Nameexact_genome_1512568488_43_6699_1
Workunit2604765
Created7 Dec 2017, 21:20:07 UTC
Sent7 Dec 2017, 21:28:33 UTC
Report deadline16 Dec 2017, 8:58:20 UTC
Received8 Dec 2017, 1:22:33 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID62687
Run time1 hours 56 min 23 sec
CPU time1 hours 51 min 22 sec
Validate stateValid
Credit2,119.75
Device peak FLOPS4.32 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size155.25 MB
Peak swap size158.15 MB
Peak disk usage1.92 MB

Stderr output

<core_client_version>7.6.33</core_client_version>
<![CDATA[
<stderr_txt>
e: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3877558708
validation[          , genome  6699] predictions:    9680/  10000 (96.80%), best:    9703/10000 (97.03%), error:      1072.15027, best error:       992.09625 on epoch:    19, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 61.7394638062s, input_fired_time: 0.8917193413, output_fired_time: 0.6882619262, propagate_forward_time: 22.2984771729, propagate_backward_time: 35.6208000183, weight_update_time: 0.1201884747, other_time: 2.2402038574
epoch time: 5.0645399094s, input_fired_time: 0.1252603233, output_fired_time: 0.0000000000, propagate_forward_time: 4.5259766579, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4133028984
validation[          , genome  6699] predictions:    9722/  10000 (97.22%), best:    9722/10000 (97.22%), error:       966.66394, best error:       966.66394 on epoch:    21, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 64.6683425903s, input_fired_time: 1.0191427469, output_fired_time: 0.7829512358, propagate_forward_time: 23.2167644501, propagate_backward_time: 36.9603233337, weight_update_time: 0.1620468050, other_time: 2.6891593933
epoch time: 5.1794772148s, input_fired_time: 0.1491218507, output_fired_time: 0.0000000000, propagate_forward_time: 4.4910135269, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5393419266
validation[          , genome  6699] predictions:    9672/  10000 (96.72%), best:    9722/10000 (97.22%), error:      1074.45581, best error:       966.66394 on epoch:    21, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 64.1861419678s, input_fired_time: 1.1406790018, output_fired_time: 0.8701711893, propagate_forward_time: 22.7327880859, propagate_backward_time: 36.3683242798, weight_update_time: 0.1642585397, other_time: 3.0741806030
epoch time: 5.3075075150s, input_fired_time: 0.1560852528, output_fired_time: 0.0000000000, propagate_forward_time: 4.6006617546, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5507607460
validation[          , genome  6699] predictions:    9661/  10000 (96.61%), best:    9722/10000 (97.22%), error:      1120.84314, best error:       966.66394 on epoch:    21, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 64.0830764771s, input_fired_time: 1.1312772036, output_fired_time: 0.8604755998, propagate_forward_time: 22.6990623474, propagate_backward_time: 36.3102493286, weight_update_time: 0.1702639312, other_time: 3.0820083618
epoch time: 5.2598814964s, input_fired_time: 0.1539106071, output_fired_time: 0.0000000000, propagate_forward_time: 4.5555777550, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5503931046
validation[          , genome  6699] predictions:    9716/  10000 (97.16%), best:    9716/10000 (97.16%), error:       943.66699, best error:       943.66699 on epoch:    24, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 64.3089141846s, input_fired_time: 1.1410225630, output_fired_time: 0.8987634778, propagate_forward_time: 22.8343791962, propagate_backward_time: 36.3914375305, weight_update_time: 0.1650823802, other_time: 3.0433158875
epoch time: 5.2490801811s, input_fired_time: 0.1538266540, output_fired_time: 0.0000000000, propagate_forward_time: 4.5356473923, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5596060753
validation[          , genome  6699] predictions:    9694/  10000 (96.94%), best:    9716/10000 (97.16%), error:      1002.64001, best error:       943.66699 on epoch:    24, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 64.3172531128s, input_fired_time: 1.1515392065, output_fired_time: 0.8851570487, propagate_forward_time: 22.8520927429, propagate_backward_time: 36.3800430298, weight_update_time: 0.1619061977, other_time: 3.0484199524
epoch time: 5.1879653931s, input_fired_time: 0.1533144116, output_fired_time: 0.0000000000, propagate_forward_time: 4.5018353462, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5328154564
validation[          , genome  6699] predictions:    9680/  10000 (96.80%), best:    9716/10000 (97.16%), error:      1040.59009, best error:       943.66699 on epoch:    24, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 64.4142608643s, input_fired_time: 1.1632106304, output_fired_time: 0.8995219469, propagate_forward_time: 22.8261318207, propagate_backward_time: 36.4280967712, weight_update_time: 0.1667837352, other_time: 3.0973014832
epoch time: 5.2772383690s, input_fired_time: 0.1624390781, output_fired_time: 0.0000000000, propagate_forward_time: 4.5560960770, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5587034225
validation[          , genome  6699] predictions:    9707/  10000 (97.07%), best:    9716/10000 (97.16%), error:      1021.17596, best error:       943.66699 on epoch:    24, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 64.1997604370s, input_fired_time: 1.1366218328, output_fired_time: 0.8813735247, propagate_forward_time: 22.7823467255, propagate_backward_time: 36.3453407288, weight_update_time: 0.1640939415, other_time: 3.0540733337
epoch time: 5.2956161499s, input_fired_time: 0.1561851501, output_fired_time: 0.0000000000, propagate_forward_time: 4.5976281166, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5418028831
validation[          , genome  6699] predictions:    9697/  10000 (96.97%), best:    9716/10000 (97.16%), error:       987.98529, best error:       943.66699 on epoch:    24, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 64.3278961182s, input_fired_time: 1.1488990784, output_fired_time: 0.8885049820, propagate_forward_time: 22.8382549286, propagate_backward_time: 36.3885078430, weight_update_time: 0.1681011021, other_time: 3.0637321472
epoch time: 5.2692146301s, input_fired_time: 0.1567794085, output_fired_time: 0.0000000000, propagate_forward_time: 4.5789012909, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5335340500
validation[          , genome  6699] predictions:    9566/  10000 (95.66%), best:    9716/10000 (97.16%), error:      1443.47278, best error:       943.66699 on epoch:    24, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 64.2665481567s, input_fired_time: 1.1471993923, output_fired_time: 0.8842333555, propagate_forward_time: 22.8189964294, propagate_backward_time: 36.3727378845, weight_update_time: 0.1624222100, other_time: 3.0433845520
epoch time: 5.2868504524s, input_fired_time: 0.1549634188, output_fired_time: 0.0000000000, propagate_forward_time: 4.5880784988, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5438084602
validation[          , genome  6699] predictions:    9691/  10000 (96.91%), best:    9716/10000 (97.16%), error:      1010.02411, best error:       943.66699 on epoch:    24, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 64.3842468262s, input_fired_time: 1.1431338787, output_fired_time: 0.8897823095, propagate_forward_time: 22.8050136566, propagate_backward_time: 36.4666061401, weight_update_time: 0.1680261940, other_time: 3.0797119141
epoch time: 5.2221369743s, input_fired_time: 0.1485224366, output_fired_time: 0.0000000000, propagate_forward_time: 4.5406479836, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5329666138
validation[          , genome  6699] predictions:    9692/  10000 (96.92%), best:    9716/10000 (97.16%), error:       983.14258, best error:       943.66699 on epoch:    24, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 63.9680252075s, input_fired_time: 1.1125078201, output_fired_time: 0.8720211983, propagate_forward_time: 22.6885910034, propagate_backward_time: 36.3014259338, weight_update_time: 0.1609710902, other_time: 2.9934806824
epoch time: 5.2009005547s, input_fired_time: 0.1523975581, output_fired_time: 0.0000000000, propagate_forward_time: 4.5183162689, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5301866531
validation[          , genome  6699] predictions:    9729/  10000 (97.29%), best:    9729/10000 (97.29%), error:       911.04675, best error:       911.04675 on epoch:    32, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 65.2037124634s, input_fired_time: 1.1706337929, output_fired_time: 0.9130550623, propagate_forward_time: 23.0284442902, propagate_backward_time: 36.9576072693, weight_update_time: 0.1695119143, other_time: 3.1339759827
epoch time: 5.4701261520s, input_fired_time: 0.1658678204, output_fired_time: 0.0000000000, propagate_forward_time: 4.7463369370, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5579214096
validation[          , genome  6699] predictions:    9655/  10000 (96.55%), best:    9729/10000 (97.29%), error:      1086.51111, best error:       911.04675 on epoch:    32, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 64.5223083496s, input_fired_time: 1.1584331989, output_fired_time: 0.9066199064, propagate_forward_time: 22.8484172821, propagate_backward_time: 36.4892578125, weight_update_time: 0.1700596064, other_time: 3.1195831299
epoch time: 5.2489337921s, input_fired_time: 0.1562348306, output_fired_time: 0.0000000000, propagate_forward_time: 4.5406517982, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5520472527
validation[          , genome  6699] predictions:    9705/  10000 (97.05%), best:    9729/10000 (97.29%), error:       979.45410, best error:       911.04675 on epoch:    32, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 65.4797897339s, input_fired_time: 1.1606327295, output_fired_time: 0.9347819090, propagate_forward_time: 23.1229667664, propagate_backward_time: 37.1303024292, weight_update_time: 0.1713849008, other_time: 3.1311111450
epoch time: 5.2906847000s, input_fired_time: 0.1566388160, output_fired_time: 0.0000000000, propagate_forward_time: 4.5931663513, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5408797264
validation[          , genome  6699] predictions:    9695/  10000 (96.95%), best:    9729/10000 (97.29%), error:      1035.44934, best error:       911.04675 on epoch:    32, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 66.8741455078s, input_fired_time: 1.2180624008, output_fired_time: 0.9924405217, propagate_forward_time: 23.5026283264, propagate_backward_time: 38.0793838501, weight_update_time: 0.1663158536, other_time: 3.0816307068
epoch time: 5.5842800140s, input_fired_time: 0.1696296185, output_fired_time: 0.0000000000, propagate_forward_time: 4.8280310631, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5866193771
validation[          , genome  6699] predictions:    9694/  10000 (96.94%), best:    9729/10000 (97.29%), error:       966.15619, best error:       911.04675 on epoch:    32, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 65.8558349609s, input_fired_time: 1.1887357235, output_fired_time: 0.9499730468, propagate_forward_time: 23.2529773712, propagate_backward_time: 37.2737770081, weight_update_time: 0.1667469740, other_time: 3.1903724670
epoch time: 5.2937998772s, input_fired_time: 0.1531902850, output_fired_time: 0.0000000000, propagate_forward_time: 4.5784411430, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5621685982
validation[          , genome  6699] predictions:    9674/  10000 (96.74%), best:    9729/10000 (97.29%), error:      1046.90930, best error:       911.04675 on epoch:    32, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 65.2807540894s, input_fired_time: 1.1774823666, output_fired_time: 0.9268943071, propagate_forward_time: 23.1104450226, propagate_backward_time: 36.9757690430, weight_update_time: 0.1620770395, other_time: 3.0901641846
epoch time: 5.4116988182s, input_fired_time: 0.1651375145, output_fired_time: 0.0000000000, propagate_forward_time: 4.6905512810, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5560102463
validation[          , genome  6699] predictions:    9717/  10000 (97.17%), best:    9729/10000 (97.29%), error:       914.89209, best error:       911.04675 on epoch:    32, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 64.8460998535s, input_fired_time: 1.1699973345, output_fired_time: 0.9088113308, propagate_forward_time: 22.9340705872, propagate_backward_time: 36.6992073059, weight_update_time: 0.1686740369, other_time: 3.1340141296
epoch time: 5.4036026001s, input_fired_time: 0.1625930518, output_fired_time: 0.0000000000, propagate_forward_time: 4.6803774834, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5606322289
validation[          , genome  6699] predictions:    9715/  10000 (97.15%), best:    9729/10000 (97.29%), error:       938.52997, best error:       911.04675 on epoch:    32, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 64.2906723022s, input_fired_time: 1.1297208071, output_fired_time: 0.8791775107, propagate_forward_time: 22.8233947754, propagate_backward_time: 36.3718795776, weight_update_time: 0.1630165428, other_time: 3.0864982605
epoch time: 5.1985840797s, input_fired_time: 0.1511276066, output_fired_time: 0.0000000000, propagate_forward_time: 4.5168356895, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5306205750
validation[          , genome  6699] predictions:    9666/  10000 (96.66%), best:    9729/10000 (97.29%), error:      1134.86353, best error:       911.04675 on epoch:    32, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 64.4859924316s, input_fired_time: 1.1523355246, output_fired_time: 0.9085042477, propagate_forward_time: 22.8386096954, propagate_backward_time: 36.5033493042, weight_update_time: 0.1676063240, other_time: 3.0831909180
epoch time: 5.2362961769s, input_fired_time: 0.1536870003, output_fired_time: 0.0000000000, propagate_forward_time: 4.5474467278, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5351624489
validation[          , genome  6699] predictions:    9719/  10000 (97.19%), best:    9719/10000 (97.19%), error:       901.68750, best error:       901.68750 on epoch:    41, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 64.3725433350s, input_fired_time: 1.1616666317, output_fired_time: 0.8748943210, propagate_forward_time: 22.7811679840, propagate_backward_time: 36.4453926086, weight_update_time: 0.1684267521, other_time: 3.1094245911
epoch time: 5.2233085632s, input_fired_time: 0.1510094106, output_fired_time: 0.0000000000, propagate_forward_time: 4.5265488625, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5457501411
validation[          , genome  6699] predictions:    9694/  10000 (96.94%), best:    9719/10000 (97.19%), error:      1025.92297, best error:       901.68750 on epoch:    41, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 64.3932037354s, input_fired_time: 1.1547793150, output_fired_time: 0.8885363936, propagate_forward_time: 22.8342208862, propagate_backward_time: 36.4259376526, weight_update_time: 0.1629668921, other_time: 3.0897331238
epoch time: 5.2888612747s, input_fired_time: 0.1600405425, output_fired_time: 0.0000000000, propagate_forward_time: 4.5688233376, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5599975586
validation[          , genome  6699] predictions:    9706/  10000 (97.06%), best:    9719/10000 (97.19%), error:       966.88757, best error:       901.68750 on epoch:    41, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 64.2647552490s, input_fired_time: 1.1524673700, output_fired_time: 0.8922432661, propagate_forward_time: 22.7806110382, propagate_backward_time: 36.3574638367, weight_update_time: 0.1644665599, other_time: 3.0819740295
epoch time: 5.4354352951s, input_fired_time: 0.1656837165, output_fired_time: 0.0000000000, propagate_forward_time: 4.6792178154, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5905337334
validation[          , genome  6699] predictions:    9715/  10000 (97.15%), best:    9719/10000 (97.19%), error:       933.15765, best error:       901.68750 on epoch:    41, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 64.8088760376s, input_fired_time: 1.1633678675, output_fired_time: 0.9083390236, propagate_forward_time: 22.9626026154, propagate_backward_time: 36.6226539612, weight_update_time: 0.1651953459, other_time: 3.1519126892
epoch time: 5.3036985397s, input_fired_time: 0.1558964401, output_fired_time: 0.0000000000, propagate_forward_time: 4.6087985039, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5390033722
validation[          , genome  6699] predictions:    9735/  10000 (97.35%), best:    9719/10000 (97.19%), error:       903.76392, best error:       901.68750 on epoch:    41, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 64.3087158203s, input_fired_time: 1.1540540457, output_fired_time: 0.8714215755, propagate_forward_time: 22.8112945557, propagate_backward_time: 36.3941955566, weight_update_time: 0.1644507051, other_time: 3.0777511597
epoch time: 5.2661366463s, input_fired_time: 0.1583373845, output_fired_time: 0.0000000000, propagate_forward_time: 4.5522074699, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5555915833
validation[          , genome  6699] predictions:    9714/  10000 (97.14%), best:    9719/10000 (97.19%), error:       950.99139, best error:       901.68750 on epoch:    41, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 64.4547119141s, input_fired_time: 1.1540659666, output_fired_time: 0.8815931082, propagate_forward_time: 22.8134593964, propagate_backward_time: 36.4950447083, weight_update_time: 0.1680374146, other_time: 3.1105537415
epoch time: 5.2664356232s, input_fired_time: 0.1526780128, output_fired_time: 0.0000000000, propagate_forward_time: 4.5498561859, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5639014244
validation[          , genome  6699] predictions:    9740/  10000 (97.40%), best:    9740/10000 (97.40%), error:       856.66406, best error:       856.66406 on epoch:    47, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 64.2713699341s, input_fired_time: 1.1390587091, output_fired_time: 0.8859897852, propagate_forward_time: 22.7842941284, propagate_backward_time: 36.4154281616, weight_update_time: 0.1613327265, other_time: 3.0466003418
epoch time: 5.2124128342s, input_fired_time: 0.1481843889, output_fired_time: 0.0000000000, propagate_forward_time: 4.5324902534, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5317382813
validation[          , genome  6699] predictions:    9717/  10000 (97.17%), best:    9740/10000 (97.40%), error:       958.54254, best error:       856.66406 on epoch:    47, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 66.3714447021s, input_fired_time: 1.1718350649, output_fired_time: 0.9427953362, propagate_forward_time: 23.5557079315, propagate_backward_time: 37.5937385559, weight_update_time: 0.1691194773, other_time: 3.1073646545
epoch time: 5.2721567154s, input_fired_time: 0.1650423855, output_fired_time: 0.0000000000, propagate_forward_time: 4.5457215309, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5613927841
validation[          , genome  6699] predictions:    9701/  10000 (97.01%), best:    9740/10000 (97.40%), error:      1004.29272, best error:       856.66406 on epoch:    47, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 64.6700897217s, input_fired_time: 1.1553131342, output_fired_time: 0.9079110622, propagate_forward_time: 22.8611812592, propagate_backward_time: 36.6841964722, weight_update_time: 0.1650979817, other_time: 3.0614929199
epoch time: 5.3285698891s, input_fired_time: 0.1598585397, output_fired_time: 0.0000000000, propagate_forward_time: 4.6230921745, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5456190109
validation[          , genome  6699] predictions:    9684/  10000 (96.84%), best:    9740/10000 (97.40%), error:      1045.70251, best error:       856.66406 on epoch:    47, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 64.3163604736s, input_fired_time: 1.1480703354, output_fired_time: 0.8907955885, propagate_forward_time: 22.8103542328, propagate_backward_time: 36.4001235962, weight_update_time: 0.1678719074, other_time: 3.0670166016
epoch time: 5.2700819969s, input_fired_time: 0.1552890241, output_fired_time: 0.0000000000, propagate_forward_time: 4.5589885712, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5558042526
validation[          , genome  6699] predictions:    9698/  10000 (96.98%), best:    9740/10000 (97.40%), error:       975.34033, best error:       856.66406 on epoch:    47, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 64.4522857666s, input_fired_time: 1.1556214094, output_fired_time: 0.8877671361, propagate_forward_time: 22.7981891632, propagate_backward_time: 36.4699821472, weight_update_time: 0.1662051529, other_time: 3.1407279968
epoch time: 5.2943887711s, input_fired_time: 0.1562662721, output_fired_time: 0.0000000000, propagate_forward_time: 4.5782504082, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5598721504
validation[          , genome  6699] predictions:    9707/  10000 (97.07%), best:    9740/10000 (97.40%), error:      1003.22571, best error:       856.66406 on epoch:    47, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

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_43_6699.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_43_6699_1_r364835621_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: 0.957674
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.000824633
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 3.29853e-05
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: 53
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 47
read number_validation_images: 10000
read best_validation_predictions: 9740
read best_validation_error: 856.664
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: 6699
read normal distribution: '1 0 0'
generator_str: '917097151'
read generator: 917097151
read generated_by_map:
1 disable_node 1
reading 23 nodes.
reading 50 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: 64.4415740966797s, input_fired_time: 1.14603495597839, output_fired_time: 0.878496050834656, propagate_forward_time: 22.8878211975098, propagate_backward_time: 36.6035461425781, weight_update_time: 0.160379439592361, other_time: 2.92567825317383
epoch time: 5.40225791931152s, input_fired_time: 0.166701674461365, output_fired_time: 0, propagate_forward_time: 4.69699096679688, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.538565158843994
validation[          , genome  6699] predictions:    9670/  10000 (96.70%), best:    9740/10000 (97.40%), error:      1058.67456, best error:       856.66406 on epoch:    47, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 63.9844169617s, input_fired_time: 1.1417580843, output_fired_time: 0.8759022951, propagate_forward_time: 22.7061748505, propagate_backward_time: 36.2706680298, weight_update_time: 0.1688773930, other_time: 2.9899139404
epoch time: 5.2208294868s, input_fired_time: 0.1520043463, output_fired_time: 0.0000000000, propagate_forward_time: 4.5450053215, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5238199234
validation[          , genome  6699] predictions:    9711/  10000 (97.11%), best:    9740/10000 (97.40%), error:       956.66840, best error:       856.66406 on epoch:    47, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 63.8046722412s, input_fired_time: 1.1376821995, output_fired_time: 0.8637905717, propagate_forward_time: 22.6834812164, propagate_backward_time: 36.2182388306, weight_update_time: 0.1565467119, other_time: 2.9014739990
epoch time: 5.2509698868s, input_fired_time: 0.1561365724, output_fired_time: 0.0000000000, propagate_forward_time: 4.5657610893, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5290722847
validation[          , genome  6699] predictions:    9725/  10000 (97.25%), best:    9740/10000 (97.40%), error:       902.59979, best error:       856.66406 on epoch:    47, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 63.8865890503s, input_fired_time: 1.1412465572, output_fired_time: 0.8771250844, propagate_forward_time: 22.7373065948, propagate_backward_time: 36.1668090820, weight_update_time: 0.1622974724, other_time: 2.9641036987
epoch time: 5.2126922607s, input_fired_time: 0.1536655277, output_fired_time: 0.0000000000, propagate_forward_time: 4.5435061455, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5155205727
validation[          , genome  6699] predictions:    9736/  10000 (97.36%), best:    9740/10000 (97.40%), error:       881.62531, best error:       856.66406 on epoch:    47, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 63.7332000732s, input_fired_time: 1.1352512836, output_fired_time: 0.8508530855, propagate_forward_time: 22.7171459198, propagate_backward_time: 36.1106529236, weight_update_time: 0.1625115275, other_time: 2.9193000793
epoch time: 5.2309017181s, input_fired_time: 0.1525735408, output_fired_time: 0.0000000000, propagate_forward_time: 4.5497488976, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5285792351
validation[          , genome  6699] predictions:    9721/  10000 (97.21%), best:    9740/10000 (97.40%), error:       920.27875, best error:       856.66406 on epoch:    47, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 63.8416213989s, input_fired_time: 1.1278533936, output_fired_time: 0.8578871489, propagate_forward_time: 22.7140045166, propagate_backward_time: 36.1918258667, weight_update_time: 0.1626075506, other_time: 2.9500503540
epoch time: 5.1992406845s, input_fired_time: 0.1509869993, output_fired_time: 0.0000000000, propagate_forward_time: 4.5385737419, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5096797943
validation[          , genome  6699] predictions:    9745/  10000 (97.45%), best:    9740/10000 (97.40%), error:       908.32159, best error:       856.66406 on epoch:    47, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 63.3561439514s, input_fired_time: 1.0881328583, output_fired_time: 0.8119099736, propagate_forward_time: 22.4969367981, propagate_backward_time: 36.1776504517, weight_update_time: 0.1518972069, other_time: 2.7815170288
epoch time: 4.9086265564s, input_fired_time: 0.1219034195, output_fired_time: 0.0000000000, propagate_forward_time: 4.4141898155, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3725333214
validation[          , genome  6699] predictions:    9634/  10000 (96.34%), best:    9740/10000 (97.40%), error:      1199.85339, best error:       856.66406 on epoch:    47, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 62.1799774170s, input_fired_time: 0.9536374211, output_fired_time: 0.7176043987, propagate_forward_time: 22.1079883575, propagate_backward_time: 36.0103645325, weight_update_time: 0.1272455007, other_time: 2.3903846741
epoch time: 4.9388790131s, input_fired_time: 0.1282921135, output_fired_time: 0.0000000000, propagate_forward_time: 4.4405832291, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3700037003
validation[          , genome  6699] predictions:    9717/  10000 (97.17%), best:    9740/10000 (97.40%), error:       956.51355, best error:       856.66406 on epoch:    47, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 64.6444091797s, input_fired_time: 1.0522212982, output_fired_time: 0.7744556665, propagate_forward_time: 23.1479473114, propagate_backward_time: 37.0417442322, weight_update_time: 0.1653251946, other_time: 2.6280403137
epoch time: 5.2148199081s, input_fired_time: 0.1528606266, output_fired_time: 0.0000000000, propagate_forward_time: 4.5316901207, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5302691460
validation[          , genome  6699] predictions:    9737/  10000 (97.37%), best:    9740/10000 (97.40%), error:       878.02686, best error:       856.66406 on epoch:    47, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 64.9386062622s, input_fired_time: 1.1522541046, output_fired_time: 0.8896958828, propagate_forward_time: 23.0203323364, propagate_backward_time: 36.9324073792, weight_update_time: 0.1587313861, other_time: 2.9439201355
epoch time: 5.2065424919s, input_fired_time: 0.1531716436, output_fired_time: 0.0000000000, propagate_forward_time: 4.5440030098, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5093679428
validation[          , genome  6699] predictions:    9711/  10000 (97.11%), best:    9740/10000 (97.40%), error:      1029.63440, best error:       856.66406 on epoch:    47, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 64.2178878784s, input_fired_time: 1.1351472139, output_fired_time: 0.8682736158, propagate_forward_time: 22.7791309357, propagate_backward_time: 36.5223464966, weight_update_time: 0.1565358192, other_time: 2.9129867554
epoch time: 5.2190670967s, input_fired_time: 0.1537523270, output_fired_time: 0.0000000000, propagate_forward_time: 4.5397186279, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5255961418
validation[          , genome  6699] predictions:    9722/  10000 (97.22%), best:    9740/10000 (97.40%), error:       912.21082, best error:       856.66406 on epoch:    47, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 64.6398696899s, input_fired_time: 1.1460307837, output_fired_time: 0.8883390427, propagate_forward_time: 22.9056663513, propagate_backward_time: 36.7798767090, weight_update_time: 0.1535494477, other_time: 2.9199562073
epoch time: 5.1859927177s, input_fired_time: 0.1491178125, output_fired_time: 0.0000000000, propagate_forward_time: 4.5340409279, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5028338432
validation[          , genome  6699] predictions:    9711/  10000 (97.11%), best:    9740/10000 (97.40%), error:       924.36157, best error:       856.66406 on epoch:    47, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 64.6862564087s, input_fired_time: 1.1549896002, output_fired_time: 0.8767535090, propagate_forward_time: 22.9128208160, propagate_backward_time: 36.7580680847, weight_update_time: 0.1574971825, other_time: 2.9836235046
epoch time: 5.2183423042s, input_fired_time: 0.1521722972, output_fired_time: 0.0000000000, propagate_forward_time: 4.5582256317, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5079445839
validation[          , genome  6699] predictions:    9718/  10000 (97.18%), best:    9740/10000 (97.40%), error:       915.43848, best error:       856.66406 on epoch:    47, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 64.2812957764s, input_fired_time: 1.1497845650, output_fired_time: 0.8735784888, propagate_forward_time: 22.7592620850, propagate_backward_time: 36.4919738770, weight_update_time: 0.1641723067, other_time: 3.0066986084
epoch time: 5.1810760498s, input_fired_time: 0.1538387537, output_fired_time: 0.0000000000, propagate_forward_time: 4.5071539879, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5200834274
validation[          , genome  6699] predictions:    9713/  10000 (97.13%), best:    9740/10000 (97.40%), error:       957.50940, best error:       856.66406 on epoch:    47, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 64.6053161621s, input_fired_time: 1.1585335732, output_fired_time: 0.8900746107, propagate_forward_time: 22.9025020599, propagate_backward_time: 36.6645469666, weight_update_time: 0.1615631878, other_time: 2.9896583557
epoch time: 5.2175111771s, input_fired_time: 0.1508212537, output_fired_time: 0.0000000000, propagate_forward_time: 4.5371694565, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5295205116
validation[          , genome  6699] predictions:    9700/  10000 (97.00%), best:    9740/10000 (97.40%), error:       967.89362, best error:       856.66406 on epoch:    47, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 64.8247985840s, input_fired_time: 1.1650375128, output_fired_time: 0.8874531984, propagate_forward_time: 22.9561614990, propagate_backward_time: 36.8569946289, weight_update_time: 0.1609620601, other_time: 2.9591484070
epoch time: 5.1976666451s, input_fired_time: 0.1502747536, output_fired_time: 0.0000000000, propagate_forward_time: 4.5295710564, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5178208351
validation[          , genome  6699] predictions:    9695/  10000 (96.95%), best:    9740/10000 (97.40%), error:       969.04144, best error:       856.66406 on epoch:    47, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 64.2545394897s, input_fired_time: 1.1528980732, output_fired_time: 0.8779813647, propagate_forward_time: 22.8011169434, propagate_backward_time: 36.4845886230, weight_update_time: 0.1596939564, other_time: 2.9379539490
epoch time: 5.1919822693s, input_fired_time: 0.1496430337, output_fired_time: 0.0000000000, propagate_forward_time: 4.5283064842, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5140328407
validation[          , genome  6699] predictions:    9724/  10000 (97.24%), best:    9740/10000 (97.40%), error:       938.35980, best error:       856.66406 on epoch:    47, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 66.0124816895s, input_fired_time: 1.1780456305, output_fired_time: 0.9457127452, propagate_forward_time: 23.4322280884, propagate_backward_time: 37.4439582825, weight_update_time: 0.1625939608, other_time: 3.0125350952
epoch time: 5.2192673683s, input_fired_time: 0.1535719335, output_fired_time: 0.0000000000, propagate_forward_time: 4.5517568588, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5139384270
validation[          , genome  6699] predictions:    9765/  10000 (97.65%), best:    9765/10000 (97.65%), error:       836.06781, best error:       836.06781 on epoch:    70, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 64.8677978516s, input_fired_time: 1.1574892998, output_fired_time: 0.9145017862, propagate_forward_time: 23.0157642365, propagate_backward_time: 36.8618087769, weight_update_time: 0.1542274505, other_time: 2.9182357788
epoch time: 5.2137718201s, input_fired_time: 0.1549721062, output_fired_time: 0.0000000000, propagate_forward_time: 4.5285506248, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5302491188
validation[          , genome  6699] predictions:    9697/  10000 (96.97%), best:    9765/10000 (97.65%), error:      1024.61328, best error:       836.06781 on epoch:    70, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 64.7133941650s, input_fired_time: 1.1468069553, output_fired_time: 0.8955086470, propagate_forward_time: 22.9759101868, propagate_backward_time: 36.7250137329, weight_update_time: 0.1588007361, other_time: 2.9701538086
epoch time: 5.2362585068s, input_fired_time: 0.1566581279, output_fired_time: 0.0000000000, propagate_forward_time: 4.5570302010, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5225701332
validation[          , genome  6699] predictions:    9744/  10000 (97.44%), best:    9765/10000 (97.65%), error:       877.69757, best error:       836.06781 on epoch:    70, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 65.0956268311s, input_fired_time: 1.1702685356, output_fired_time: 0.9021935463, propagate_forward_time: 23.0736846924, propagate_backward_time: 36.9691467285, weight_update_time: 0.1603890210, other_time: 2.9803314209
epoch time: 5.2256770134s, input_fired_time: 0.1517172903, output_fired_time: 0.0000000000, propagate_forward_time: 4.5472192764, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5267405510
validation[          , genome  6699] predictions:    9669/  10000 (96.69%), best:    9765/10000 (97.65%), error:      1037.38074, best error:       836.06781 on epoch:    70, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 64.2243576050s, input_fired_time: 1.1445412636, output_fired_time: 0.8936471939, propagate_forward_time: 22.7659435272, propagate_backward_time: 36.4546623230, weight_update_time: 0.1580728889, other_time: 2.9655647278
epoch time: 5.2286081314s, input_fired_time: 0.1578307450, output_fired_time: 0.0000000000, propagate_forward_time: 4.5402293205, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5305480957
validation[          , genome  6699] predictions:    9699/  10000 (96.99%), best:    9765/10000 (97.65%), error:       991.50391, best error:       836.06781 on epoch:    70, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 64.1988067627s, input_fired_time: 1.1433563232, output_fired_time: 0.9030380249, propagate_forward_time: 22.7743549347, propagate_backward_time: 36.3580169678, weight_update_time: 0.1586526781, other_time: 3.0200424194
epoch time: 5.2048602104s, input_fired_time: 0.1504607797, output_fired_time: 0.0000000000, propagate_forward_time: 4.5459928513, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5084066391
validation[          , genome  6699] predictions:    9748/  10000 (97.48%), best:    9765/10000 (97.65%), error:       901.56030, best error:       836.06781 on epoch:    70, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 63.8402366638s, input_fired_time: 1.1445587873, output_fired_time: 0.8709868789, propagate_forward_time: 22.6846160889, propagate_backward_time: 36.1785736084, weight_update_time: 0.1562139690, other_time: 2.9615020752
epoch time: 5.1756544113s, input_fired_time: 0.1490875930, output_fired_time: 0.0000000000, propagate_forward_time: 4.5126347542, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5139322281
validation[          , genome  6699] predictions:    9738/  10000 (97.38%), best:    9765/10000 (97.65%), error:       880.09625, best error:       836.06781 on epoch:    70, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 63.9348220825s, input_fired_time: 1.1300998926, output_fired_time: 0.8795472980, propagate_forward_time: 22.7212715149, propagate_backward_time: 36.2842674255, weight_update_time: 0.1565616131, other_time: 2.9196357727
epoch time: 5.2206954956s, input_fired_time: 0.1571378112, output_fired_time: 0.0000000000, propagate_forward_time: 4.5413675308, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5221900940
validation[          , genome  6699] predictions:    9691/  10000 (96.91%), best:    9765/10000 (97.65%), error:      1043.08215, best error:       836.06781 on epoch:    70, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 63.8820648193s, input_fired_time: 1.1362833977, output_fired_time: 0.8580293059, propagate_forward_time: 22.6728782654, propagate_backward_time: 36.2449302673, weight_update_time: 0.1633027345, other_time: 2.9699440002
epoch time: 5.1986308098s, input_fired_time: 0.1527439505, output_fired_time: 0.0000000000, propagate_forward_time: 4.5340886116, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5117983818
validation[          , genome  6699] predictions:    9759/  10000 (97.59%), best:    9759/10000 (97.59%), error:       835.26245, best error:       835.26245 on epoch:    78, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 63.8913002014s, input_fired_time: 1.1306416988, output_fired_time: 0.8780635595, propagate_forward_time: 22.6617832184, propagate_backward_time: 36.2996253967, weight_update_time: 0.1569965184, other_time: 2.9211845398
epoch time: 5.1964936256s, input_fired_time: 0.1532484442, output_fired_time: 0.0000000000, propagate_forward_time: 4.5317859650, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5114593506
validation[          , genome  6699] predictions:    9755/  10000 (97.55%), best:    9759/10000 (97.59%), error:       880.66815, best error:       835.26245 on epoch:    78, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 63.9202995300s, input_fired_time: 1.1330044270, output_fired_time: 0.8596806526, propagate_forward_time: 22.7223453522, propagate_backward_time: 36.1858558655, weight_update_time: 0.1665009707, other_time: 3.0194129944
epoch time: 5.2275395393s, input_fired_time: 0.1521856785, output_fired_time: 0.0000000000, propagate_forward_time: 4.5614190102, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5139346123
validation[          , genome  6699] predictions:    9737/  10000 (97.37%), best:    9759/10000 (97.59%), error:       902.03131, best error:       835.26245 on epoch:    78, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 64.2078552246s, input_fired_time: 1.1483166218, output_fired_time: 0.8643398881, propagate_forward_time: 22.8075637817, propagate_backward_time: 36.3626556396, weight_update_time: 0.1683571190, other_time: 3.0249786377
epoch time: 5.2276687622s, input_fired_time: 0.1536257416, output_fired_time: 0.0000000000, propagate_forward_time: 4.5516829491, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5223598480
validation[          , genome  6699] predictions:    9698/  10000 (96.98%), best:    9759/10000 (97.59%), error:       999.84106, best error:       835.26245 on epoch:    78, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 64.0363235474s, input_fired_time: 1.1437603235, output_fired_time: 0.8692971468, propagate_forward_time: 22.7624874115, propagate_backward_time: 36.3288688660, weight_update_time: 0.1654696167, other_time: 2.9319114685
epoch time: 5.2269320488s, input_fired_time: 0.1557711214, output_fired_time: 0.0000000000, propagate_forward_time: 4.5314059258, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5397548676
validation[          , genome  6699] predictions:    9734/  10000 (97.34%), best:    9759/10000 (97.59%), error:       883.80511, best error:       835.26245 on epoch:    78, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 63.8517112732s, input_fired_time: 1.1403423548, output_fired_time: 0.8823351860, propagate_forward_time: 22.6360893250, propagate_backward_time: 36.2382011414, weight_update_time: 0.1571059525, other_time: 2.9547424316
epoch time: 5.2116193771s, input_fired_time: 0.1499802172, output_fired_time: 0.0000000000, propagate_forward_time: 4.5396590233, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5219802856
validation[          , genome  6699] predictions:    9718/  10000 (97.18%), best:    9759/10000 (97.59%), error:       971.77356, best error:       835.26245 on epoch:    78, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 63.9306373596s, input_fired_time: 1.1441695690, output_fired_time: 0.8645449281, propagate_forward_time: 22.7294273376, propagate_backward_time: 36.2769584656, weight_update_time: 0.1576960087, other_time: 2.9155387878
epoch time: 5.2124648094s, input_fired_time: 0.1507584155, output_fired_time: 0.0000000000, propagate_forward_time: 4.5327153206, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5289912224
validation[          , genome  6699] predictions:    9730/  10000 (97.30%), best:    9759/10000 (97.59%), error:       912.22137, best error:       835.26245 on epoch:    78, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 63.8278503418s, input_fired_time: 1.1459263563, output_fired_time: 0.8597688079, propagate_forward_time: 22.6956768036, propagate_backward_time: 36.1852531433, weight_update_time: 0.1609473974, other_time: 2.9412269592
epoch time: 5.2148971558s, input_fired_time: 0.1540437043, output_fired_time: 0.0000000000, propagate_forward_time: 4.5473008156, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5135526657
validation[          , genome  6699] predictions:    9721/  10000 (97.21%), best:    9759/10000 (97.59%), error:       948.21381, best error:       835.26245 on epoch:    78, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 64.1806488037s, input_fired_time: 1.1457151175, output_fired_time: 0.8755156994, propagate_forward_time: 22.7741279602, propagate_backward_time: 36.3729095459, weight_update_time: 0.1600525975, other_time: 3.0123825073
epoch time: 5.2075676918s, input_fired_time: 0.1524164379, output_fired_time: 0.0000000000, propagate_forward_time: 4.5347342491, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5204172134
validation[          , genome  6699] predictions:    9743/  10000 (97.43%), best:    9759/10000 (97.59%), error:       862.94348, best error:       835.26245 on epoch:    78, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 63.8818817139s, input_fired_time: 1.1386359930, output_fired_time: 0.8679898977, propagate_forward_time: 22.6807384491, propagate_backward_time: 36.2548141479, weight_update_time: 0.1607200503, other_time: 2.9397048950
epoch time: 5.1929607391s, input_fired_time: 0.1554445326, output_fired_time: 0.0000000000, propagate_forward_time: 4.5213389397, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5161771774
validation[          , genome  6699] predictions:    9731/  10000 (97.31%), best:    9759/10000 (97.59%), error:       923.24414, best error:       835.26245 on epoch:    78, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 63.8149909973s, input_fired_time: 1.1342890263, output_fired_time: 0.8768441677, propagate_forward_time: 22.6430301666, propagate_backward_time: 36.2164154053, weight_update_time: 0.1600146145, other_time: 2.9444122314
epoch time: 5.1656064987s, input_fired_time: 0.1560103148, output_fired_time: 0.0000000000, propagate_forward_time: 4.5001869202, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5094094276
validation[          , genome  6699] predictions:    9711/  10000 (97.11%), best:    9759/10000 (97.59%), error:       991.61139, best error:       835.26245 on epoch:    78, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 63.9708175659s, input_fired_time: 1.1530435085, output_fired_time: 0.8806403279, propagate_forward_time: 22.7462673187, propagate_backward_time: 36.2426986694, weight_update_time: 0.1568782628, other_time: 2.9481658936
epoch time: 5.2105903625s, input_fired_time: 0.1548172086, output_fired_time: 0.0000000000, propagate_forward_time: 4.5365047455, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5192685127
validation[          , genome  6699] predictions:    9719/  10000 (97.19%), best:    9759/10000 (97.59%), error:       948.83014, best error:       835.26245 on epoch:    78, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 63.9795265198s, input_fired_time: 1.1487668753, output_fired_time: 0.8733938336, propagate_forward_time: 22.7222671509, propagate_backward_time: 36.2938995361, weight_update_time: 0.1590305716, other_time: 2.9412002563
epoch time: 5.2128868103s, input_fired_time: 0.1516892910, output_fired_time: 0.0000000000, propagate_forward_time: 4.5460219383, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5151753426
validation[          , genome  6699] predictions:    9703/  10000 (97.03%), best:    9759/10000 (97.59%), error:      1022.33307, best error:       835.26245 on epoch:    78, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 63.9236946106s, input_fired_time: 1.1504747868, output_fired_time: 0.8611246943, propagate_forward_time: 22.6988792419, propagate_backward_time: 36.2691688538, weight_update_time: 0.1564017981, other_time: 2.9440460205
epoch time: 5.1667075157s, input_fired_time: 0.1558520347, output_fired_time: 0.0000000000, propagate_forward_time: 4.5046072006, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5062484741
validation[          , genome  6699] predictions:    9746/  10000 (97.46%), best:    9759/10000 (97.59%), error:       848.05469, best error:       835.26245 on epoch:    78, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 63.8607521057s, input_fired_time: 1.1514651775, output_fired_time: 0.8675919771, propagate_forward_time: 22.6639652252, propagate_backward_time: 36.2098388672, weight_update_time: 0.1550125331, other_time: 2.9678878784
epoch time: 5.2241969109s, input_fired_time: 0.1528425962, output_fired_time: 0.0000000000, propagate_forward_time: 4.5517778397, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5195765495
validation[          , genome  6699] predictions:    9683/  10000 (96.83%), best:    9759/10000 (97.59%), error:      1039.04614, best error:       835.26245 on epoch:    78, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 63.9078598022s, input_fired_time: 1.1348168850, output_fired_time: 0.8778628707, propagate_forward_time: 22.6961574554, propagate_backward_time: 36.2118072510, weight_update_time: 0.1622384489, other_time: 2.9872207642
epoch time: 5.2174305916s, input_fired_time: 0.1526957601, output_fired_time: 0.0000000000, propagate_forward_time: 4.5366482735, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5280866623
validation[          , genome  6699] predictions:    9744/  10000 (97.44%), best:    9759/10000 (97.59%), error:       916.99835, best error:       835.26245 on epoch:    78, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 63.8058357239s, input_fired_time: 1.1582609415, output_fired_time: 0.8706276417, propagate_forward_time: 22.6632843018, propagate_backward_time: 36.1590232849, weight_update_time: 0.1606571972, other_time: 2.9546394348
epoch time: 5.2054777145s, input_fired_time: 0.1557870060, output_fired_time: 0.0000000000, propagate_forward_time: 4.5360283852, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5136623383
validation[          , genome  6699] predictions:    9618/  10000 (96.18%), best:    9759/10000 (97.59%), error:      1254.23474, best error:       835.26245 on epoch:    78, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 63.9785614014s, input_fired_time: 1.1554526091, output_fired_time: 0.8894646764, propagate_forward_time: 22.7162151337, propagate_backward_time: 36.3046455383, weight_update_time: 0.1542237252, other_time: 2.9127845764
epoch time: 5.2253522873s, input_fired_time: 0.1546819508, output_fired_time: 0.0000000000, propagate_forward_time: 4.5513334274, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5193367004
validation[          , genome  6699] predictions:    9719/  10000 (97.19%), best:    9759/10000 (97.59%), error:       994.55963, best error:       835.26245 on epoch:    78, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 63.7891159058s, input_fired_time: 1.1259413958, output_fired_time: 0.8679671884, propagate_forward_time: 22.6504173279, propagate_backward_time: 36.2162704468, weight_update_time: 0.1565414816, other_time: 2.9285202026
epoch time: 5.2373437881s, input_fired_time: 0.1597204506, output_fired_time: 0.0000000000, propagate_forward_time: 4.5485734940, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5290498734
validation[          , genome  6699] predictions:    9727/  10000 (97.27%), best:    9759/10000 (97.59%), error:       910.19519, best error:       835.26245 on epoch:    78, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 63.8038787842s, input_fired_time: 1.1315617561, output_fired_time: 0.8803542256, propagate_forward_time: 22.6910209656, propagate_backward_time: 36.1345291138, weight_update_time: 0.1616133004, other_time: 2.9664115906
epoch time: 5.2380785942s, input_fired_time: 0.1552507877, output_fired_time: 0.0000000000, propagate_forward_time: 4.5554428101, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5273847580
validation[          , genome  6699] predictions:    9728/  10000 (97.28%), best:    9759/10000 (97.59%), error:       956.63232, best error:       835.26245 on epoch:    78, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 63.8954544067s, input_fired_time: 1.1511634588, output_fired_time: 0.8545296192, propagate_forward_time: 22.7388515472, propagate_backward_time: 36.1871948242, weight_update_time: 0.1573933810, other_time: 2.9637145996
epoch time: 5.2575731277s, input_fired_time: 0.1569807082, output_fired_time: 0.0000000000, propagate_forward_time: 4.5805702209, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5200223923
validation[          , genome  6699] predictions:    9712/  10000 (97.12%), best:    9759/10000 (97.59%), error:       973.29614, best error:       835.26245 on epoch:    78, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 63.8666763306s, input_fired_time: 1.1366959810, output_fired_time: 0.8663524389, propagate_forward_time: 22.7223587036, propagate_backward_time: 36.1355857849, weight_update_time: 0.1637904346, other_time: 3.0056838989
epoch time: 5.2317113876s, input_fired_time: 0.1542882174, output_fired_time: 0.0000000000, propagate_forward_time: 4.5568337440, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5205893517
validation[          , genome  6699] predictions:    9760/  10000 (97.60%), best:    9759/10000 (97.59%), error:       876.77600, best error:       835.26245 on epoch:    78, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 63.9606399536s, input_fired_time: 1.1472892761, output_fired_time: 0.8705667257, propagate_forward_time: 22.6899604797, propagate_backward_time: 36.2811088562, weight_update_time: 0.1630700827, other_time: 2.9717140198
epoch time: 5.2354898453s, input_fired_time: 0.1519788504, output_fired_time: 0.0000000000, propagate_forward_time: 4.5425953865, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5409154892
validation[          , genome  6699] predictions:    9724/  10000 (97.24%), best:    9759/10000 (97.59%), error:       887.46741, best error:       835.26245 on epoch:    78, 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: 26.3035354614s, input_fired_time: 0.7709701657, output_fired_time: 0.0000000000, propagate_forward_time: 22.7225570679, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8100090027
best training[          , genome  6699] predictions:   49546/  50000 (99.09%), best:    9759/10000 (97.59%), error:      1765.02454, best error:       835.26245 on epoch:    78, 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: 5.2194123268s, input_fired_time: 0.1522229910, output_fired_time: 0.0000000000, propagate_forward_time: 4.5294342041, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5377550125
   testing[          , genome  6699] predictions:    9793/  10000 (97.93%), best:    9759/10000 (97.59%), error:       708.58484, best error:       835.26245 on epoch:    78, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
18:21:53 (5832): called boinc_finish(0)

</stderr_txt>
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