Nameexact_genome_1512568488_45_7112_1
Workunit2606799
Created7 Dec 2017, 23:55:19 UTC
Sent7 Dec 2017, 23:59:18 UTC
Report deadline15 Dec 2017, 23:24:01 UTC
Received9 Dec 2017, 12:27:47 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID68630
Run time2 hours 29 min 38 sec
CPU time2 hours 7 min 36 sec
Validate stateValid
Credit1,993.88
Device peak FLOPS2.78 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34

Stderr output

<core_client_version>7.0.80</core_client_version>
<![CDATA[
<stderr_txt>
725, weight_decay: 0.0001792429

epoch time: 200.8365020752s, input_fired_time: 1.9779877663, output_fired_time: 0.7966659069, propagate_forward_time: 83.3581695557, propagate_backward_time: 109.5500564575, weight_update_time: 0.1260166168, other_time: 5.1536331177
epoch time: 16.8071880341s, input_fired_time: 0.1286947131, output_fired_time: 0.0000000000, propagate_forward_time: 16.2566089630, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4218845367
validation[          , genome  7112] predictions:    9645/  10000 (96.45%), best:    9737/10000 (97.37%), error:      1100.34314, best error:       879.54517 on epoch:    20, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 211.6050872803s, input_fired_time: 7.0618524551, output_fired_time: 2.9407660961, propagate_forward_time: 80.8935470581, propagate_backward_time: 116.5502395630, weight_update_time: 0.1260499656, other_time: 4.1586761475
epoch time: 16.6830768585s, input_fired_time: 0.1152300388, output_fired_time: 0.0000000000, propagate_forward_time: 15.1941871643, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3736591339
validation[          , genome  7112] predictions:    9722/  10000 (97.22%), best:    9737/10000 (97.37%), error:       920.59460, best error:       879.54517 on epoch:    20, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 200.0505371094s, input_fired_time: 0.9673173428, output_fired_time: 4.7161712646, propagate_forward_time: 84.6195144653, propagate_backward_time: 106.6885070801, weight_update_time: 0.1294032335, other_time: 3.0590286255
epoch time: 19.5070991516s, input_fired_time: 0.1342116743, output_fired_time: 0.0000000000, propagate_forward_time: 17.0004959106, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3723907471
validation[          , genome  7112] predictions:    9723/  10000 (97.23%), best:    9737/10000 (97.37%), error:       939.22968, best error:       879.54517 on epoch:    20, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 196.9110260010s, input_fired_time: 1.9803371429, output_fired_time: 1.7867286205, propagate_forward_time: 83.0109252930, propagate_backward_time: 108.0727539063, weight_update_time: 0.1271605641, other_time: 2.0602874756
epoch time: 16.2534103394s, input_fired_time: 0.1164386645, output_fired_time: 0.0000000000, propagate_forward_time: 15.7983484268, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3386240005
validation[          , genome  7112] predictions:    9721/  10000 (97.21%), best:    9737/10000 (97.37%), error:       979.01251, best error:       879.54517 on epoch:    20, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 275.3485717773s, input_fired_time: 1.2266812325, output_fired_time: 1.9481675625, propagate_forward_time: 120.8471603394, propagate_backward_time: 148.5675811768, weight_update_time: 0.1454629898, other_time: 2.7589569092
epoch time: 32.2725181580s, input_fired_time: 0.1779097468, output_fired_time: 0.0000000000, propagate_forward_time: 30.5860767365, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5085315704
validation[          , genome  7112] predictions:    9704/  10000 (97.04%), best:    9737/10000 (97.37%), error:       911.20044, best error:       879.54517 on epoch:    20, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 259.9900512695s, input_fired_time: 3.3840203285, output_fired_time: 6.9475526810, propagate_forward_time: 112.5659790039, propagate_backward_time: 131.2124328613, weight_update_time: 0.1794486493, other_time: 5.8800506592
epoch time: 20.0049915314s, input_fired_time: 0.1488389671, output_fired_time: 0.0000000000, propagate_forward_time: 19.4036121368, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4525413513
validation[          , genome  7112] predictions:    9724/  10000 (97.24%), best:    9737/10000 (97.37%), error:       904.18805, best error:       879.54517 on epoch:    20, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 264.8682861328s, input_fired_time: 1.2969262600, output_fired_time: 2.0133709908, propagate_forward_time: 109.8362426758, propagate_backward_time: 144.8848876953, weight_update_time: 0.1457231641, other_time: 6.8368530273
epoch time: 20.0912380219s, input_fired_time: 0.1314328760, output_fired_time: 0.0000000000, propagate_forward_time: 18.5040168762, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4557876587
validation[          , genome  7112] predictions:    9667/  10000 (96.67%), best:    9737/10000 (97.37%), error:      1051.12573, best error:       879.54517 on epoch:    20, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 283.5881347656s, input_fired_time: 3.1646895409, output_fired_time: 1.1692105532, propagate_forward_time: 99.0959854126, propagate_backward_time: 167.2906646729, weight_update_time: 0.1598808020, other_time: 12.8675689697
epoch time: 20.2738189697s, input_fired_time: 2.1535761356, output_fired_time: 0.0000000000, propagate_forward_time: 14.7441606522, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3760824203
validation[          , genome  7112] predictions:    9731/  10000 (97.31%), best:    9737/10000 (97.37%), error:       880.36816, best error:       879.54517 on epoch:    20, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 260.2955322266s, input_fired_time: 6.2590737343, output_fired_time: 1.0170351267, propagate_forward_time: 98.6695404053, propagate_backward_time: 142.5759124756, weight_update_time: 2.1829662323, other_time: 11.7739715576
epoch time: 19.7916088104s, input_fired_time: 0.1476080716, output_fired_time: 0.0000000000, propagate_forward_time: 19.2168750763, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4271259308
validation[          , genome  7112] predictions:    9718/  10000 (97.18%), best:    9737/10000 (97.37%), error:       896.02643, best error:       879.54517 on epoch:    20, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 272.4971008301s, input_fired_time: 4.3364591599, output_fired_time: 1.0201207399, propagate_forward_time: 114.0512542725, propagate_backward_time: 146.1700439453, weight_update_time: 0.1656945944, other_time: 6.9192352295
epoch time: 20.7389373779s, input_fired_time: 0.1616290510, output_fired_time: 0.0000000000, propagate_forward_time: 19.0273227692, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5499858856
validation[          , genome  7112] predictions:    9730/  10000 (97.30%), best:    9737/10000 (97.37%), error:       929.16486, best error:       879.54517 on epoch:    20, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 266.4165344238s, input_fired_time: 1.1628655195, output_fired_time: 1.9387303591, propagate_forward_time: 104.1269836426, propagate_backward_time: 152.6992950439, weight_update_time: 0.1370517015, other_time: 6.4886627197
epoch time: 14.6685972214s, input_fired_time: 0.1030748114, output_fired_time: 0.0000000000, propagate_forward_time: 14.2571210861, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3084011078
validation[          , genome  7112] predictions:    9752/  10000 (97.52%), best:    9752/10000 (97.52%), error:       854.45319, best error:       854.45319 on epoch:    31, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 175.6501922607s, input_fired_time: 1.8611770868, output_fired_time: 0.6788821220, propagate_forward_time: 72.0787048340, propagate_backward_time: 96.2479934692, weight_update_time: 1.1119111776, other_time: 4.7834396362
epoch time: 15.0474548340s, input_fired_time: 0.1053568274, output_fired_time: 0.0000000000, propagate_forward_time: 14.6110572815, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3310403824
validation[          , genome  7112] predictions:    9747/  10000 (97.47%), best:    9752/10000 (97.52%), error:       872.19196, best error:       854.45319 on epoch:    31, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 171.4244995117s, input_fired_time: 0.8345877528, output_fired_time: 0.6681514978, propagate_forward_time: 67.3312835693, propagate_backward_time: 100.8720016479, weight_update_time: 0.1050790399, other_time: 1.7184677124
epoch time: 14.8563852310s, input_fired_time: 0.1058777273, output_fired_time: 0.0000000000, propagate_forward_time: 14.4064970016, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3440103531
validation[          , genome  7112] predictions:    9752/  10000 (97.52%), best:    9752/10000 (97.52%), error:       867.19000, best error:       854.45319 on epoch:    31, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 174.1899871826s, input_fired_time: 0.8454121351, output_fired_time: 2.6891565323, propagate_forward_time: 64.9593276978, propagate_backward_time: 101.9190750122, weight_update_time: 1.1190387011, other_time: 3.7770080566
epoch time: 15.6904296875s, input_fired_time: 0.1027181372, output_fired_time: 0.0000000000, propagate_forward_time: 15.2825231552, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3051881790
validation[          , genome  7112] predictions:    9752/  10000 (97.52%), best:    9752/10000 (97.52%), error:       860.20129, best error:       854.45319 on epoch:    31, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 174.8509368896s, input_fired_time: 0.8482068181, output_fired_time: 0.6796176434, propagate_forward_time: 65.7404632568, propagate_backward_time: 99.8382339478, weight_update_time: 2.1145319939, other_time: 7.7444229126
epoch time: 14.6904859543s, input_fired_time: 0.1025821865, output_fired_time: 0.0000000000, propagate_forward_time: 14.2870798111, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3008241653
validation[          , genome  7112] predictions:    9739/  10000 (97.39%), best:    9752/10000 (97.52%), error:       887.58618, best error:       854.45319 on epoch:    31, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 172.3614501953s, input_fired_time: 0.8321036696, output_fired_time: 2.6752071381, propagate_forward_time: 69.3048934937, propagate_backward_time: 97.8429946899, weight_update_time: 0.1051742136, other_time: 1.7062530518
epoch time: 14.6840591431s, input_fired_time: 0.1024364084, output_fired_time: 0.0000000000, propagate_forward_time: 14.2784652710, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3031578064
validation[          , genome  7112] predictions:    9742/  10000 (97.42%), best:    9752/10000 (97.52%), error:       863.79510, best error:       854.45319 on epoch:    31, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 173.5176544189s, input_fired_time: 0.8453753591, output_fired_time: 0.6740767956, propagate_forward_time: 61.6670646667, propagate_backward_time: 104.5940551758, weight_update_time: 0.1048195809, other_time: 5.7370758057
epoch time: 14.5251188278s, input_fired_time: 0.1022396162, output_fired_time: 0.0000000000, propagate_forward_time: 14.1191911697, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3036880493
validation[          , genome  7112] predictions:    9771/  10000 (97.71%), best:    9771/10000 (97.71%), error:       791.40204, best error:       791.40204 on epoch:    37, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 170.3594207764s, input_fired_time: 2.8422403336, output_fired_time: 2.6737129688, propagate_forward_time: 64.0956497192, propagate_backward_time: 99.0414962769, weight_update_time: 0.1048896983, other_time: 1.7063293457
epoch time: 13.6956701279s, input_fired_time: 0.1015198082, output_fired_time: 0.0000000000, propagate_forward_time: 13.2887477875, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3054027557
validation[          , genome  7112] predictions:    9727/  10000 (97.27%), best:    9771/10000 (97.71%), error:       990.32483, best error:       791.40204 on epoch:    37, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 172.7175750732s, input_fired_time: 0.8444774151, output_fired_time: 0.6750028729, propagate_forward_time: 64.8359909058, propagate_backward_time: 102.6174697876, weight_update_time: 0.1070701033, other_time: 3.7446289063
epoch time: 12.7018280029s, input_fired_time: 0.1035621464, output_fired_time: 0.0000000000, propagate_forward_time: 12.2930603027, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3052053452
validation[          , genome  7112] predictions:    9705/  10000 (97.05%), best:    9771/10000 (97.71%), error:       962.95313, best error:       791.40204 on epoch:    37, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 175.1876220703s, input_fired_time: 0.8492093086, output_fired_time: 4.6449332237, propagate_forward_time: 68.0900726318, propagate_backward_time: 99.8597106934, weight_update_time: 0.1091711298, other_time: 1.7436981201
epoch time: 12.6786241531s, input_fired_time: 0.1031788588, output_fired_time: 0.0000000000, propagate_forward_time: 12.2688655853, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3065795898
validation[          , genome  7112] predictions:    9699/  10000 (96.99%), best:    9771/10000 (97.71%), error:       970.20941, best error:       791.40204 on epoch:    37, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 171.8714447021s, input_fired_time: 5.8576745987, output_fired_time: 2.6797628403, propagate_forward_time: 60.3784065247, propagate_backward_time: 101.2408218384, weight_update_time: 0.1042678654, other_time: 1.7147750854
epoch time: 14.7212104797s, input_fired_time: 0.1021090224, output_fired_time: 0.0000000000, propagate_forward_time: 14.3145351410, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3045663834
validation[          , genome  7112] predictions:    9767/  10000 (97.67%), best:    9771/10000 (97.71%), error:       823.78186, best error:       791.40204 on epoch:    37, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 178.4282226563s, input_fired_time: 0.8595131636, output_fired_time: 0.6764646769, propagate_forward_time: 74.8575744629, propagate_backward_time: 98.1968917847, weight_update_time: 2.1291053295, other_time: 3.8377761841
epoch time: 16.6149902344s, input_fired_time: 0.1238430142, output_fired_time: 0.0000000000, propagate_forward_time: 16.1393985748, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3517494202
validation[          , genome  7112] predictions:    9727/  10000 (97.27%), best:    9771/10000 (97.71%), error:       954.41785, best error:       791.40204 on epoch:    37, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 206.8211212158s, input_fired_time: 1.9244935513, output_fired_time: 1.7860553265, propagate_forward_time: 86.3437652588, propagate_backward_time: 111.7103881836, weight_update_time: 0.1132215708, other_time: 5.0564117432
epoch time: 20.4568424225s, input_fired_time: 0.1734880656, output_fired_time: 0.0000000000, propagate_forward_time: 17.8041725159, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4791812897
validation[          , genome  7112] predictions:    9751/  10000 (97.51%), best:    9771/10000 (97.71%), error:       841.59991, best error:       791.40204 on epoch:    37, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 228.3504333496s, input_fired_time: 1.1274641752, output_fired_time: 0.9160360694, propagate_forward_time: 82.2503738403, propagate_backward_time: 136.8404388428, weight_update_time: 0.1319997460, other_time: 7.2161407471
epoch time: 15.1062202454s, input_fired_time: 1.1379930973, output_fired_time: 0.0000000000, propagate_forward_time: 13.5662364960, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4019908905
validation[          , genome  7112] predictions:    9767/  10000 (97.67%), best:    9771/10000 (97.71%), error:       846.19324, best error:       791.40204 on epoch:    37, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 190.1772460938s, input_fired_time: 2.8426535130, output_fired_time: 0.7584874630, propagate_forward_time: 74.4252395630, propagate_backward_time: 107.2445373535, weight_update_time: 0.1076703295, other_time: 4.9063339233
epoch time: 21.7201213837s, input_fired_time: 0.1198000312, output_fired_time: 0.0000000000, propagate_forward_time: 21.1567363739, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4435844421
validation[          , genome  7112] predictions:    9763/  10000 (97.63%), best:    9763/10000 (97.63%), error:       790.00006, best error:       790.00006 on epoch:    45, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 213.6651916504s, input_fired_time: 0.9526644945, output_fired_time: 0.7244229317, propagate_forward_time: 90.0479812622, propagate_backward_time: 114.6835250854, weight_update_time: 0.1151318848, other_time: 7.2565917969
epoch time: 13.7548933029s, input_fired_time: 0.1033827364, output_fired_time: 0.0000000000, propagate_forward_time: 13.3414497375, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3100605011
validation[          , genome  7112] predictions:    9760/  10000 (97.60%), best:    9763/10000 (97.63%), error:       806.03339, best error:       790.00006 on epoch:    45, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 177.5886993408s, input_fired_time: 0.8896934986, output_fired_time: 0.6731114388, propagate_forward_time: 67.0926971436, propagate_backward_time: 104.1736373901, weight_update_time: 0.1096457615, other_time: 4.7595596313
epoch time: 14.7316560745s, input_fired_time: 0.1052240804, output_fired_time: 0.0000000000, propagate_forward_time: 14.3239936829, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3024387360
validation[          , genome  7112] predictions:    9760/  10000 (97.60%), best:    9763/10000 (97.63%), error:       810.05127, best error:       790.00006 on epoch:    45, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 173.6857147217s, input_fired_time: 2.8685526848, output_fired_time: 0.6869247556, propagate_forward_time: 58.7817802429, propagate_backward_time: 101.6406173706, weight_update_time: 0.1103878766, other_time: 9.7078475952
epoch time: 13.6703042984s, input_fired_time: 0.1018591672, output_fired_time: 0.0000000000, propagate_forward_time: 13.2682256699, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3002195358
validation[          , genome  7112] predictions:    9742/  10000 (97.42%), best:    9763/10000 (97.63%), error:       889.55225, best error:       790.00006 on epoch:    45, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 204.8280029297s, input_fired_time: 1.9545371532, output_fired_time: 1.7525540590, propagate_forward_time: 72.7830657959, propagate_backward_time: 126.3382949829, weight_update_time: 0.1208259091, other_time: 1.9995498657
epoch time: 15.4148664474s, input_fired_time: 1.1129115820, output_fired_time: 0.0000000000, propagate_forward_time: 13.9125652313, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3893899918
validation[          , genome  7112] predictions:    9736/  10000 (97.36%), best:    9763/10000 (97.63%), error:       939.48572, best error:       790.00006 on epoch:    45, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 186.0395355225s, input_fired_time: 2.9228639603, output_fired_time: 0.7273007631, propagate_forward_time: 63.5239524841, propagate_backward_time: 112.9390335083, weight_update_time: 0.1111562327, other_time: 5.9263839722
epoch time: 14.1051158905s, input_fired_time: 0.1112252772, output_fired_time: 0.0000000000, propagate_forward_time: 9.6358032227, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.3580875397
validation[          , genome  7112] predictions:    9759/  10000 (97.59%), best:    9763/10000 (97.63%), error:       802.64325, best error:       790.00006 on epoch:    45, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 180.2085418701s, input_fired_time: 0.8924071193, output_fired_time: 4.7149152756, propagate_forward_time: 64.5412673950, propagate_backward_time: 108.2669982910, weight_update_time: 0.1065413281, other_time: 1.7929458618
epoch time: 16.6416168213s, input_fired_time: 0.1126812324, output_fired_time: 0.0000000000, propagate_forward_time: 16.1764221191, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3525142670
validation[          , genome  7112] predictions:    9656/  10000 (96.56%), best:    9763/10000 (97.63%), error:      1203.56531, best error:       790.00006 on epoch:    45, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

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_45_7112.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_45_7112_1_r169531631_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: 0.955973
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.000868035
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 3.47214e-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: 52
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 45
read number_validation_images: 10000
read best_validation_predictions: 9763
read best_validation_error: 790
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: 7112
read normal distribution: '1 0 0'
generator_str: '1443452261'
read generator: 1443452261
read generated_by_map:
1 enable_edge 1
reading 25 nodes.
reading 54 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: 214.337875366211s, input_fired_time: 1.00864851474762, output_fired_time: 0.823447585105896, propagate_forward_time: 90.1558380126953, propagate_backward_time: 116.891860961914, weight_update_time: 0.118129879236221, other_time: 5.45808410644531
epoch time: 17.443639755249s, input_fired_time: 0.11385478079319, output_fired_time: 0, propagate_forward_time: 16.8801174163818, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.449666976928711
validation[          , genome  7112] predictions:    9748/  10000 (97.48%), best:    9763/10000 (97.63%), error:       831.67285, best error:       790.00006 on epoch:    45, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 185.3215332031s, input_fired_time: 2.9102802277, output_fired_time: 1.7362611294, propagate_forward_time: 61.7220153809, propagate_backward_time: 116.1065979004, weight_update_time: 0.1070364192, other_time: 2.8463745117
epoch time: 13.7513217926s, input_fired_time: 2.1125235558, output_fired_time: 0.0000000000, propagate_forward_time: 11.3299570084, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3088407516
validation[          , genome  7112] predictions:    9749/  10000 (97.49%), best:    9763/10000 (97.63%), error:       839.47266, best error:       790.00006 on epoch:    45, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 187.3429565430s, input_fired_time: 3.8817963600, output_fired_time: 2.6920592785, propagate_forward_time: 68.8522338867, propagate_backward_time: 110.0956192017, weight_update_time: 0.1049006730, other_time: 1.8212509155
epoch time: 14.7240619659s, input_fired_time: 0.1038017571, output_fired_time: 0.0000000000, propagate_forward_time: 14.3061275482, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3141326904
validation[          , genome  7112] predictions:    9733/  10000 (97.33%), best:    9763/10000 (97.63%), error:       866.17377, best error:       790.00006 on epoch:    45, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 180.5413208008s, input_fired_time: 0.8548503518, output_fired_time: 1.7030807734, propagate_forward_time: 55.8584861755, propagate_backward_time: 118.3397140503, weight_update_time: 0.1047095060, other_time: 3.7851943970
epoch time: 14.8066539764s, input_fired_time: 0.1049773768, output_fired_time: 0.0000000000, propagate_forward_time: 14.3838014603, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3178749084
validation[          , genome  7112] predictions:    9755/  10000 (97.55%), best:    9763/10000 (97.63%), error:       849.30920, best error:       790.00006 on epoch:    45, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 182.2248229980s, input_fired_time: 2.8597080708, output_fired_time: 1.6872904301, propagate_forward_time: 60.1544990540, propagate_backward_time: 114.7661285400, weight_update_time: 0.1048846990, other_time: 2.7572021484
epoch time: 14.6807479858s, input_fired_time: 0.1036290526, output_fired_time: 0.0000000000, propagate_forward_time: 14.2686691284, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3084497452
validation[          , genome  7112] predictions:    9673/  10000 (96.73%), best:    9763/10000 (97.63%), error:      1115.11169, best error:       790.00006 on epoch:    45, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 185.1096191406s, input_fired_time: 1.8710508347, output_fired_time: 0.6848546267, propagate_forward_time: 68.3039703369, propagate_backward_time: 108.4512786865, weight_update_time: 0.1037975401, other_time: 5.7984619141
epoch time: 14.7766914368s, input_fired_time: 0.1035731435, output_fired_time: 0.0000000000, propagate_forward_time: 10.3463010788, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.3268175125
validation[          , genome  7112] predictions:    9742/  10000 (97.42%), best:    9763/10000 (97.63%), error:       843.24280, best error:       790.00006 on epoch:    45, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 180.7660980225s, input_fired_time: 4.8996968269, output_fired_time: 0.6758962870, propagate_forward_time: 63.9041137695, propagate_backward_time: 108.4854888916, weight_update_time: 0.1134269238, other_time: 2.8008880615
epoch time: 13.7437381744s, input_fired_time: 2.1305172443, output_fired_time: 0.0000000000, propagate_forward_time: 10.3021898270, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3110313416
validation[          , genome  7112] predictions:    9754/  10000 (97.54%), best:    9763/10000 (97.63%), error:       824.95862, best error:       790.00006 on epoch:    45, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 179.5003051758s, input_fired_time: 3.8899152279, output_fired_time: 5.6859788895, propagate_forward_time: 57.5942878723, propagate_backward_time: 104.6570663452, weight_update_time: 2.1114051342, other_time: 7.6730728149
epoch time: 14.7439546585s, input_fired_time: 0.1043050140, output_fired_time: 0.0000000000, propagate_forward_time: 14.3260488510, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3136005402
validation[          , genome  7112] predictions:    9711/  10000 (97.11%), best:    9763/10000 (97.63%), error:       980.29639, best error:       790.00006 on epoch:    45, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 180.5270385742s, input_fired_time: 4.8856496811, output_fired_time: 0.6684516072, propagate_forward_time: 66.2997512817, propagate_backward_time: 104.8817596436, weight_update_time: 0.1053451523, other_time: 3.7914199829
epoch time: 14.7728872299s, input_fired_time: 0.1087475345, output_fired_time: 0.0000000000, propagate_forward_time: 13.3997144699, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2644252777
validation[          , genome  7112] predictions:    9744/  10000 (97.44%), best:    9763/10000 (97.63%), error:       824.52563, best error:       790.00006 on epoch:    45, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 182.4096984863s, input_fired_time: 2.8910155296, output_fired_time: 1.6810289621, propagate_forward_time: 67.9369049072, propagate_backward_time: 106.1694946289, weight_update_time: 0.1039171442, other_time: 3.7312469482
epoch time: 14.8338050842s, input_fired_time: 0.1058398634, output_fired_time: 0.0000000000, propagate_forward_time: 14.4204893112, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3074760437
validation[          , genome  7112] predictions:    9749/  10000 (97.49%), best:    9763/10000 (97.63%), error:       828.17957, best error:       790.00006 on epoch:    45, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 179.3236541748s, input_fired_time: 2.8565001488, output_fired_time: 0.6731982231, propagate_forward_time: 75.2888946533, propagate_backward_time: 96.7687377930, weight_update_time: 0.1098866388, other_time: 3.7363128662
epoch time: 14.7178659439s, input_fired_time: 0.1096104011, output_fired_time: 0.0000000000, propagate_forward_time: 12.2980108261, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3102445602
validation[          , genome  7112] predictions:    9694/  10000 (96.94%), best:    9763/10000 (97.63%), error:       980.46985, best error:       790.00006 on epoch:    45, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 186.7643127441s, input_fired_time: 0.8996177316, output_fired_time: 0.6868966222, propagate_forward_time: 73.4090805054, propagate_backward_time: 109.9779968262, weight_update_time: 0.1100168303, other_time: 1.7907333374
epoch time: 14.7497959137s, input_fired_time: 0.1035416275, output_fired_time: 0.0000000000, propagate_forward_time: 11.3341073990, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3121471405
validation[          , genome  7112] predictions:    9714/  10000 (97.14%), best:    9763/10000 (97.63%), error:       943.52588, best error:       790.00006 on epoch:    45, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 180.1008911133s, input_fired_time: 4.9252285957, output_fired_time: 1.6794242859, propagate_forward_time: 63.9652328491, propagate_backward_time: 103.8020248413, weight_update_time: 0.1033657938, other_time: 5.7289733887
epoch time: 13.6950550079s, input_fired_time: 0.1040806398, output_fired_time: 0.0000000000, propagate_forward_time: 13.2884130478, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3025617599
validation[          , genome  7112] predictions:    9708/  10000 (97.08%), best:    9763/10000 (97.63%), error:       941.68060, best error:       790.00006 on epoch:    45, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 178.0552978516s, input_fired_time: 2.8711085320, output_fired_time: 2.6853365898, propagate_forward_time: 67.5677719116, propagate_backward_time: 98.3024063110, weight_update_time: 1.1084927320, other_time: 6.6286773682
epoch time: 14.8247213364s, input_fired_time: 0.1063803062, output_fired_time: 0.0000000000, propagate_forward_time: 14.3995428085, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3187980652
validation[          , genome  7112] predictions:    9721/  10000 (97.21%), best:    9763/10000 (97.63%), error:       893.73676, best error:       790.00006 on epoch:    45, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 235.7386474609s, input_fired_time: 8.7810173035, output_fired_time: 1.9960141182, propagate_forward_time: 88.7583312988, propagate_backward_time: 133.1217041016, weight_update_time: 0.1168084443, other_time: 3.0815734863
epoch time: 13.0412378311s, input_fired_time: 0.1099172756, output_fired_time: 0.0000000000, propagate_forward_time: 10.5633840561, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3679361343
validation[          , genome  7112] predictions:    9773/  10000 (97.73%), best:    9763/10000 (97.63%), error:       821.88782, best error:       790.00006 on epoch:    45, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 236.1094360352s, input_fired_time: 3.5300920010, output_fired_time: 1.7778377533, propagate_forward_time: 82.1088867188, propagate_backward_time: 139.8193511963, weight_update_time: 0.1247328669, other_time: 8.8732757568
epoch time: 39.2515220642s, input_fired_time: 4.6598377228, output_fired_time: 0.0000000000, propagate_forward_time: 33.8279609680, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7637214661
validation[          , genome  7112] predictions:    9732/  10000 (97.32%), best:    9763/10000 (97.63%), error:       885.05475, best error:       790.00006 on epoch:    45, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 257.2801513672s, input_fired_time: 1.0224502087, output_fired_time: 1.7799725533, propagate_forward_time: 101.6874771118, propagate_backward_time: 143.2519836426, weight_update_time: 0.1262443662, other_time: 9.5382690430
epoch time: 15.0054140091s, input_fired_time: 0.1130673736, output_fired_time: 0.0000000000, propagate_forward_time: 14.5234069824, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3689393997
validation[          , genome  7112] predictions:    9770/  10000 (97.70%), best:    9763/10000 (97.63%), error:       808.71307, best error:       790.00006 on epoch:    45, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 199.7708129883s, input_fired_time: 2.9908866882, output_fired_time: 0.7189813256, propagate_forward_time: 68.3209152222, propagate_backward_time: 122.7143325806, weight_update_time: 0.1358903348, other_time: 5.0256958008
epoch time: 17.7100849152s, input_fired_time: 0.1210893020, output_fired_time: 0.0000000000, propagate_forward_time: 17.2303714752, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3586235046
validation[          , genome  7112] predictions:    9750/  10000 (97.50%), best:    9763/10000 (97.63%), error:       844.94043, best error:       790.00006 on epoch:    45, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 200.3033294678s, input_fired_time: 1.9549831152, output_fired_time: 0.7506383657, propagate_forward_time: 72.8610992432, propagate_backward_time: 121.7387237549, weight_update_time: 0.1242498755, other_time: 2.9978790283
epoch time: 24.4055786133s, input_fired_time: 0.1651089489, output_fired_time: 0.0000000000, propagate_forward_time: 23.8414192200, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3990497589
validation[          , genome  7112] predictions:    9741/  10000 (97.41%), best:    9763/10000 (97.63%), error:       882.86157, best error:       790.00006 on epoch:    45, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 202.7839202881s, input_fired_time: 0.9743078351, output_fired_time: 0.7374088764, propagate_forward_time: 63.8451194763, propagate_backward_time: 132.2639160156, weight_update_time: 2.1802067757, other_time: 4.9631652832
epoch time: 14.8372907639s, input_fired_time: 0.1074066311, output_fired_time: 0.0000000000, propagate_forward_time: 14.4207124710, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3091716766
validation[          , genome  7112] predictions:    9742/  10000 (97.42%), best:    9763/10000 (97.63%), error:       883.98340, best error:       790.00006 on epoch:    45, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 189.6403961182s, input_fired_time: 3.0457770824, output_fired_time: 0.6929947138, propagate_forward_time: 78.4920578003, propagate_backward_time: 104.5035018921, weight_update_time: 0.1190187484, other_time: 2.9060668945
epoch time: 14.6758937836s, input_fired_time: 0.1090310514, output_fired_time: 0.0000000000, propagate_forward_time: 12.2349052429, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3319578171
validation[          , genome  7112] predictions:    9738/  10000 (97.38%), best:    9763/10000 (97.63%), error:       939.48407, best error:       790.00006 on epoch:    45, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 195.7226257324s, input_fired_time: 0.9059137702, output_fired_time: 0.7506490350, propagate_forward_time: 76.1013488770, propagate_backward_time: 115.0782928467, weight_update_time: 0.1095923111, other_time: 2.8864135742
epoch time: 14.9126348495s, input_fired_time: 0.1084520742, output_fired_time: 0.0000000000, propagate_forward_time: 14.4877033234, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3164796829
validation[          , genome  7112] predictions:    9759/  10000 (97.59%), best:    9763/10000 (97.63%), error:       827.60699, best error:       790.00006 on epoch:    45, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 185.0251159668s, input_fired_time: 0.9110664129, output_fired_time: 0.6872776151, propagate_forward_time: 61.5452499390, propagate_backward_time: 120.1021881104, weight_update_time: 0.1066612676, other_time: 1.7793350220
epoch time: 15.0121955872s, input_fired_time: 0.1059354618, output_fired_time: 0.0000000000, propagate_forward_time: 14.5697708130, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3364896774
validation[          , genome  7112] predictions:    9716/  10000 (97.16%), best:    9763/10000 (97.63%), error:       923.66522, best error:       790.00006 on epoch:    45, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 192.0912475586s, input_fired_time: 1.0846995115, output_fired_time: 0.7461962700, propagate_forward_time: 85.4768295288, propagate_backward_time: 97.9078979492, weight_update_time: 0.1106310710, other_time: 6.8756179810
epoch time: 14.9245567322s, input_fired_time: 1.1115285158, output_fired_time: 0.0000000000, propagate_forward_time: 13.4767990112, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3362293243
validation[          , genome  7112] predictions:    9731/  10000 (97.31%), best:    9763/10000 (97.63%), error:       949.10065, best error:       790.00006 on epoch:    45, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 194.1982116699s, input_fired_time: 4.9730734825, output_fired_time: 4.6899390221, propagate_forward_time: 68.1861114502, propagate_backward_time: 107.2622375488, weight_update_time: 0.1074200571, other_time: 9.0868530273
epoch time: 15.2062587738s, input_fired_time: 0.1142065302, output_fired_time: 0.0000000000, propagate_forward_time: 14.7722244263, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3198280334
validation[          , genome  7112] predictions:    9740/  10000 (97.40%), best:    9763/10000 (97.63%), error:       842.31091, best error:       790.00006 on epoch:    45, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 192.7632598877s, input_fired_time: 3.9341771603, output_fired_time: 0.7017688155, propagate_forward_time: 53.4048652649, propagate_backward_time: 131.8803863525, weight_update_time: 0.1072954163, other_time: 2.8420715332
epoch time: 15.0181903839s, input_fired_time: 0.1358251423, output_fired_time: 0.0000000000, propagate_forward_time: 14.5641403198, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3182249069
validation[          , genome  7112] predictions:    9734/  10000 (97.34%), best:    9763/10000 (97.63%), error:       960.32202, best error:       790.00006 on epoch:    45, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 187.3692169189s, input_fired_time: 0.9490872025, output_fired_time: 0.7010959387, propagate_forward_time: 61.8738517761, propagate_backward_time: 117.9775695801, weight_update_time: 0.1047240198, other_time: 5.8676147461
epoch time: 14.8593559265s, input_fired_time: 0.1058044732, output_fired_time: 0.0000000000, propagate_forward_time: 14.4462633133, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3072881699
validation[          , genome  7112] predictions:    9759/  10000 (97.59%), best:    9763/10000 (97.63%), error:       796.00677, best error:       790.00006 on epoch:    45, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 200.5770263672s, input_fired_time: 3.9946517944, output_fired_time: 2.8227877617, propagate_forward_time: 74.0177459717, propagate_backward_time: 116.8628921509, weight_update_time: 1.1141130924, other_time: 2.8789443970
epoch time: 15.0288686752s, input_fired_time: 0.1127173305, output_fired_time: 0.0000000000, propagate_forward_time: 14.5814676285, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3346834183
validation[          , genome  7112] predictions:    9739/  10000 (97.39%), best:    9763/10000 (97.63%), error:       860.54688, best error:       790.00006 on epoch:    45, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 194.9429473877s, input_fired_time: 6.8795094490, output_fired_time: 1.7404818535, propagate_forward_time: 74.8454055786, propagate_backward_time: 106.5439758301, weight_update_time: 0.1299595386, other_time: 4.9335708618
epoch time: 15.1100234985s, input_fired_time: 0.1238143295, output_fired_time: 0.0000000000, propagate_forward_time: 14.6539258957, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3322830200
validation[          , genome  7112] predictions:    9754/  10000 (97.54%), best:    9763/10000 (97.63%), error:       864.31000, best error:       790.00006 on epoch:    45, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 183.8382568359s, input_fired_time: 1.8796917200, output_fired_time: 0.6978588104, propagate_forward_time: 67.8396072388, propagate_backward_time: 108.6010818481, weight_update_time: 0.1077976748, other_time: 4.8200225830
epoch time: 14.9505014420s, input_fired_time: 0.1082769185, output_fired_time: 0.0000000000, propagate_forward_time: 14.5276603699, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3145637512
validation[          , genome  7112] predictions:    9719/  10000 (97.19%), best:    9763/10000 (97.63%), error:       931.57080, best error:       790.00006 on epoch:    45, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 196.0842132568s, input_fired_time: 0.9033039212, output_fired_time: 0.7374951243, propagate_forward_time: 80.8877410889, propagate_backward_time: 106.6718750000, weight_update_time: 0.1051330715, other_time: 6.8838043213
epoch time: 16.2535781860s, input_fired_time: 0.1282788366, output_fired_time: 0.0000000000, propagate_forward_time: 13.8030281067, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3222713470
validation[          , genome  7112] predictions:    9750/  10000 (97.50%), best:    9763/10000 (97.63%), error:       864.38629, best error:       790.00006 on epoch:    45, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 195.7133331299s, input_fired_time: 3.0325872898, output_fired_time: 0.7744035125, propagate_forward_time: 73.2720413208, propagate_backward_time: 114.6194000244, weight_update_time: 0.1116417423, other_time: 4.0149002075
epoch time: 15.4069461823s, input_fired_time: 0.1134269089, output_fired_time: 0.0000000000, propagate_forward_time: 14.9366788864, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3568401337
validation[          , genome  7112] predictions:    9769/  10000 (97.69%), best:    9763/10000 (97.63%), error:       814.62280, best error:       790.00006 on epoch:    45, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 197.5124816895s, input_fired_time: 1.9509205818, output_fired_time: 0.7216320038, propagate_forward_time: 68.5847244263, propagate_backward_time: 121.3553314209, weight_update_time: 0.1178406551, other_time: 4.8998641968
epoch time: 14.6064157486s, input_fired_time: 0.1191113070, output_fired_time: 0.0000000000, propagate_forward_time: 14.1356010437, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3517036438
validation[          , genome  7112] predictions:    9765/  10000 (97.65%), best:    9765/10000 (97.65%), error:       786.69275, best error:       786.69275 on epoch:    84, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 193.7765045166s, input_fired_time: 0.9530618191, output_fired_time: 1.8043690920, propagate_forward_time: 85.1411895752, propagate_backward_time: 101.9531631470, weight_update_time: 0.1211530119, other_time: 3.9247207642
epoch time: 16.0552539825s, input_fired_time: 0.1144897044, output_fired_time: 0.0000000000, propagate_forward_time: 13.5953807831, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3453836441
validation[          , genome  7112] predictions:    9782/  10000 (97.82%), best:    9782/10000 (97.82%), error:       779.05426, best error:       779.05426 on epoch:    85, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 191.5547485352s, input_fired_time: 4.0319814682, output_fired_time: 1.7315375805, propagate_forward_time: 70.7210388184, propagate_backward_time: 110.1537017822, weight_update_time: 0.1129724383, other_time: 4.9164886475
epoch time: 16.0175380707s, input_fired_time: 0.1234136894, output_fired_time: 0.0000000000, propagate_forward_time: 15.5660686493, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3280553818
validation[          , genome  7112] predictions:    9778/  10000 (97.78%), best:    9782/10000 (97.82%), error:       798.39893, best error:       779.05426 on epoch:    85, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 189.1225891113s, input_fired_time: 2.9145491123, output_fired_time: 2.7116622925, propagate_forward_time: 59.9435806274, propagate_backward_time: 118.6906967163, weight_update_time: 0.1192121208, other_time: 4.8620910645
epoch time: 15.0432071686s, input_fired_time: 0.1083901674, output_fired_time: 0.0000000000, propagate_forward_time: 14.6139926910, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3208246231
validation[          , genome  7112] predictions:    9739/  10000 (97.39%), best:    9782/10000 (97.82%), error:       860.52795, best error:       779.05426 on epoch:    85, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 191.8643188477s, input_fired_time: 1.9239001274, output_fired_time: 1.7129545212, propagate_forward_time: 77.9142150879, propagate_backward_time: 105.4853439331, weight_update_time: 0.1114506423, other_time: 4.8279037476
epoch time: 14.8032875061s, input_fired_time: 0.1085302383, output_fired_time: 0.0000000000, propagate_forward_time: 14.3904266357, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3043308258
validation[          , genome  7112] predictions:    9738/  10000 (97.38%), best:    9782/10000 (97.82%), error:       869.07086, best error:       779.05426 on epoch:    85, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 190.6907348633s, input_fired_time: 0.9151974320, output_fired_time: 4.7804231644, propagate_forward_time: 65.2205200195, propagate_backward_time: 109.5798721313, weight_update_time: 0.1111016721, other_time: 10.1947250366
epoch time: 12.7940502167s, input_fired_time: 0.1163190156, output_fired_time: 0.0000000000, propagate_forward_time: 12.3657274246, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3120040894
validation[          , genome  7112] predictions:    9762/  10000 (97.62%), best:    9782/10000 (97.82%), error:       832.00439, best error:       779.05426 on epoch:    85, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 207.8485260010s, input_fired_time: 4.0096864700, output_fired_time: 0.7465826273, propagate_forward_time: 80.0100021362, propagate_backward_time: 118.0457229614, weight_update_time: 0.1348773092, other_time: 5.0365295410
epoch time: 16.5417957306s, input_fired_time: 0.1245777458, output_fired_time: 0.0000000000, propagate_forward_time: 16.0443611145, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3728561401
validation[          , genome  7112] predictions:    9770/  10000 (97.70%), best:    9782/10000 (97.82%), error:       803.69281, best error:       779.05426 on epoch:    85, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 207.0657043457s, input_fired_time: 2.0425605774, output_fired_time: 0.7593680024, propagate_forward_time: 68.4509353638, propagate_backward_time: 127.6387329102, weight_update_time: 0.1255979985, other_time: 8.1741027832
epoch time: 17.0142974854s, input_fired_time: 0.1268501729, output_fired_time: 0.0000000000, propagate_forward_time: 13.4598350525, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4276123047
validation[          , genome  7112] predictions:    9754/  10000 (97.54%), best:    9782/10000 (97.82%), error:       846.10901, best error:       779.05426 on epoch:    85, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 212.7392120361s, input_fired_time: 1.0434863567, output_fired_time: 1.8285620213, propagate_forward_time: 83.6561584473, propagate_backward_time: 121.0759658813, weight_update_time: 0.1272881627, other_time: 5.1350326538
epoch time: 16.7117118835s, input_fired_time: 2.1478788853, output_fired_time: 0.0000000000, propagate_forward_time: 14.2005376816, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3632955551
validation[          , genome  7112] predictions:    9747/  10000 (97.47%), best:    9782/10000 (97.82%), error:       873.40167, best error:       779.05426 on epoch:    85, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 217.0412139893s, input_fired_time: 2.0628993511, output_fired_time: 4.8331041336, propagate_forward_time: 82.3336791992, propagate_backward_time: 122.7322769165, weight_update_time: 1.1216390133, other_time: 5.0792617798
epoch time: 17.7361507416s, input_fired_time: 0.1237350777, output_fired_time: 0.0000000000, propagate_forward_time: 16.3477821350, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.2646331787
validation[          , genome  7112] predictions:    9759/  10000 (97.59%), best:    9782/10000 (97.82%), error:       809.68243, best error:       779.05426 on epoch:    85, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 219.3903350830s, input_fired_time: 5.1523385048, output_fired_time: 6.7221164703, propagate_forward_time: 81.4216079712, propagate_backward_time: 121.8796768188, weight_update_time: 0.1503668129, other_time: 4.2145843506
epoch time: 17.7127780914s, input_fired_time: 0.1177119985, output_fired_time: 0.0000000000, propagate_forward_time: 17.2103595734, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3847064972
validation[          , genome  7112] predictions:    9769/  10000 (97.69%), best:    9782/10000 (97.82%), error:       821.97571, best error:       779.05426 on epoch:    85, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 214.9371948242s, input_fired_time: 3.0902674198, output_fired_time: 3.8104643822, propagate_forward_time: 74.0892028809, propagate_backward_time: 126.7953720093, weight_update_time: 0.1315028071, other_time: 7.1518783569
epoch time: 16.8242034912s, input_fired_time: 0.1244868115, output_fired_time: 0.0000000000, propagate_forward_time: 16.3237724304, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3759441376
validation[          , genome  7112] predictions:    9714/  10000 (97.14%), best:    9782/10000 (97.82%), error:       987.43915, best error:       779.05426 on epoch:    85, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 212.5535583496s, input_fired_time: 1.0142434835, output_fired_time: 1.8238024712, propagate_forward_time: 84.6829223633, propagate_backward_time: 119.8481063843, weight_update_time: 0.1417002082, other_time: 5.1844863892
epoch time: 22.1604042053s, input_fired_time: 2.0534799099, output_fired_time: 0.0000000000, propagate_forward_time: 19.6893329620, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4175910950
validation[          , genome  7112] predictions:    9757/  10000 (97.57%), best:    9782/10000 (97.82%), error:       874.96075, best error:       779.05426 on epoch:    85, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 200.6338195801s, input_fired_time: 2.0078341961, output_fired_time: 2.7756397724, propagate_forward_time: 79.4487838745, propagate_backward_time: 114.3730468750, weight_update_time: 0.1181907505, other_time: 2.0285263062
epoch time: 15.7409706116s, input_fired_time: 0.1302561015, output_fired_time: 0.0000000000, propagate_forward_time: 15.2581243515, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3525905609
validation[          , genome  7112] predictions:    9755/  10000 (97.55%), best:    9782/10000 (97.82%), error:       839.88110, best error:       779.05426 on epoch:    85, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 207.3144073486s, input_fired_time: 1.0247353315, output_fired_time: 1.8046914339, propagate_forward_time: 80.6433105469, propagate_backward_time: 121.8362884521, weight_update_time: 0.1177525818, other_time: 2.0053863525
epoch time: 17.3731918335s, input_fired_time: 0.1191382036, output_fired_time: 0.0000000000, propagate_forward_time: 15.8938121796, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3602409363
validation[          , genome  7112] predictions:    9731/  10000 (97.31%), best:    9782/10000 (97.82%), error:       933.52960, best error:       779.05426 on epoch:    85, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 206.9440917969s, input_fired_time: 3.0198211670, output_fired_time: 1.7872548103, propagate_forward_time: 71.8126754761, propagate_backward_time: 123.4295654297, weight_update_time: 0.1237304583, other_time: 6.8947753906
epoch time: 17.1598911285s, input_fired_time: 0.1199001670, output_fired_time: 0.0000000000, propagate_forward_time: 16.6998806000, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3401107788
validation[          , genome  7112] predictions:    9777/  10000 (97.77%), best:    9782/10000 (97.82%), error:       784.92126, best error:       779.05426 on epoch:    85, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 200.4905700684s, input_fired_time: 1.0101228952, output_fired_time: 0.7609748840, propagate_forward_time: 80.0961608887, propagate_backward_time: 115.6110000610, weight_update_time: 0.1167093590, other_time: 3.0123214722
epoch time: 22.6403217316s, input_fired_time: 0.1583062559, output_fired_time: 0.0000000000, propagate_forward_time: 22.0496120453, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4324035645
validation[          , genome  7112] predictions:    9769/  10000 (97.69%), best:    9782/10000 (97.82%), error:       838.65009, best error:       779.05426 on epoch:    85, 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: 82.1356506348s, input_fired_time: 0.6149325371, output_fired_time: 0.0000000000, propagate_forward_time: 77.5893936157, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.9313278198
best training[          , genome  7112] predictions:   49671/  50000 (99.34%), best:    9782/10000 (97.82%), error:      1371.70752, best error:       779.05426 on epoch:    85, 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: 18.6588783264s, input_fired_time: 0.1192266643, output_fired_time: 0.0000000000, propagate_forward_time: 14.9962072372, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.5434446335
   testing[          , genome  7112] predictions:    9796/  10000 (97.96%), best:    9782/10000 (97.82%), error:       670.61206, best error:       779.05426 on epoch:    85, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
11:42:53 (596): called boinc_finish(0)

</stderr_txt>
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