time: 106.0102081299, weight_update_time: 0.1365104467, other_time: 2.9103088379
epoch time: 15.4310760498s, input_fired_time: 0.2214474231, output_fired_time: 0.0000000000, propagate_forward_time: 14.6927366257, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5168924332
validation[          , genome  7068] predictions:    9790/  10000 (97.90%), best:    9802/10000 (98.02%), error:       691.09045, best error:       671.08020 on epoch:    81, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 187.9731903076s, input_fired_time: 1.9577608109, output_fired_time: 1.2532407045, propagate_forward_time: 73.5122146606, propagate_backward_time: 108.2436141968, weight_update_time: 0.1406203806, other_time: 3.0063629150
epoch time: 15.5577106476s, input_fired_time: 0.2225888669, output_fired_time: 0.0000000000, propagate_forward_time: 14.8041381836, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5309839249
validation[          , genome  7068] predictions:    9769/  10000 (97.69%), best:    9802/10000 (98.02%), error:       754.93750, best error:       671.08020 on epoch:    81, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 178.4557952881s, input_fired_time: 1.9414293766, output_fired_time: 1.2035787106, propagate_forward_time: 69.7682723999, propagate_backward_time: 102.5531311035, weight_update_time: 0.1402269453, other_time: 2.9893722534
epoch time: 13.5341405869s, input_fired_time: 0.2176068276, output_fired_time: 0.0000000000, propagate_forward_time: 12.8217258453, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4948081970
validation[          , genome  7068] predictions:    9771/  10000 (97.71%), best:    9802/10000 (98.02%), error:       720.34741, best error:       671.08020 on epoch:    81, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 192.1078338623s, input_fired_time: 1.9760926962, output_fired_time: 1.2657815218, propagate_forward_time: 74.5659866333, propagate_backward_time: 111.2753524780, weight_update_time: 0.1413532943, other_time: 3.0246276855
epoch time: 13.7186250687s, input_fired_time: 0.2099184543, output_fired_time: 0.0000000000, propagate_forward_time: 13.0163574219, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4923496246
validation[          , genome  7068] predictions:    9804/  10000 (98.04%), best:    9802/10000 (98.02%), error:       675.40588, best error:       671.08020 on epoch:    81, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 171.1402435303s, input_fired_time: 1.9258546829, output_fired_time: 1.1716487408, propagate_forward_time: 66.4717864990, propagate_backward_time: 98.5923233032, weight_update_time: 0.1365517825, other_time: 2.9786300659
epoch time: 14.3692302704s, input_fired_time: 0.2250546664, output_fired_time: 0.0000000000, propagate_forward_time: 13.5997934341, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5443820953
validation[          , genome  7068] predictions:    9753/  10000 (97.53%), best:    9802/10000 (98.02%), error:       772.08472, best error:       671.08020 on epoch:    81, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 164.9844818115s, input_fired_time: 1.8914232254, output_fired_time: 1.1403659582, propagate_forward_time: 64.1478424072, propagate_backward_time: 94.8049545288, weight_update_time: 0.1347139329, other_time: 2.9999008179
epoch time: 14.8853845596s, input_fired_time: 0.2280902863, output_fired_time: 0.0000000000, propagate_forward_time: 14.1292152405, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5280790329
validation[          , genome  7068] predictions:    9771/  10000 (97.71%), best:    9802/10000 (98.02%), error:       712.05396, best error:       671.08020 on epoch:    81, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 165.7181091309s, input_fired_time: 1.8843500614, output_fired_time: 1.1412918568, propagate_forward_time: 64.5323028564, propagate_backward_time: 95.2210235596, weight_update_time: 0.1345359236, other_time: 2.9391326904
epoch time: 13.4730014801s, input_fired_time: 0.2174770385, output_fired_time: 0.0000000000, propagate_forward_time: 12.7245168686, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5310077667
validation[          , genome  7068] predictions:    9781/  10000 (97.81%), best:    9802/10000 (98.02%), error:       736.97321, best error:       671.08020 on epoch:    81, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 191.7150115967s, input_fired_time: 1.9961473942, output_fired_time: 1.2735975981, propagate_forward_time: 74.5716629028, propagate_backward_time: 110.7794189453, weight_update_time: 0.1461558938, other_time: 3.0941848755
epoch time: 14.5358695984s, input_fired_time: 0.2149678320, output_fired_time: 0.0000000000, propagate_forward_time: 13.7963571548, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5245447159
validation[          , genome  7068] predictions:    9716/  10000 (97.16%), best:    9802/10000 (98.02%), error:       963.78827, best error:       671.08020 on epoch:    81, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 190.9459686279s, input_fired_time: 1.9607218504, output_fired_time: 1.2569043636, propagate_forward_time: 74.2659988403, propagate_backward_time: 110.4632949829, weight_update_time: 0.1417059004, other_time: 2.9990539551
epoch time: 17.6615314484s, input_fired_time: 0.2419875413, output_fired_time: 0.0000000000, propagate_forward_time: 16.8358116150, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5837326050
validation[          , genome  7068] predictions:    9755/  10000 (97.55%), best:    9802/10000 (98.02%), error:       799.81873, best error:       671.08020 on epoch:    81, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 190.0949401855s, input_fired_time: 2.0024766922, output_fired_time: 1.2758686543, propagate_forward_time: 74.2512893677, propagate_backward_time: 109.4687500000, weight_update_time: 0.1475883871, other_time: 3.0965652466
epoch time: 17.6257514954s, input_fired_time: 0.2422744036, output_fired_time: 0.0000000000, propagate_forward_time: 16.8037910461, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5796852112
validation[          , genome  7068] predictions:    9804/  10000 (98.04%), best:    9804/10000 (98.04%), error:       649.39520, best error:       649.39520 on epoch:    99, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 181.7548065186s, input_fired_time: 1.8907133341, output_fired_time: 1.2096264362, propagate_forward_time: 70.9366531372, propagate_backward_time: 104.8785858154, weight_update_time: 0.1334477812, other_time: 2.8392257690
epoch time: 16.9244709015s, input_fired_time: 0.2375678867, output_fired_time: 0.0000000000, propagate_forward_time: 16.1233425140, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5635604858
validation[          , genome  7068] predictions:    9790/  10000 (97.90%), best:    9804/10000 (98.04%), error:       678.98706, best error:       649.39520 on epoch:    99, 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: 70.7354202271s, input_fired_time: 1.0909889936, output_fired_time: 0.0000000000, propagate_forward_time: 67.0447921753, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5996398926
best training[          , genome  7068] predictions:   49866/  50000 (99.73%), best:    9804/10000 (98.04%), error:       906.78217, best error:       649.39520 on epoch:    99, 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: 16.6669864655s, input_fired_time: 0.2321202159, output_fired_time: 0.0000000000, propagate_forward_time: 15.8693618774, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5655040741
   testing[          , genome  7068] predictions:    9825/  10000 (98.25%), best:    9804/10000 (98.04%), error:       597.16455, best error:       649.39520 on epoch:    99, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
13:44:33 (45372): called boinc_finish(0)

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