Nameexact_genome_1512568488_41_7118_1
Workunit2606830
Created7 Dec 2017, 23:55:19 UTC
Sent8 Dec 2017, 0:01:35 UTC
Report deadline15 Dec 2017, 6:42:15 UTC
Received8 Dec 2017, 20:27:09 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID27954
Run time3 hours 14 min 43 sec
CPU time3 hours 8 min 12 sec
Validate stateValid
Credit1,819.56
Device peak FLOPS3.62 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size153.14 MB
Peak swap size151.68 MB
Peak disk usage1.99 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
118] predictions:    9691/  10000 (96.91%), best:    9700/10000 (97.00%), error:      1021.27094, best error:       957.87244 on epoch:    14, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 108.7947540283s, input_fired_time: 0.9871048927, output_fired_time: 2.1769955158, propagate_forward_time: 41.3373260498, propagate_backward_time: 61.9942092896, weight_update_time: 0.1501737535, other_time: 2.2991180420
epoch time: 7.8658523560s, input_fired_time: 0.1269170344, output_fired_time: 0.0000000000, propagate_forward_time: 7.3293285370, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4096069336
validation[          , genome  7118] predictions:    9695/  10000 (96.95%), best:    9700/10000 (97.00%), error:      1003.57892, best error:       957.87244 on epoch:    14, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 110.4902496338s, input_fired_time: 0.9906097651, output_fired_time: 1.0478612185, propagate_forward_time: 41.7032508850, propagate_backward_time: 64.4063491821, weight_update_time: 0.1507055759, other_time: 2.3421859741
epoch time: 8.6621303558s, input_fired_time: 0.1276891232, output_fired_time: 0.0000000000, propagate_forward_time: 8.1184453964, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4159955978
validation[          , genome  7118] predictions:    9716/  10000 (97.16%), best:    9716/10000 (97.16%), error:       951.26001, best error:       951.26001 on epoch:    22, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 112.4376220703s, input_fired_time: 2.1383450031, output_fired_time: 1.0423371792, propagate_forward_time: 41.4861602783, propagate_backward_time: 65.4690170288, weight_update_time: 0.1519571245, other_time: 2.3017654419
epoch time: 8.8572769165s, input_fired_time: 1.1077874899, output_fired_time: 0.0000000000, propagate_forward_time: 7.3330898285, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4163994789
validation[          , genome  7118] predictions:    9721/  10000 (97.21%), best:    9721/10000 (97.21%), error:       893.86230, best error:       893.86230 on epoch:    23, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 108.5404129028s, input_fired_time: 0.9931385517, output_fired_time: 1.0381340981, propagate_forward_time: 39.2114830017, propagate_backward_time: 65.0103149414, weight_update_time: 0.1507319510, other_time: 2.2873382568
epoch time: 9.6439371109s, input_fired_time: 0.1278096586, output_fired_time: 0.0000000000, propagate_forward_time: 9.1046895981, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4114379883
validation[          , genome  7118] predictions:    9694/  10000 (96.94%), best:    9721/10000 (97.21%), error:      1001.87811, best error:       893.86230 on epoch:    23, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 107.8896636963s, input_fired_time: 0.9875203967, output_fired_time: 1.0303632021, propagate_forward_time: 38.7923011780, propagate_backward_time: 64.7952880859, weight_update_time: 0.1500437409, other_time: 2.2841949463
epoch time: 8.5234680176s, input_fired_time: 0.1284402758, output_fired_time: 0.0000000000, propagate_forward_time: 7.9814500809, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4135780334
validation[          , genome  7118] predictions:    9695/  10000 (96.95%), best:    9721/10000 (97.21%), error:      1006.19556, best error:       893.86230 on epoch:    23, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 110.4553985596s, input_fired_time: 1.0023711920, output_fired_time: 1.0405805111, propagate_forward_time: 40.2150535583, propagate_backward_time: 65.8989181519, weight_update_time: 0.1515234262, other_time: 2.2984695435
epoch time: 8.7779016495s, input_fired_time: 0.1259450912, output_fired_time: 0.0000000000, propagate_forward_time: 8.2498636246, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4020929337
validation[          , genome  7118] predictions:    9682/  10000 (96.82%), best:    9721/10000 (97.21%), error:      1049.77026, best error:       893.86230 on epoch:    23, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 108.6616516113s, input_fired_time: 0.9919828773, output_fired_time: 1.0651603937, propagate_forward_time: 39.1938514709, propagate_backward_time: 65.1196594238, weight_update_time: 0.1518851668, other_time: 2.2910003662
epoch time: 7.7110114098s, input_fired_time: 0.1244630069, output_fired_time: 0.0000000000, propagate_forward_time: 7.1850204468, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4015278816
validation[          , genome  7118] predictions:    9675/  10000 (96.75%), best:    9721/10000 (97.21%), error:      1087.03394, best error:       893.86230 on epoch:    23, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 107.1942443848s, input_fired_time: 0.9861523509, output_fired_time: 1.0300029516, propagate_forward_time: 39.5803756714, propagate_backward_time: 63.3142547607, weight_update_time: 0.1505361795, other_time: 2.2834548950
epoch time: 8.6155738831s, input_fired_time: 0.1295471191, output_fired_time: 0.0000000000, propagate_forward_time: 8.0693445206, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4166822433
validation[          , genome  7118] predictions:    9692/  10000 (96.92%), best:    9721/10000 (97.21%), error:       992.40912, best error:       893.86230 on epoch:    23, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 109.1067276001s, input_fired_time: 0.9888198376, output_fired_time: 1.0302442312, propagate_forward_time: 40.0685501099, propagate_backward_time: 64.7354965210, weight_update_time: 0.1499015242, other_time: 2.2836151123
epoch time: 8.6246185303s, input_fired_time: 0.1293140799, output_fired_time: 0.0000000000, propagate_forward_time: 8.0822191238, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4130849838
validation[          , genome  7118] predictions:    9699/  10000 (96.99%), best:    9721/10000 (97.21%), error:       959.29602, best error:       893.86230 on epoch:    23, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 107.9356689453s, input_fired_time: 0.9882650971, output_fired_time: 1.0305534601, propagate_forward_time: 38.9597625732, propagate_backward_time: 64.6743087769, weight_update_time: 0.1501038224, other_time: 2.2827758789
epoch time: 7.9477453232s, input_fired_time: 0.1271546334, output_fired_time: 0.0000000000, propagate_forward_time: 7.4118309021, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4087595940
validation[          , genome  7118] predictions:    9719/  10000 (97.19%), best:    9721/10000 (97.21%), error:       990.46082, best error:       893.86230 on epoch:    23, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 111.5798492432s, input_fired_time: 1.0014015436, output_fired_time: 1.0478024483, propagate_forward_time: 41.1318016052, propagate_backward_time: 66.1012115479, weight_update_time: 0.1514452696, other_time: 2.2976226807
epoch time: 7.8070836067s, input_fired_time: 0.1257552356, output_fired_time: 0.0000000000, propagate_forward_time: 7.2782864571, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4030418396
validation[          , genome  7118] predictions:    9728/  10000 (97.28%), best:    9728/10000 (97.28%), error:       892.64264, best error:       892.64264 on epoch:    31, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 110.1094665527s, input_fired_time: 0.9999518394, output_fired_time: 1.0377001762, propagate_forward_time: 39.2485694885, propagate_backward_time: 66.5217590332, weight_update_time: 0.1511915624, other_time: 2.3014831543
epoch time: 8.5958585739s, input_fired_time: 0.1293725967, output_fired_time: 0.0000000000, propagate_forward_time: 8.0464696884, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4200162888
validation[          , genome  7118] predictions:    9713/  10000 (97.13%), best:    9713/10000 (97.13%), error:       892.26361, best error:       892.26361 on epoch:    32, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 110.3656234741s, input_fired_time: 1.0427058935, output_fired_time: 2.1460156441, propagate_forward_time: 39.4396667480, propagate_backward_time: 65.4414138794, weight_update_time: 0.1523025930, other_time: 2.2958145142
epoch time: 7.8591661453s, input_fired_time: 0.1297961324, output_fired_time: 0.0000000000, propagate_forward_time: 7.3232002258, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4061698914
validation[          , genome  7118] predictions:    9701/  10000 (97.01%), best:    9713/10000 (97.13%), error:       957.75385, best error:       892.26361 on epoch:    32, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 109.6969146729s, input_fired_time: 0.9952470660, output_fired_time: 1.0711989403, propagate_forward_time: 39.9907684326, propagate_backward_time: 65.3564605713, weight_update_time: 0.1495662630, other_time: 2.2832412720
epoch time: 7.8459086418s, input_fired_time: 0.1284190714, output_fired_time: 0.0000000000, propagate_forward_time: 7.3102984428, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4071912766
validation[          , genome  7118] predictions:    9697/  10000 (96.97%), best:    9713/10000 (97.13%), error:       974.07727, best error:       892.26361 on epoch:    32, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 111.5455169678s, input_fired_time: 1.0008230209, output_fired_time: 1.0353612900, propagate_forward_time: 41.1202621460, propagate_backward_time: 63.9111938477, weight_update_time: 0.1508656740, other_time: 4.4778747559
epoch time: 8.0446939468s, input_fired_time: 0.1369028986, output_fired_time: 0.0000000000, propagate_forward_time: 7.5041708946, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4036202431
validation[          , genome  7118] predictions:    9697/  10000 (96.97%), best:    9713/10000 (97.13%), error:       970.01312, best error:       892.26361 on epoch:    32, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 110.6201705933s, input_fired_time: 0.9982241392, output_fired_time: 1.0382291079, propagate_forward_time: 39.5710983276, propagate_backward_time: 66.7272415161, weight_update_time: 0.1506551057, other_time: 2.2853775024
epoch time: 7.9685153961s, input_fired_time: 0.1284791082, output_fired_time: 0.0000000000, propagate_forward_time: 7.4307880402, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4092483521
validation[          , genome  7118] predictions:    9718/  10000 (97.18%), best:    9713/10000 (97.13%), error:       985.89526, best error:       892.26361 on epoch:    32, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 107.6966781616s, input_fired_time: 0.9970301390, output_fired_time: 1.0239299536, propagate_forward_time: 39.4872093201, propagate_backward_time: 63.9022369385, weight_update_time: 0.1487380266, other_time: 2.2862701416
epoch time: 8.6916847229s, input_fired_time: 0.1311112940, output_fired_time: 0.0000000000, propagate_forward_time: 8.1462001801, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4143733978
validation[          , genome  7118] predictions:    9685/  10000 (96.85%), best:    9713/10000 (97.13%), error:      1007.68298, best error:       892.26361 on epoch:    32, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 109.2144470215s, input_fired_time: 0.9999208450, output_fired_time: 1.0606398582, propagate_forward_time: 39.5375671387, propagate_backward_time: 65.3278427124, weight_update_time: 0.1500845850, other_time: 2.2884750366
epoch time: 8.7399663925s, input_fired_time: 0.1301420629, output_fired_time: 0.0000000000, propagate_forward_time: 8.1845359802, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4252882004
validation[          , genome  7118] predictions:    9704/  10000 (97.04%), best:    9713/10000 (97.13%), error:       935.67834, best error:       892.26361 on epoch:    32, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 109.6800842285s, input_fired_time: 1.0022982359, output_fired_time: 1.0360440016, propagate_forward_time: 40.0037384033, propagate_backward_time: 65.3437118530, weight_update_time: 0.1550088376, other_time: 2.2942962646
epoch time: 8.7078962326s, input_fired_time: 0.1305703968, output_fired_time: 0.0000000000, propagate_forward_time: 8.1633920670, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4139337540
validation[          , genome  7118] predictions:    9678/  10000 (96.78%), best:    9713/10000 (97.13%), error:      1033.65308, best error:       892.26361 on epoch:    32, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 110.3581237793s, input_fired_time: 1.9982724190, output_fired_time: 1.0368661880, propagate_forward_time: 40.6848640442, propagate_backward_time: 64.3422088623, weight_update_time: 0.1508774012, other_time: 2.2959136963
epoch time: 7.8229670525s, input_fired_time: 0.1254404038, output_fired_time: 0.0000000000, propagate_forward_time: 7.2955126762, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4020137787
validation[          , genome  7118] predictions:    9723/  10000 (97.23%), best:    9713/10000 (97.13%), error:       934.57025, best error:       892.26361 on epoch:    32, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 107.2642822266s, input_fired_time: 0.9869434834, output_fired_time: 1.0262260437, propagate_forward_time: 38.9804801941, propagate_backward_time: 63.9897041321, weight_update_time: 0.1489511579, other_time: 2.2809257507
epoch time: 8.6858205795s, input_fired_time: 0.1310025901, output_fired_time: 0.0000000000, propagate_forward_time: 8.1411275864, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4136905670
validation[          , genome  7118] predictions:    9733/  10000 (97.33%), best:    9713/10000 (97.13%), error:       896.14832, best error:       892.26361 on epoch:    32, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 107.5714035034s, input_fired_time: 1.0013486147, output_fired_time: 1.0267801285, propagate_forward_time: 38.6979751587, propagate_backward_time: 64.4718856812, weight_update_time: 0.1494231671, other_time: 2.3734130859
epoch time: 8.8395805359s, input_fired_time: 0.1288751662, output_fired_time: 0.0000000000, propagate_forward_time: 8.3051671982, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4055385590
validation[          , genome  7118] predictions:    9735/  10000 (97.35%), best:    9713/10000 (97.13%), error:       902.33173, best error:       892.26361 on epoch:    32, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 107.9996109009s, input_fired_time: 0.9946323633, output_fired_time: 1.0314433575, propagate_forward_time: 39.9238128662, propagate_backward_time: 63.6693916321, weight_update_time: 0.1500456035, other_time: 2.3803367615
epoch time: 9.1044874191s, input_fired_time: 0.1288271695, output_fired_time: 0.0000000000, propagate_forward_time: 8.5672760010, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4083843231
validation[          , genome  7118] predictions:    9610/  10000 (96.10%), best:    9713/10000 (97.13%), error:      1258.73840, best error:       892.26361 on epoch:    32, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 107.1344604492s, input_fired_time: 1.9760904312, output_fired_time: 1.0300936699, propagate_forward_time: 38.5124855042, propagate_backward_time: 63.3373794556, weight_update_time: 0.1495156288, other_time: 2.2784194946
epoch time: 8.7349185944s, input_fired_time: 0.1268726289, output_fired_time: 0.0000000000, propagate_forward_time: 8.2018585205, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4061870575
validation[          , genome  7118] predictions:    9742/  10000 (97.42%), best:    9713/10000 (97.13%), error:       911.61517, best error:       892.26361 on epoch:    32, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 109.5489425659s, input_fired_time: 1.0059814453, output_fired_time: 1.0401334763, propagate_forward_time: 39.7580909729, propagate_backward_time: 65.4520416260, weight_update_time: 0.1511598974, other_time: 2.2926940918
epoch time: 8.9881505966s, input_fired_time: 0.1284088492, output_fired_time: 0.0000000000, propagate_forward_time: 8.4544410706, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4053010941
validation[          , genome  7118] predictions:    9714/  10000 (97.14%), best:    9713/10000 (97.13%), error:       955.82727, best error:       892.26361 on epoch:    32, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 106.1878433228s, input_fired_time: 0.9918547273, output_fired_time: 1.0275810957, propagate_forward_time: 36.9262580872, propagate_backward_time: 64.9638519287, weight_update_time: 0.1492900848, other_time: 2.2783050537
epoch time: 9.1689844131s, input_fired_time: 0.1293273419, output_fired_time: 0.0000000000, propagate_forward_time: 8.6331729889, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4064836502
validation[          , genome  7118] predictions:    9714/  10000 (97.14%), best:    9713/10000 (97.13%), error:       952.03131, best error:       892.26361 on epoch:    32, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 107.6760635376s, input_fired_time: 0.9966823459, output_fired_time: 1.0745605230, propagate_forward_time: 41.8552017212, propagate_backward_time: 61.4662628174, weight_update_time: 0.1498714238, other_time: 2.2833557129
epoch time: 8.4392910004s, input_fired_time: 0.1302455962, output_fired_time: 0.0000000000, propagate_forward_time: 7.8956604004, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4133853912
validation[          , genome  7118] predictions:    9719/  10000 (97.19%), best:    9713/10000 (97.13%), error:       917.24133, best error:       892.26361 on epoch:    32, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 108.2240829468s, input_fired_time: 1.0765911341, output_fired_time: 1.0327553749, propagate_forward_time: 41.0536994934, propagate_backward_time: 62.7780075073, weight_update_time: 0.1501123160, other_time: 2.2830276489
epoch time: 7.9433150291s, input_fired_time: 0.1300436556, output_fired_time: 0.0000000000, propagate_forward_time: 7.3939037323, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4193677902
validation[          , genome  7118] predictions:    9747/  10000 (97.47%), best:    9747/10000 (97.47%), error:       824.75720, best error:       824.75720 on epoch:    48, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 111.2813415527s, input_fired_time: 1.0057122707, output_fired_time: 1.0434211493, propagate_forward_time: 41.1247177124, propagate_backward_time: 65.8172607422, weight_update_time: 0.1515013427, other_time: 2.2902297974
epoch time: 8.7500371933s, input_fired_time: 0.1310693473, output_fired_time: 0.0000000000, propagate_forward_time: 8.2055845261, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4133834839
validation[          , genome  7118] predictions:    9745/  10000 (97.45%), best:    9747/10000 (97.47%), error:       847.52246, best error:       824.75720 on epoch:    48, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 109.3574981689s, input_fired_time: 1.0039461851, output_fired_time: 1.0375468731, propagate_forward_time: 40.5770912170, propagate_backward_time: 64.4483947754, weight_update_time: 0.1507720500, other_time: 2.2905273438
epoch time: 9.6431894302s, input_fired_time: 0.1316320002, output_fired_time: 0.0000000000, propagate_forward_time: 9.0944766998, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4170808792
validation[          , genome  7118] predictions:    9771/  10000 (97.71%), best:    9771/10000 (97.71%), error:       809.36023, best error:       809.36023 on epoch:    50, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 110.3308258057s, input_fired_time: 1.0083025694, output_fired_time: 1.0381010771, propagate_forward_time: 43.3753547668, propagate_backward_time: 62.6248703003, weight_update_time: 0.1508325040, other_time: 2.2842025757
epoch time: 9.3910169601s, input_fired_time: 0.1304496676, output_fired_time: 0.0000000000, propagate_forward_time: 8.8513488770, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4092187881
validation[          , genome  7118] predictions:    9722/  10000 (97.22%), best:    9771/10000 (97.71%), error:       957.72919, best error:       809.36023 on epoch:    50, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 109.0160140991s, input_fired_time: 1.0039241314, output_fired_time: 1.0363388062, propagate_forward_time: 39.3700675964, propagate_backward_time: 65.3188171387, weight_update_time: 0.1515792310, other_time: 2.2868652344
epoch time: 9.0693531036s, input_fired_time: 0.1305278242, output_fired_time: 0.0000000000, propagate_forward_time: 8.5327215195, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4061040878
validation[          , genome  7118] predictions:    9751/  10000 (97.51%), best:    9771/10000 (97.71%), error:       872.99518, best error:       809.36023 on epoch:    50, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 109.4992675781s, input_fired_time: 1.0050443411, output_fired_time: 1.0757929087, propagate_forward_time: 41.6425476074, propagate_backward_time: 62.2209625244, weight_update_time: 0.1508409679, other_time: 3.5549240112
epoch time: 9.2739629745s, input_fired_time: 0.1294296235, output_fired_time: 0.0000000000, propagate_forward_time: 8.6735572815, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4709758759
validation[          , genome  7118] predictions:    9719/  10000 (97.19%), best:    9771/10000 (97.71%), error:       912.74268, best error:       809.36023 on epoch:    50, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 109.6825408936s, input_fired_time: 1.0063749552, output_fired_time: 1.0350354910, propagate_forward_time: 41.8005409241, propagate_backward_time: 63.5472984314, weight_update_time: 0.1509013176, other_time: 2.2932929993
epoch time: 9.0595302582s, input_fired_time: 0.1291933358, output_fired_time: 0.0000000000, propagate_forward_time: 8.5231456757, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4071912766
validation[          , genome  7118] predictions:    9738/  10000 (97.38%), best:    9771/10000 (97.71%), error:       846.44098, best error:       809.36023 on epoch:    50, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 107.2923660278s, input_fired_time: 1.0028305054, output_fired_time: 1.0320986509, propagate_forward_time: 38.6105804443, propagate_backward_time: 64.3617858887, weight_update_time: 0.1504861861, other_time: 2.2850723267
epoch time: 8.8056097031s, input_fired_time: 0.1292413324, output_fired_time: 0.0000000000, propagate_forward_time: 8.2678680420, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4085006714
validation[          , genome  7118] predictions:    9726/  10000 (97.26%), best:    9771/10000 (97.71%), error:       883.23816, best error:       809.36023 on epoch:    50, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 110.6364059448s, input_fired_time: 1.0292212963, output_fired_time: 2.1829876900, propagate_forward_time: 40.1519851685, propagate_backward_time: 64.9783782959, weight_update_time: 0.1519350708, other_time: 2.2938308716
epoch time: 9.6893796921s, input_fired_time: 0.1325674057, output_fired_time: 0.0000000000, propagate_forward_time: 9.1442365646, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4125757217
validation[          , genome  7118] predictions:    9730/  10000 (97.30%), best:    9771/10000 (97.71%), error:       909.25854, best error:       809.36023 on epoch:    50, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 110.9815597534s, input_fired_time: 1.0124092102, output_fired_time: 1.0385669470, propagate_forward_time: 41.5550498962, propagate_backward_time: 62.9528427124, weight_update_time: 0.1509623677, other_time: 4.4226913452
epoch time: 9.5356931686s, input_fired_time: 0.1324606091, output_fired_time: 0.0000000000, propagate_forward_time: 8.9909238815, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4123086929
validation[          , genome  7118] predictions:    9615/  10000 (96.15%), best:    9771/10000 (97.71%), error:      1195.52209, best error:       809.36023 on epoch:    50, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 107.0852355957s, input_fired_time: 1.0087718964, output_fired_time: 1.0359339714, propagate_forward_time: 39.0103645325, propagate_backward_time: 63.7419395447, weight_update_time: 0.1499915272, other_time: 2.2882270813
epoch time: 9.0658884048s, input_fired_time: 0.1305818111, output_fired_time: 0.0000000000, propagate_forward_time: 8.5287418365, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4065647125
validation[          , genome  7118] predictions:    9729/  10000 (97.29%), best:    9771/10000 (97.71%), error:       873.05939, best error:       809.36023 on epoch:    50, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 110.2043991089s, input_fired_time: 1.0148538351, output_fired_time: 1.0733056068, propagate_forward_time: 40.5623474121, propagate_backward_time: 65.2642898560, weight_update_time: 0.1515335292, other_time: 2.2896041870
epoch time: 9.8458385468s, input_fired_time: 0.1308190674, output_fired_time: 0.0000000000, propagate_forward_time: 9.3038644791, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4111547470
validation[          , genome  7118] predictions:    9759/  10000 (97.59%), best:    9771/10000 (97.71%), error:       810.07745, best error:       809.36023 on epoch:    50, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 106.6234207153s, input_fired_time: 1.0084059238, output_fired_time: 1.0332547426, propagate_forward_time: 41.2423934937, propagate_backward_time: 61.0551528931, weight_update_time: 0.1502868086, other_time: 2.2842102051
epoch time: 9.1596536636s, input_fired_time: 0.1282316446, output_fired_time: 0.0000000000, propagate_forward_time: 8.6276750565, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4037466049
validation[          , genome  7118] predictions:    9733/  10000 (97.33%), best:    9771/10000 (97.71%), error:       886.37860, best error:       809.36023 on epoch:    50, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 105.7131347656s, input_fired_time: 0.9856523275, output_fired_time: 1.0072311163, propagate_forward_time: 38.2340087891, propagate_backward_time: 63.2274055481, weight_update_time: 0.1469745189, other_time: 2.2588386536
epoch time: 7.8838067055s, input_fired_time: 0.1304883659, output_fired_time: 0.0000000000, propagate_forward_time: 7.3423638344, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4109544754
validation[          , genome  7118] predictions:    9742/  10000 (97.42%), best:    9771/10000 (97.71%), error:       876.06055, best error:       809.36023 on epoch:    50, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 111.0204620361s, input_fired_time: 1.0096153021, output_fired_time: 1.0431381464, propagate_forward_time: 41.9558219910, propagate_backward_time: 64.7187728882, weight_update_time: 0.1507364959, other_time: 2.2931137085
epoch time: 7.9465889931s, input_fired_time: 0.1307780892, output_fired_time: 0.0000000000, propagate_forward_time: 7.4073648453, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4084458351
validation[          , genome  7118] predictions:    9753/  10000 (97.53%), best:    9753/10000 (97.53%), error:       803.24225, best error:       803.24225 on epoch:    62, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 108.5758972168s, input_fired_time: 1.0030885935, output_fired_time: 1.0251932144, propagate_forward_time: 39.6445083618, propagate_backward_time: 64.6287689209, weight_update_time: 0.1496036649, other_time: 2.2743377686
epoch time: 7.8621859550s, input_fired_time: 0.1302788258, output_fired_time: 0.0000000000, propagate_forward_time: 7.3257336617, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4061732292
validation[          , genome  7118] predictions:    9739/  10000 (97.39%), best:    9753/10000 (97.53%), error:       839.15149, best error:       803.24225 on epoch:    62, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 107.5237045288s, input_fired_time: 1.9793943167, output_fired_time: 1.0247876644, propagate_forward_time: 39.2515716553, propagate_backward_time: 62.9900207520, weight_update_time: 0.1493047923, other_time: 2.2779312134
epoch time: 8.7633991241s, input_fired_time: 0.1330374479, output_fired_time: 0.0000000000, propagate_forward_time: 8.2150325775, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4153289795
validation[          , genome  7118] predictions:    9746/  10000 (97.46%), best:    9753/10000 (97.53%), error:       842.29431, best error:       803.24225 on epoch:    62, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 109.2415771484s, input_fired_time: 1.0035426617, output_fired_time: 1.0307447910, propagate_forward_time: 40.1619644165, propagate_backward_time: 64.7413558960, weight_update_time: 0.1502811164, other_time: 2.3039703369
epoch time: 8.2604331970s, input_fired_time: 0.1311161518, output_fired_time: 0.0000000000, propagate_forward_time: 7.7207055092, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4086117744
validation[          , genome  7118] predictions:    9765/  10000 (97.65%), best:    9753/10000 (97.53%), error:       820.19678, best error:       803.24225 on epoch:    62, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 109.2647628784s, input_fired_time: 1.0049829483, output_fired_time: 1.0534780025, propagate_forward_time: 40.0028800964, propagate_backward_time: 64.9195327759, weight_update_time: 0.1538148522, other_time: 2.2838973999
epoch time: 7.8482646942s, input_fired_time: 0.1307505816, output_fired_time: 0.0000000000, propagate_forward_time: 7.3087396622, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4087743759
validation[          , genome  7118] predictions:    9756/  10000 (97.56%), best:    9753/10000 (97.53%), error:       836.72675, best error:       803.24225 on epoch:    62, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 109.1129684448s, input_fired_time: 1.0045503378, output_fired_time: 1.0336489677, propagate_forward_time: 40.9055290222, propagate_backward_time: 63.8832626343, weight_update_time: 0.1504786164, other_time: 2.2859878540
epoch time: 8.3088302612s, input_fired_time: 0.1308058351, output_fired_time: 0.0000000000, propagate_forward_time: 7.7682929039, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4097313881
validation[          , genome  7118] predictions:    9736/  10000 (97.36%), best:    9753/10000 (97.53%), error:       848.09467, best error:       803.24225 on epoch:    62, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 110.1490936279s, input_fired_time: 1.0085439682, output_fired_time: 2.1587853432, propagate_forward_time: 39.4043426514, propagate_backward_time: 64.1334304810, weight_update_time: 0.1502022892, other_time: 3.4439926147
epoch time: 8.5955371857s, input_fired_time: 0.1340398490, output_fired_time: 0.0000000000, propagate_forward_time: 8.0471105576, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4143867493
validation[          , genome  7118] predictions:    9729/  10000 (97.29%), best:    9753/10000 (97.53%), error:       879.72614, best error:       803.24225 on epoch:    62, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 107.8096313477s, input_fired_time: 1.0056066513, output_fired_time: 1.0406472683, propagate_forward_time: 40.9971733093, propagate_backward_time: 62.4831352234, weight_update_time: 0.1498243958, other_time: 2.2830696106
epoch time: 9.1185169220s, input_fired_time: 0.1318119168, output_fired_time: 0.0000000000, propagate_forward_time: 8.5768432617, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4098615646
validation[          , genome  7118] predictions:    9745/  10000 (97.45%), best:    9753/10000 (97.53%), error:       837.99640, best error:       803.24225 on epoch:    62, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 109.5742568970s, input_fired_time: 1.0106556416, output_fired_time: 1.0321091413, propagate_forward_time: 39.3889236450, propagate_backward_time: 65.8545608521, weight_update_time: 0.1503755599, other_time: 2.2880020142
epoch time: 8.8964099884s, input_fired_time: 0.1406248510, output_fired_time: 0.0000000000, propagate_forward_time: 8.3352890015, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4204959869
validation[          , genome  7118] predictions:    9749/  10000 (97.49%), best:    9753/10000 (97.53%), error:       867.81750, best error:       803.24225 on epoch:    62, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 107.2519226074s, input_fired_time: 1.0014549494, output_fired_time: 1.0300010443, propagate_forward_time: 39.4446411133, propagate_backward_time: 63.4864273071, weight_update_time: 0.1495460570, other_time: 2.2893981934
epoch time: 9.1697549820s, input_fired_time: 0.1281745881, output_fired_time: 0.0000000000, propagate_forward_time: 8.6390781403, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4025020599
validation[          , genome  7118] predictions:    9756/  10000 (97.56%), best:    9753/10000 (97.53%), error:       817.52338, best error:       803.24225 on epoch:    62, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 107.2160797119s, input_fired_time: 1.0042793751, output_fired_time: 2.0085816383, propagate_forward_time: 37.5154228210, propagate_backward_time: 64.4043197632, weight_update_time: 0.1497378051, other_time: 2.2834701538
epoch time: 9.0044679642s, input_fired_time: 0.1312429160, output_fired_time: 0.0000000000, propagate_forward_time: 8.4658327103, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4073925018
validation[          , genome  7118] predictions:    9760/  10000 (97.60%), best:    9753/10000 (97.53%), error:       847.94281, best error:       803.24225 on epoch:    62, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 107.5131454468s, input_fired_time: 1.0100964308, output_fired_time: 1.0352632999, propagate_forward_time: 39.1290245056, propagate_backward_time: 64.0451660156, weight_update_time: 0.1499406993, other_time: 2.2935943604
epoch time: 9.6152296066s, input_fired_time: 0.1323920786, output_fired_time: 0.0000000000, propagate_forward_time: 9.0707817078, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4120559692
validation[          , genome  7118] predictions:    9756/  10000 (97.56%), best:    9753/10000 (97.53%), error:       834.46118, best error:       803.24225 on epoch:    62, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 106.1686553955s, input_fired_time: 1.0064707994, output_fired_time: 1.0299915075, propagate_forward_time: 37.9804763794, propagate_backward_time: 63.8578109741, weight_update_time: 0.1505272090, other_time: 2.2939071655
epoch time: 8.6446466446s, input_fired_time: 0.1334932148, output_fired_time: 0.0000000000, propagate_forward_time: 8.0960102081, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4151430130
validation[          , genome  7118] predictions:    9723/  10000 (97.23%), best:    9753/10000 (97.53%), error:       918.47943, best error:       803.24225 on epoch:    62, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 108.8693161011s, input_fired_time: 1.0128182173, output_fired_time: 1.0342965126, propagate_forward_time: 39.2013664246, propagate_backward_time: 65.3330917358, weight_update_time: 0.1506246775, other_time: 2.2877426147
epoch time: 8.2042226791s, input_fired_time: 0.1318894625, output_fired_time: 0.0000000000, propagate_forward_time: 7.6554398537, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4168934822
validation[          , genome  7118] predictions:    9732/  10000 (97.32%), best:    9753/10000 (97.53%), error:       945.40161, best error:       803.24225 on epoch:    62, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 109.3325042725s, input_fired_time: 1.0613920689, output_fired_time: 2.0965292454, propagate_forward_time: 40.6169509888, propagate_backward_time: 63.2062225342, weight_update_time: 0.1506762803, other_time: 2.3514099121
epoch time: 7.9338989258s, input_fired_time: 0.1318110377, output_fired_time: 0.0000000000, propagate_forward_time: 7.3947896957, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4072980881
validation[          , genome  7118] predictions:    9742/  10000 (97.42%), best:    9753/10000 (97.53%), error:       906.37439, best error:       803.24225 on epoch:    62, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 108.1130905151s, input_fired_time: 1.0079729557, output_fired_time: 1.0295591354, propagate_forward_time: 38.9879493713, propagate_backward_time: 63.8250389099, weight_update_time: 0.1498479545, other_time: 3.2625770569
epoch time: 7.8819937706s, input_fired_time: 0.1328034699, output_fired_time: 0.0000000000, propagate_forward_time: 7.3374681473, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4117221832
validation[          , genome  7118] predictions:    9746/  10000 (97.46%), best:    9753/10000 (97.53%), error:       864.98993, best error:       803.24225 on epoch:    62, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 108.4193496704s, input_fired_time: 1.0527610779, output_fired_time: 2.0090687275, propagate_forward_time: 38.4104614258, propagate_backward_time: 64.5905990601, weight_update_time: 0.1495005488, other_time: 2.3564605713
epoch time: 7.8831510544s, input_fired_time: 0.1320316941, output_fired_time: 0.0000000000, propagate_forward_time: 7.3394608498, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4116582870
validation[          , genome  7118] predictions:    9674/  10000 (96.74%), best:    9753/10000 (97.53%), error:      1086.75562, best error:       803.24225 on epoch:    62, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 111.6635589600s, input_fired_time: 1.0298359394, output_fired_time: 1.0403851271, propagate_forward_time: 43.0909576416, propagate_backward_time: 63.0647201538, weight_update_time: 0.1513379961, other_time: 3.4376602173
epoch time: 8.7536687851s, input_fired_time: 0.1351781189, output_fired_time: 0.0000000000, propagate_forward_time: 8.1997804642, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4187097549
validation[          , genome  7118] predictions:    9744/  10000 (97.44%), best:    9753/10000 (97.53%), error:       853.59467, best error:       803.24225 on epoch:    62, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 110.5221328735s, input_fired_time: 1.0140515566, output_fired_time: 1.0315272808, propagate_forward_time: 41.8139381409, propagate_backward_time: 64.3774414063, weight_update_time: 0.1502192020, other_time: 2.2851715088
epoch time: 7.8444066048s, input_fired_time: 0.1309021413, output_fired_time: 0.0000000000, propagate_forward_time: 7.3071966171, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4063076973
validation[          , genome  7118] predictions:    9732/  10000 (97.32%), best:    9753/10000 (97.53%), error:       902.98077, best error:       803.24225 on epoch:    62, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 109.8318786621s, input_fired_time: 1.0124071836, output_fired_time: 1.0327889919, propagate_forward_time: 39.1047172546, propagate_backward_time: 66.3969345093, weight_update_time: 0.1502573937, other_time: 2.2850265503
epoch time: 8.7235898972s, input_fired_time: 0.1346622258, output_fired_time: 0.0000000000, propagate_forward_time: 8.1751155853, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4138116837
validation[          , genome  7118] predictions:    9745/  10000 (97.45%), best:    9753/10000 (97.53%), error:       877.88062, best error:       803.24225 on epoch:    62, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 110.5727920532s, input_fired_time: 1.0199522972, output_fired_time: 1.1126635075, propagate_forward_time: 41.6794891357, propagate_backward_time: 64.4752426147, weight_update_time: 0.1503206193, other_time: 2.2854461670
epoch time: 7.9025316238s, input_fired_time: 0.1322704256, output_fired_time: 0.0000000000, propagate_forward_time: 7.3620128632, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4082484245
validation[          , genome  7118] predictions:    9747/  10000 (97.47%), best:    9753/10000 (97.53%), error:       822.63495, best error:       803.24225 on epoch:    62, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 109.0944671631s, input_fired_time: 1.0105276108, output_fired_time: 1.0310981274, propagate_forward_time: 42.0886611938, propagate_backward_time: 61.4659652710, weight_update_time: 0.1497542113, other_time: 3.4982147217
epoch time: 8.0800838470s, input_fired_time: 0.1321252286, output_fired_time: 0.0000000000, propagate_forward_time: 7.5368618965, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4110965729
validation[          , genome  7118] predictions:    9730/  10000 (97.30%), best:    9753/10000 (97.53%), error:       892.49756, best error:       803.24225 on epoch:    62, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 108.5639038086s, input_fired_time: 1.0102821589, output_fired_time: 1.0315778255, propagate_forward_time: 38.6694335938, propagate_backward_time: 65.5488052368, weight_update_time: 0.1494614780, other_time: 2.3038024902
epoch time: 8.0703792572s, input_fired_time: 0.1318840683, output_fired_time: 0.0000000000, propagate_forward_time: 7.5325484276, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4059467316
validation[          , genome  7118] predictions:    9716/  10000 (97.16%), best:    9753/10000 (97.53%), error:       928.77643, best error:       803.24225 on epoch:    62, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 109.2583770752s, input_fired_time: 1.0139393806, output_fired_time: 1.0443420410, propagate_forward_time: 40.9010391235, propagate_backward_time: 64.0144119263, weight_update_time: 0.1502022445, other_time: 2.2846450806
epoch time: 8.1505985260s, input_fired_time: 0.1320102215, output_fired_time: 0.0000000000, propagate_forward_time: 7.6072282791, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4113597870
validation[          , genome  7118] predictions:    9735/  10000 (97.35%), best:    9753/10000 (97.53%), error:       912.43402, best error:       803.24225 on epoch:    62, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 110.3476638794s, input_fired_time: 1.0277302265, output_fired_time: 1.0371232033, propagate_forward_time: 39.5483322144, propagate_backward_time: 66.4415817261, weight_update_time: 0.1507805735, other_time: 2.2928924561
epoch time: 8.6761293411s, input_fired_time: 0.1349433064, output_fired_time: 0.0000000000, propagate_forward_time: 8.1242866516, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4168996811
validation[          , genome  7118] predictions:    9744/  10000 (97.44%), best:    9753/10000 (97.53%), error:       838.22571, best error:       803.24225 on epoch:    62, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 109.8819732666s, input_fired_time: 1.0167869329, output_fired_time: 1.0338528156, propagate_forward_time: 38.2063980103, propagate_backward_time: 67.3388824463, weight_update_time: 0.1504989862, other_time: 2.2860565186
epoch time: 7.8949537277s, input_fired_time: 0.1317524612, output_fired_time: 0.0000000000, propagate_forward_time: 7.3542213440, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4089798927
validation[          , genome  7118] predictions:    9751/  10000 (97.51%), best:    9753/10000 (97.53%), error:       870.26691, best error:       803.24225 on epoch:    62, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 108.9443054199s, input_fired_time: 1.0231891870, output_fired_time: 1.0971686840, propagate_forward_time: 38.7642517090, propagate_backward_time: 65.7654495239, weight_update_time: 0.1505077034, other_time: 2.2942504883
epoch time: 7.9709906578s, input_fired_time: 0.1323905885, output_fired_time: 0.0000000000, propagate_forward_time: 7.4305043221, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4080958366
validation[          , genome  7118] predictions:    9747/  10000 (97.47%), best:    9753/10000 (97.53%), error:       912.57581, best error:       803.24225 on epoch:    62, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 110.1650085449s, input_fired_time: 1.0197129250, output_fired_time: 1.0350459814, propagate_forward_time: 41.5259284973, propagate_backward_time: 64.2884216309, weight_update_time: 0.1506833136, other_time: 2.2958984375
epoch time: 7.8924961090s, input_fired_time: 0.1325889081, output_fired_time: 0.0000000000, propagate_forward_time: 7.3524932861, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4074139595
validation[          , genome  7118] predictions:    9748/  10000 (97.48%), best:    9753/10000 (97.53%), error:       845.24268, best error:       803.24225 on epoch:    62, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 109.7264328003s, input_fired_time: 1.0170381069, output_fired_time: 1.0338915586, propagate_forward_time: 41.1187667847, propagate_backward_time: 64.2705764771, weight_update_time: 0.1506864429, other_time: 2.2861633301
epoch time: 8.4351854324s, input_fired_time: 0.1334880441, output_fired_time: 0.0000000000, propagate_forward_time: 7.8883152008, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4133825302
validation[          , genome  7118] predictions:    9745/  10000 (97.45%), best:    9753/10000 (97.53%), error:       877.00873, best error:       803.24225 on epoch:    62, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 110.7107467651s, input_fired_time: 1.0234062672, output_fired_time: 1.0938661098, propagate_forward_time: 38.9928627014, propagate_backward_time: 67.2692031860, weight_update_time: 0.1503319144, other_time: 2.3314132690
epoch time: 8.6506605148s, input_fired_time: 0.1345179677, output_fired_time: 0.0000000000, propagate_forward_time: 8.1031293869, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4130134583
validation[          , genome  7118] predictions:    9738/  10000 (97.38%), best:    9753/10000 (97.53%), error:       874.18933, best error:       803.24225 on epoch:    62, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 106.9143905640s, input_fired_time: 1.0188031197, output_fired_time: 1.0320513248, propagate_forward_time: 37.8579368591, propagate_backward_time: 64.3609390259, weight_update_time: 0.1505891681, other_time: 2.6446609497
epoch time: 7.9350919724s, input_fired_time: 0.1332981884, output_fired_time: 0.0000000000, propagate_forward_time: 7.3815650940, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4202284813
validation[          , genome  7118] predictions:    9751/  10000 (97.51%), best:    9753/10000 (97.53%), error:       860.24084, best error:       803.24225 on epoch:    62, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 108.8757858276s, input_fired_time: 1.0414336920, output_fired_time: 1.0379695892, propagate_forward_time: 40.1526603699, propagate_backward_time: 64.3511352539, weight_update_time: 0.1514056474, other_time: 2.2925872803
epoch time: 7.8949966431s, input_fired_time: 0.1333163381, output_fired_time: 0.0000000000, propagate_forward_time: 7.3520474434, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4096326828
validation[          , genome  7118] predictions:    9734/  10000 (97.34%), best:    9753/10000 (97.53%), error:       874.96368, best error:       803.24225 on epoch:    62, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

arguments:
	'projects/csgrid.org_csg/exact_client_0.34_windows_x86_64.exe'
	'--training_file'
	'training_samples.bin'
	'--validation_file'
	'validation_samples.bin'
	'--testing_file'
	'testing_samples.bin'
	'--genome_file'
	'input_genome.txt'
	'--output_file'
	'output_genome.txt'
	'--checkpoint_file'
	'checkpoint.txt'
converting arguments to vector
boincified training filename: '../../projects/csgrid.org_csg/mnist_training_50k.bin'
boincified validation filename: '../../projects/csgrid.org_csg/mnist_validation_10k.bin'
boincified testing filename: '../../projects/csgrid.org_csg/mnist_testing_new.bin'
boincified genome filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_41_7118.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_41_7118_1_r1400248515_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from checkpoint file: 'checkpoint.txt'
read CNN_Genome file with version string: 'v0.33'
read exact_id: -1
read genome_id: -1
read initial_mu: 0.5
read mu: 0.986053
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.000100677
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 4.02706e-06
read weight_decay_delta: 0.95
read batch_size: 50
read epsilon: 1e-07
read alpha: 0.1
read input_dropout_probability: 0
read hidden_dropout_probability: 0
read velocity_reset: 1000
read epoch: 94
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 62
read number_validation_images: 10000
read best_validation_predictions: 9753
read best_validation_error: 803.242
read number_training_images: 50000
read training_predictions: 0
read training_error: 1e+07
read number_test_images: 10000
read test_predictions: 0
read test_error: 1e+07
read generation_id: 7118
read normal distribution: '1 -0.141252905130386 1.80131769180298'
generator_str: '400572855'
read generator: 400572855
read generated_by_map:
1 merge_node 1
reading 25 nodes.
reading 64 edges.
number input nodes: 1
number softmax nodes: 10
order_size: 50000
parsed input file
loaded genome
loading images
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 4923 images.
reading image set with 5742 images.
reading image set with 4958 images.
reading image set with 5131 images.
reading image set with 4842 images.
reading image set with 4421 images.
reading image set with 4918 images.
reading image set with 5265 images.
reading image set with 4851 images.
reading image set with 4949 images.
image_size: 1x28x28 = 784
read 50000 images.
    class    0: 4923
    class    1: 5742
    class    2: 4958
    class    3: 5131
    class    4: 4842
    class    5: 4421
    class    6: 4918
    class    7: 5265
    class    8: 4851
    class    9: 4949
calculating averages and standard deviations for images
average pixel value for channel 0: 0.130530551075935
pixel variance for channel 0: 0.0948646068572998
pixel standard deviation for channel 0: 0.308000981807709
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
image_size: 1x28x28 = 784
read 10000 images.
    class    0: 1000
    class    1: 1000
    class    2: 1000
    class    3: 1000
    class    4: 1000
    class    5: 1000
    class    6: 1000
    class    7: 1000
    class    8: 1000
    class    9: 1000
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 980 images.
reading image set with 1135 images.
reading image set with 1032 images.
reading image set with 1010 images.
reading image set with 982 images.
reading image set with 892 images.
reading image set with 958 images.
reading image set with 1028 images.
reading image set with 974 images.
reading image set with 1009 images.
image_size: 1x28x28 = 784
read 10000 images.
    class    0: 980
    class    1: 1135
    class    2: 1032
    class    3: 1010
    class    4: 982
    class    5: 892
    class    6: 958
    class    7: 1028
    class    8: 974
    class    9: 1009
loaded images
starting backpropagation!
epoch time: 109.536087036133s, input_fired_time: 1.02051711082458, output_fired_time: 1.03876006603241, propagate_forward_time: 40.1607627868652, propagate_backward_time: 65.0154724121094, weight_update_time: 0.150471657514572, other_time: 2.30058288574219
epoch time: 8.13677406311035s, input_fired_time: 0.133843794465065, output_fired_time: 0, propagate_forward_time: 7.59843587875366, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.404494762420654
validation[          , genome  7118] predictions:    9727/  10000 (97.27%), best:    9753/10000 (97.53%), error:       919.11670, best error:       803.24225 on epoch:    62, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 109.2278213501s, input_fired_time: 1.0215506554, output_fired_time: 1.0297164917, propagate_forward_time: 39.2987632751, propagate_backward_time: 64.6285095215, weight_update_time: 0.1494962275, other_time: 3.2492828369
epoch time: 8.6325321198s, input_fired_time: 0.1352864206, output_fired_time: 0.0000000000, propagate_forward_time: 8.0878210068, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4094247818
validation[          , genome  7118] predictions:    9741/  10000 (97.41%), best:    9753/10000 (97.53%), error:       884.74371, best error:       803.24225 on epoch:    62, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 108.3393859863s, input_fired_time: 1.0116015673, output_fired_time: 1.0300351381, propagate_forward_time: 40.6552925110, propagate_backward_time: 63.3888549805, weight_update_time: 0.1491648704, other_time: 2.2536010742
epoch time: 7.8888597488s, input_fired_time: 0.1336817443, output_fired_time: 0.0000000000, propagate_forward_time: 7.3523316383, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4028463364
validation[          , genome  7118] predictions:    9737/  10000 (97.37%), best:    9753/10000 (97.53%), error:       893.97931, best error:       803.24225 on epoch:    62, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 108.1196441650s, input_fired_time: 1.0150882006, output_fired_time: 1.0339618921, propagate_forward_time: 40.2522087097, propagate_backward_time: 63.5560722351, weight_update_time: 0.1495312750, other_time: 2.2623176575
epoch time: 7.9106183052s, input_fired_time: 0.1340547353, output_fired_time: 0.0000000000, propagate_forward_time: 7.3762087822, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4003548622
validation[          , genome  7118] predictions:    9777/  10000 (97.77%), best:    9753/10000 (97.53%), error:       804.60498, best error:       803.24225 on epoch:    62, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 107.1894531250s, input_fired_time: 1.0595421791, output_fired_time: 1.0339685678, propagate_forward_time: 39.1642837524, propagate_backward_time: 63.6763267517, weight_update_time: 0.1496331245, other_time: 2.2553367615
epoch time: 8.6886367798s, input_fired_time: 0.1362269670, output_fired_time: 0.0000000000, propagate_forward_time: 8.1437864304, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4086236954
validation[          , genome  7118] predictions:    9732/  10000 (97.32%), best:    9753/10000 (97.53%), error:       929.70801, best error:       803.24225 on epoch:    62, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 112.3064880371s, input_fired_time: 1.0302511454, output_fired_time: 1.0422527790, propagate_forward_time: 43.5689392090, propagate_backward_time: 64.3463363647, weight_update_time: 0.1512044668, other_time: 2.3187103271
epoch time: 7.8473291397s, input_fired_time: 0.1334683597, output_fired_time: 0.0000000000, propagate_forward_time: 7.3123583794, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4015026093
validation[          , genome  7118] predictions:    9742/  10000 (97.42%), best:    9753/10000 (97.53%), error:       862.22137, best error:       803.24225 on epoch:    62, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 108.9000625610s, input_fired_time: 2.1558294296, output_fired_time: 1.0338631868, propagate_forward_time: 38.8391494751, propagate_backward_time: 64.6143341064, weight_update_time: 0.1495826691, other_time: 2.2568817139
epoch time: 8.7517652512s, input_fired_time: 0.1364910752, output_fired_time: 0.0000000000, propagate_forward_time: 8.2066116333, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4086627960
validation[          , genome  7118] predictions:    9763/  10000 (97.63%), best:    9753/10000 (97.53%), error:       839.99738, best error:       803.24225 on epoch:    62, 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: 42.1732940674s, input_fired_time: 0.6563273072, output_fired_time: 0.0000000000, propagate_forward_time: 39.4617500305, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0552177429
best training[          , genome  7118] predictions:   49466/  50000 (98.93%), best:    9753/10000 (97.53%), error:      1957.72217, best error:       803.24225 on epoch:    62, 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: 8.9357280731s, input_fired_time: 0.1292994618, output_fired_time: 0.0000000000, propagate_forward_time: 7.4222841263, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3841447830
   testing[          , genome  7118] predictions:    9776/  10000 (97.76%), best:    9753/10000 (97.53%), error:       720.00336, best error:       803.24225 on epoch:    62, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
14:19:17 (2888): called boinc_finish(0)

</stderr_txt>
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