Nameexact_genome_1512568488_45_4621_0
Workunit2594308
Created7 Dec 2017, 11:02:55 UTC
Sent7 Dec 2017, 11:03:24 UTC
Report deadline12 Dec 2017, 20:02:50 UTC
Received9 Dec 2017, 5:34:31 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID52322
Run time3 hours 4 min 54 sec
CPU time2 hours 59 min 57 sec
Validate stateValid
Credit1,343.65
Device peak FLOPS2.94 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size154.49 MB
Peak swap size152.89 MB
Peak disk usage1.77 MB

Stderr output

<core_client_version>7.6.33</core_client_version>
<![CDATA[
<stderr_txt>
time: 0.0000000000, other_time: 0.4851832390
validation[          , genome  4621] predictions:    9691/  10000 (96.91%), best:    9658/10000 (96.58%), error:      1191.46680, best error:      1128.80823 on epoch:    19, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 98.0925598145s, input_fired_time: 0.8862418532, output_fired_time: 0.8812209964, propagate_forward_time: 36.3914794922, propagate_backward_time: 57.2458877563, weight_update_time: 0.1647630036, other_time: 2.6877365112
epoch time: 7.9637646675s, input_fired_time: 0.1107119322, output_fired_time: 0.0000000000, propagate_forward_time: 7.3660678864, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4869847298
validation[          , genome  4621] predictions:    9642/  10000 (96.42%), best:    9658/10000 (96.58%), error:      1236.04504, best error:      1128.80823 on epoch:    19, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 98.4648208618s, input_fired_time: 0.8935629725, output_fired_time: 0.8761658669, propagate_forward_time: 36.7241249084, propagate_backward_time: 57.2505035400, weight_update_time: 0.1677011102, other_time: 2.7204627991
epoch time: 7.6559953690s, input_fired_time: 0.1115756780, output_fired_time: 0.0000000000, propagate_forward_time: 7.0673246384, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4770951271
validation[          , genome  4621] predictions:    9642/  10000 (96.42%), best:    9658/10000 (96.58%), error:      1213.43225, best error:      1128.80823 on epoch:    19, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 98.7160491943s, input_fired_time: 0.8915573359, output_fired_time: 0.8815413713, propagate_forward_time: 36.7118644714, propagate_backward_time: 57.5329055786, weight_update_time: 0.1687847525, other_time: 2.6981849670
epoch time: 8.0851039886s, input_fired_time: 0.1126227081, output_fired_time: 0.0000000000, propagate_forward_time: 7.4866862297, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4857950211
validation[          , genome  4621] predictions:    9635/  10000 (96.35%), best:    9658/10000 (96.58%), error:      1151.17395, best error:      1128.80823 on epoch:    19, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 97.6292724609s, input_fired_time: 0.8804039955, output_fired_time: 0.8644851446, propagate_forward_time: 36.2180404663, propagate_backward_time: 56.9754142761, weight_update_time: 0.1658550054, other_time: 2.6909294128
epoch time: 7.7881026268s, input_fired_time: 0.1129089966, output_fired_time: 0.0000000000, propagate_forward_time: 7.1976156235, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4775781631
validation[          , genome  4621] predictions:    9598/  10000 (95.98%), best:    9658/10000 (96.58%), error:      1299.87292, best error:      1128.80823 on epoch:    19, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 97.2973403931s, input_fired_time: 0.8858574629, output_fired_time: 0.8677447438, propagate_forward_time: 36.1643028259, propagate_backward_time: 56.7040596008, weight_update_time: 0.1641209722, other_time: 2.6753768921
epoch time: 8.0249805450s, input_fired_time: 0.1135589182, output_fired_time: 0.0000000000, propagate_forward_time: 7.4203433990, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4910783768
validation[          , genome  4621] predictions:    9646/  10000 (96.46%), best:    9658/10000 (96.58%), error:      1187.17041, best error:      1128.80823 on epoch:    19, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 98.0242385864s, input_fired_time: 0.8919239044, output_fired_time: 0.8705756068, propagate_forward_time: 36.4085350037, propagate_backward_time: 57.1567153931, weight_update_time: 0.1660593450, other_time: 2.6964912415
epoch time: 8.0146894455s, input_fired_time: 0.1129694879, output_fired_time: 0.0000000000, propagate_forward_time: 7.4154424667, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4862775803
validation[          , genome  4621] predictions:    9666/  10000 (96.66%), best:    9666/10000 (96.66%), error:      1111.31702, best error:      1111.31702 on epoch:    26, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 98.7499389648s, input_fired_time: 0.8892554641, output_fired_time: 0.8750934601, propagate_forward_time: 36.7914772034, propagate_backward_time: 57.5026550293, weight_update_time: 0.1681093723, other_time: 2.6914634705
epoch time: 8.0498962402s, input_fired_time: 0.1130105183, output_fired_time: 0.0000000000, propagate_forward_time: 7.4454402924, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4914455414
validation[          , genome  4621] predictions:    9639/  10000 (96.39%), best:    9666/10000 (96.66%), error:      1219.34131, best error:      1111.31702 on epoch:    26, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 98.0764923096s, input_fired_time: 0.8874782920, output_fired_time: 0.8744576573, propagate_forward_time: 36.4893836975, propagate_backward_time: 57.1353683472, weight_update_time: 0.1657217443, other_time: 2.6898002625
epoch time: 7.7681574821s, input_fired_time: 0.1102209911, output_fired_time: 0.0000000000, propagate_forward_time: 7.1631999016, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4947366714
validation[          , genome  4621] predictions:    9644/  10000 (96.44%), best:    9666/10000 (96.66%), error:      1183.43726, best error:      1111.31702 on epoch:    26, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 99.5928268433s, input_fired_time: 0.8962309361, output_fired_time: 0.8811851740, propagate_forward_time: 37.1258010864, propagate_backward_time: 57.9870491028, weight_update_time: 0.1694622636, other_time: 2.7025566101
epoch time: 7.8547935486s, input_fired_time: 0.1107440367, output_fired_time: 0.0000000000, propagate_forward_time: 7.2593445778, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4847049713
validation[          , genome  4621] predictions:    9644/  10000 (96.44%), best:    9666/10000 (96.66%), error:      1184.76208, best error:      1111.31702 on epoch:    26, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 98.7856369019s, input_fired_time: 0.8969406486, output_fired_time: 0.8793350458, propagate_forward_time: 36.7855606079, propagate_backward_time: 57.5254592896, weight_update_time: 0.1703811437, other_time: 2.6983413696
epoch time: 7.9815649986s, input_fired_time: 0.1112106219, output_fired_time: 0.0000000000, propagate_forward_time: 7.3900265694, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4803276062
validation[          , genome  4621] predictions:    9681/  10000 (96.81%), best:    9681/10000 (96.81%), error:      1056.72437, best error:      1056.72437 on epoch:    30, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 98.0988693237s, input_fired_time: 0.8884269595, output_fired_time: 0.8797826767, propagate_forward_time: 36.5065765381, propagate_backward_time: 57.1416625977, weight_update_time: 0.1652575135, other_time: 2.6824188232
epoch time: 7.8343930244s, input_fired_time: 0.1113521978, output_fired_time: 0.0000000000, propagate_forward_time: 7.2454843521, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4775567055
validation[          , genome  4621] predictions:    9670/  10000 (96.70%), best:    9681/10000 (96.81%), error:      1156.50732, best error:      1056.72437 on epoch:    30, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 97.4951705933s, input_fired_time: 0.8890543580, output_fired_time: 0.8677805066, propagate_forward_time: 36.3291854858, propagate_backward_time: 56.7451324463, weight_update_time: 0.1663509905, other_time: 2.6640167236
epoch time: 7.7928881645s, input_fired_time: 0.1121650785, output_fired_time: 0.0000000000, propagate_forward_time: 7.2020378113, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4786853790
validation[          , genome  4621] predictions:    9620/  10000 (96.20%), best:    9681/10000 (96.81%), error:      1251.92114, best error:      1056.72437 on epoch:    30, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 98.4924316406s, input_fired_time: 0.8915957212, output_fired_time: 0.8801628947, propagate_forward_time: 36.6208801270, propagate_backward_time: 57.3946876526, weight_update_time: 0.1674731821, other_time: 2.7051048279
epoch time: 7.9940152168s, input_fired_time: 0.1111353785, output_fired_time: 0.0000000000, propagate_forward_time: 7.4004106522, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4824690819
validation[          , genome  4621] predictions:    9546/  10000 (95.46%), best:    9681/10000 (96.81%), error:      1537.07385, best error:      1056.72437 on epoch:    30, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 98.9497909546s, input_fired_time: 0.8904101849, output_fired_time: 0.8778595924, propagate_forward_time: 36.9069633484, propagate_backward_time: 57.5849151611, weight_update_time: 0.1676330715, other_time: 2.6896400452
epoch time: 8.0094585419s, input_fired_time: 0.1107663438, output_fired_time: 0.0000000000, propagate_forward_time: 7.4139671326, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4847249985
validation[          , genome  4621] predictions:    9635/  10000 (96.35%), best:    9681/10000 (96.81%), error:      1215.12402, best error:      1056.72437 on epoch:    30, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 97.4529953003s, input_fired_time: 0.8878440857, output_fired_time: 0.8703222871, propagate_forward_time: 36.3269691467, propagate_backward_time: 56.6901168823, weight_update_time: 0.1670846045, other_time: 2.6777458191
epoch time: 7.6545948982s, input_fired_time: 0.1112804934, output_fired_time: 0.0000000000, propagate_forward_time: 7.0612344742, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4820799828
validation[          , genome  4621] predictions:    9670/  10000 (96.70%), best:    9681/10000 (96.81%), error:      1100.75513, best error:      1056.72437 on epoch:    30, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 99.7216110229s, input_fired_time: 0.9004329443, output_fired_time: 0.8846424818, propagate_forward_time: 37.2072143555, propagate_backward_time: 58.0017318726, weight_update_time: 0.1687638015, other_time: 2.7275848389
epoch time: 7.9806165695s, input_fired_time: 0.1150017828, output_fired_time: 0.0000000000, propagate_forward_time: 7.3725733757, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4930415154
validation[          , genome  4621] predictions:    9686/  10000 (96.86%), best:    9686/10000 (96.86%), error:      1049.73035, best error:      1049.73035 on epoch:    36, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 99.1777267456s, input_fired_time: 0.8961834908, output_fired_time: 0.8833881021, propagate_forward_time: 36.9951133728, propagate_backward_time: 57.7035713196, weight_update_time: 0.1713739187, other_time: 2.6994705200
epoch time: 8.0379371643s, input_fired_time: 0.1150044724, output_fired_time: 0.0000000000, propagate_forward_time: 7.4286246300, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4943079948
validation[          , genome  4621] predictions:    9693/  10000 (96.93%), best:    9693/10000 (96.93%), error:      1041.43384, best error:      1041.43384 on epoch:    37, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 98.6068954468s, input_fired_time: 0.8946070075, output_fired_time: 0.8748108149, propagate_forward_time: 36.6533470154, propagate_backward_time: 57.4784317017, weight_update_time: 0.1661959738, other_time: 2.7056999207
epoch time: 7.9487709999s, input_fired_time: 0.1124601737, output_fired_time: 0.0000000000, propagate_forward_time: 7.3562340736, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4800767899
validation[          , genome  4621] predictions:    9656/  10000 (96.56%), best:    9693/10000 (96.93%), error:      1158.91016, best error:      1041.43384 on epoch:    37, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 96.8171081543s, input_fired_time: 0.8832384348, output_fired_time: 0.8668040037, propagate_forward_time: 36.0766906738, propagate_backward_time: 56.3372764587, weight_update_time: 0.1651854962, other_time: 2.6530952454
epoch time: 7.9020900726s, input_fired_time: 0.1129619405, output_fired_time: 0.0000000000, propagate_forward_time: 7.3098092079, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4793190956
validation[          , genome  4621] predictions:    9676/  10000 (96.76%), best:    9693/10000 (96.93%), error:      1078.59131, best error:      1041.43384 on epoch:    37, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 98.2663803101s, input_fired_time: 0.8947885036, output_fired_time: 0.8715862036, propagate_forward_time: 36.5587730408, propagate_backward_time: 57.2557792664, weight_update_time: 0.1658937186, other_time: 2.6854476929
epoch time: 8.1127099991s, input_fired_time: 0.1141550168, output_fired_time: 0.0000000000, propagate_forward_time: 7.5040941238, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4944610596
validation[          , genome  4621] predictions:    9660/  10000 (96.60%), best:    9693/10000 (96.93%), error:      1114.79700, best error:      1041.43384 on epoch:    37, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 98.4153594971s, input_fired_time: 0.8932477236, output_fired_time: 0.8745542765, propagate_forward_time: 36.6752967834, propagate_backward_time: 57.2845954895, weight_update_time: 0.1674518734, other_time: 2.6876602173
epoch time: 7.8314018250s, input_fired_time: 0.1127442420, output_fired_time: 0.0000000000, propagate_forward_time: 7.2383751869, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4802823067
validation[          , genome  4621] predictions:    9716/  10000 (97.16%), best:    9716/10000 (97.16%), error:       997.20459, best error:       997.20459 on epoch:    41, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 98.6854019165s, input_fired_time: 0.8913853765, output_fired_time: 0.8715226054, propagate_forward_time: 36.8309326172, propagate_backward_time: 57.3973731995, weight_update_time: 0.1675786525, other_time: 2.6941871643
epoch time: 8.0380783081s, input_fired_time: 0.1137962118, output_fired_time: 0.0000000000, propagate_forward_time: 7.4346938133, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4895882607
validation[          , genome  4621] predictions:    9634/  10000 (96.34%), best:    9716/10000 (97.16%), error:      1180.10181, best error:       997.20459 on epoch:    41, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 99.1960678101s, input_fired_time: 0.9017786384, output_fired_time: 0.8790847659, propagate_forward_time: 37.0152664185, propagate_backward_time: 57.7014541626, weight_update_time: 0.1687628925, other_time: 2.6984863281
epoch time: 7.7898774147s, input_fired_time: 0.1112765148, output_fired_time: 0.0000000000, propagate_forward_time: 7.2007527351, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4778480530
validation[          , genome  4621] predictions:    9667/  10000 (96.67%), best:    9716/10000 (97.16%), error:      1127.83557, best error:       997.20459 on epoch:    41, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 98.5326309204s, input_fired_time: 0.8912827969, output_fired_time: 0.8773675561, propagate_forward_time: 36.7876014709, propagate_backward_time: 57.2984886169, weight_update_time: 0.1652718484, other_time: 2.6778945923
epoch time: 8.0951156616s, input_fired_time: 0.1157599613, output_fired_time: 0.0000000000, propagate_forward_time: 7.4876661301, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4916896820
validation[          , genome  4621] predictions:    9662/  10000 (96.62%), best:    9716/10000 (97.16%), error:      1109.47351, best error:       997.20459 on epoch:    41, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 99.1312561035s, input_fired_time: 0.9032004476, output_fired_time: 0.8829751611, propagate_forward_time: 36.9717292786, propagate_backward_time: 57.6860313416, weight_update_time: 0.1672443449, other_time: 2.6873245239
epoch time: 7.6817240715s, input_fired_time: 0.1119385213, output_fired_time: 0.0000000000, propagate_forward_time: 7.0944781303, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4753074646
validation[          , genome  4621] predictions:    9625/  10000 (96.25%), best:    9716/10000 (97.16%), error:      1245.91357, best error:       997.20459 on epoch:    41, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 98.8505477905s, input_fired_time: 0.9045661092, output_fired_time: 0.8789865375, propagate_forward_time: 36.7731513977, propagate_backward_time: 57.5802497864, weight_update_time: 0.1690261215, other_time: 2.7135925293
epoch time: 7.9108343124s, input_fired_time: 0.1144065559, output_fired_time: 0.0000000000, propagate_forward_time: 7.3177247047, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4787030220
validation[          , genome  4621] predictions:    9699/  10000 (96.99%), best:    9716/10000 (97.16%), error:      1009.63855, best error:       997.20459 on epoch:    41, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 97.4289016724s, input_fired_time: 0.8932662606, output_fired_time: 0.8677459359, propagate_forward_time: 36.3816871643, propagate_backward_time: 56.6004524231, weight_update_time: 0.1659462452, other_time: 2.6857528687
epoch time: 7.9931831360s, input_fired_time: 0.1149808541, output_fired_time: 0.0000000000, propagate_forward_time: 7.3889503479, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4892520905
validation[          , genome  4621] predictions:    9626/  10000 (96.26%), best:    9716/10000 (97.16%), error:      1214.92444, best error:       997.20459 on epoch:    41, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 97.9287948608s, input_fired_time: 0.8975600004, output_fired_time: 0.8680596352, propagate_forward_time: 36.5000534058, propagate_backward_time: 56.9715995789, weight_update_time: 0.1703153402, other_time: 2.6915245056
epoch time: 8.1493854523s, input_fired_time: 0.1154491231, output_fired_time: 0.0000000000, propagate_forward_time: 7.5378561020, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4960803986
validation[          , genome  4621] predictions:    9701/  10000 (97.01%), best:    9716/10000 (97.16%), error:      1012.68964, best error:       997.20459 on epoch:    41, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 98.1576004028s, input_fired_time: 0.8922771811, output_fired_time: 0.8729214668, propagate_forward_time: 36.5639381409, propagate_backward_time: 57.1389808655, weight_update_time: 0.1680341959, other_time: 2.6894760132
epoch time: 7.8699245453s, input_fired_time: 0.1129574701, output_fired_time: 0.0000000000, propagate_forward_time: 7.2793440819, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4776229858
validation[          , genome  4621] predictions:    9701/  10000 (97.01%), best:    9716/10000 (97.16%), error:      1012.27649, best error:       997.20459 on epoch:    41, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 98.4784698486s, input_fired_time: 0.8995791078, output_fired_time: 0.8773892522, propagate_forward_time: 36.5541496277, propagate_backward_time: 57.4528656006, weight_update_time: 0.1672390699, other_time: 2.6944847107
epoch time: 8.0696039200s, input_fired_time: 0.1161832586, output_fired_time: 0.0000000000, propagate_forward_time: 7.4613614082, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4920592308
validation[          , genome  4621] predictions:    9672/  10000 (96.72%), best:    9716/10000 (97.16%), error:      1084.09888, best error:       997.20459 on epoch:    41, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 98.6499938965s, input_fired_time: 0.8991798759, output_fired_time: 0.8770815134, propagate_forward_time: 36.6516418457, propagate_backward_time: 57.5268592834, weight_update_time: 0.1669843942, other_time: 2.6952323914
epoch time: 8.1342916489s, input_fired_time: 0.1166044623, output_fired_time: 0.0000000000, propagate_forward_time: 7.5268678665, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4908189774
validation[          , genome  4621] predictions:    9670/  10000 (96.70%), best:    9716/10000 (97.16%), error:      1100.07434, best error:       997.20459 on epoch:    41, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 98.2635955811s, input_fired_time: 0.8980899453, output_fired_time: 0.8740104437, propagate_forward_time: 36.5328903198, propagate_backward_time: 57.2683715820, weight_update_time: 0.1664399952, other_time: 2.6902389526
epoch time: 8.0277795792s, input_fired_time: 0.1163609624, output_fired_time: 0.0000000000, propagate_forward_time: 7.4192390442, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4921793938
validation[          , genome  4621] predictions:    9658/  10000 (96.58%), best:    9716/10000 (97.16%), error:      1111.05762, best error:       997.20459 on epoch:    41, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 97.6259765625s, input_fired_time: 0.8923939466, output_fired_time: 0.8742430806, propagate_forward_time: 36.3193435669, propagate_backward_time: 56.8674430847, weight_update_time: 0.1643975526, other_time: 2.6725502014
epoch time: 7.9962725639s, input_fired_time: 0.1157719865, output_fired_time: 0.0000000000, propagate_forward_time: 7.3923592567, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4881415367
validation[          , genome  4621] predictions:    9629/  10000 (96.29%), best:    9716/10000 (97.16%), error:      1204.34961, best error:       997.20459 on epoch:    41, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 98.6251449585s, input_fired_time: 0.9039775729, output_fired_time: 0.8695245981, propagate_forward_time: 36.7422752380, propagate_backward_time: 57.4198760986, weight_update_time: 0.1664185971, other_time: 2.6894950867
epoch time: 8.1016511917s, input_fired_time: 0.1158160195, output_fired_time: 0.0000000000, propagate_forward_time: 7.4923624992, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4934725761
validation[          , genome  4621] predictions:    9618/  10000 (96.18%), best:    9716/10000 (97.16%), error:      1272.39929, best error:       997.20459 on epoch:    41, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 98.3445205688s, input_fired_time: 0.8991602659, output_fired_time: 0.8743603826, propagate_forward_time: 36.6015625000, propagate_backward_time: 57.2799263000, weight_update_time: 0.1674990207, other_time: 2.6895103455
epoch time: 7.9924430847s, input_fired_time: 0.1145855263, output_fired_time: 0.0000000000, propagate_forward_time: 7.3849334717, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4929242134
validation[          , genome  4621] predictions:    9546/  10000 (95.46%), best:    9716/10000 (97.16%), error:      1571.89673, best error:       997.20459 on epoch:    41, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 99.5789794922s, input_fired_time: 0.9021593928, output_fired_time: 0.8793266416, propagate_forward_time: 37.2088623047, propagate_backward_time: 57.9024467468, weight_update_time: 0.1675685197, other_time: 2.6861839294
epoch time: 8.0246925354s, input_fired_time: 0.1146336198, output_fired_time: 0.0000000000, propagate_forward_time: 7.4263873100, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4836716652
validation[          , genome  4621] predictions:    9650/  10000 (96.50%), best:    9716/10000 (97.16%), error:      1114.34229, best error:       997.20459 on epoch:    41, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

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_4621.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_45_4621_0_r1492061210_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: 0.963671
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.000671669
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 2.68668e-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: 57
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 41
read number_validation_images: 10000
read best_validation_predictions: 9716
read best_validation_error: 997.205
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: 4621
read normal distribution: '0 1.57833099365234 1.27774000167847'
generator_str: '1506509855'
read generator: 1506509855
read generated_by_map:
1 split_edge 1
reading 20 nodes.
reading 38 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: 97.3993072509766s, input_fired_time: 0.889429450035095, output_fired_time: 0.874661087989807, propagate_forward_time: 36.2203140258789, propagate_backward_time: 56.7507591247559, weight_update_time: 0.163615241646767, other_time: 2.66414260864258
epoch time: 7.99842262268066s, input_fired_time: 0.11372547596693, output_fired_time: 0, propagate_forward_time: 7.40612125396729, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.478575706481934
validation[          , genome  4621] predictions:    9593/  10000 (95.93%), best:    9716/10000 (97.16%), error:      1374.81348, best error:       997.20459 on epoch:    41, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 98.0648803711s, input_fired_time: 0.8892392516, output_fired_time: 0.8751784563, propagate_forward_time: 36.4391822815, propagate_backward_time: 57.1806983948, weight_update_time: 0.1652218550, other_time: 2.6805877686
epoch time: 8.0431556702s, input_fired_time: 0.1165198609, output_fired_time: 0.0000000000, propagate_forward_time: 7.4322509766, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4943847656
validation[          , genome  4621] predictions:    9636/  10000 (96.36%), best:    9716/10000 (97.16%), error:      1241.24988, best error:       997.20459 on epoch:    41, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 98.2424545288s, input_fired_time: 0.8971622586, output_fired_time: 0.8739784956, propagate_forward_time: 36.5163269043, propagate_backward_time: 57.2526321411, weight_update_time: 0.1645042598, other_time: 2.7023544312
epoch time: 7.9422631264s, input_fired_time: 0.1139359623, output_fired_time: 0.0000000000, propagate_forward_time: 7.3460245132, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4823026657
validation[          , genome  4621] predictions:    9710/  10000 (97.10%), best:    9716/10000 (97.16%), error:      1024.82166, best error:       997.20459 on epoch:    41, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 98.6075210571s, input_fired_time: 0.8982269764, output_fired_time: 0.8874084949, propagate_forward_time: 36.5152091980, propagate_backward_time: 57.5802230835, weight_update_time: 0.1668361425, other_time: 2.7264595032
epoch time: 7.8955464363s, input_fired_time: 0.1137187332, output_fired_time: 0.0000000000, propagate_forward_time: 7.3068661690, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4749617577
validation[          , genome  4621] predictions:    9649/  10000 (96.49%), best:    9716/10000 (97.16%), error:      1170.29407, best error:       997.20459 on epoch:    41, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 97.9310913086s, input_fired_time: 0.8945689797, output_fired_time: 0.8818056583, propagate_forward_time: 36.2943115234, propagate_backward_time: 57.1485519409, weight_update_time: 0.1675083041, other_time: 2.7118530273
epoch time: 7.8474760056s, input_fired_time: 0.1113134772, output_fired_time: 0.0000000000, propagate_forward_time: 7.2618227005, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4743399620
validation[          , genome  4621] predictions:    9611/  10000 (96.11%), best:    9716/10000 (97.16%), error:      1286.78210, best error:       997.20459 on epoch:    41, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 98.8842544556s, input_fired_time: 0.9029125571, output_fired_time: 0.8755097985, propagate_forward_time: 36.7858390808, propagate_backward_time: 57.6202049255, weight_update_time: 0.1677438170, other_time: 2.6997833252
epoch time: 7.9669141769s, input_fired_time: 0.1141786277, output_fired_time: 0.0000000000, propagate_forward_time: 7.3742661476, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4784693718
validation[          , genome  4621] predictions:    9660/  10000 (96.60%), best:    9716/10000 (97.16%), error:      1123.02295, best error:       997.20459 on epoch:    41, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 98.6847381592s, input_fired_time: 0.9068299532, output_fired_time: 0.8779407740, propagate_forward_time: 36.7914619446, propagate_backward_time: 57.4235610962, weight_update_time: 0.1650971919, other_time: 2.6849479675
epoch time: 7.9830217361s, input_fired_time: 0.1141306311, output_fired_time: 0.0000000000, propagate_forward_time: 7.3939490318, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4749422073
validation[          , genome  4621] predictions:    9668/  10000 (96.68%), best:    9716/10000 (97.16%), error:      1090.38989, best error:       997.20459 on epoch:    41, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 98.3524246216s, input_fired_time: 0.9031767845, output_fired_time: 0.8840358853, propagate_forward_time: 36.4992980957, propagate_backward_time: 57.3648376465, weight_update_time: 0.1652348042, other_time: 2.7010803223
epoch time: 7.8970117569s, input_fired_time: 0.1131079942, output_fired_time: 0.0000000000, propagate_forward_time: 7.3000164032, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4838871956
validation[          , genome  4621] predictions:    9681/  10000 (96.81%), best:    9716/10000 (97.16%), error:      1059.14893, best error:       997.20459 on epoch:    41, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 97.8233566284s, input_fired_time: 0.8986300826, output_fired_time: 0.8757681847, propagate_forward_time: 36.3480644226, propagate_backward_time: 57.0213012695, weight_update_time: 0.1651011705, other_time: 2.6795921326
epoch time: 7.9657816887s, input_fired_time: 0.1146407574, output_fired_time: 0.0000000000, propagate_forward_time: 7.3660664558, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4850745201
validation[          , genome  4621] predictions:    9660/  10000 (96.60%), best:    9716/10000 (97.16%), error:      1091.87878, best error:       997.20459 on epoch:    41, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 97.7576065063s, input_fired_time: 0.8913352489, output_fired_time: 0.8712495565, propagate_forward_time: 36.3344650269, propagate_backward_time: 56.9833259583, weight_update_time: 0.1636276096, other_time: 2.6772346497
epoch time: 7.8345022202s, input_fired_time: 0.1141327694, output_fired_time: 0.0000000000, propagate_forward_time: 7.2479848862, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4723844528
validation[          , genome  4621] predictions:    9664/  10000 (96.64%), best:    9716/10000 (97.16%), error:      1086.07813, best error:       997.20459 on epoch:    41, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 96.9041900635s, input_fired_time: 0.8928454518, output_fired_time: 0.8642445207, propagate_forward_time: 35.9323234558, propagate_backward_time: 56.5282669067, weight_update_time: 0.1645919681, other_time: 2.6865119934
epoch time: 7.8364500999s, input_fired_time: 0.1138843745, output_fired_time: 0.0000000000, propagate_forward_time: 7.2504439354, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4721217155
validation[          , genome  4621] predictions:    9703/  10000 (97.03%), best:    9716/10000 (97.16%), error:      1018.62067, best error:       997.20459 on epoch:    41, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 98.6015243530s, input_fired_time: 0.8969875574, output_fired_time: 0.8789841533, propagate_forward_time: 36.6220397949, propagate_backward_time: 57.5170059204, weight_update_time: 0.1666232497, other_time: 2.6865081787
epoch time: 7.8275675774s, input_fired_time: 0.1149558946, output_fired_time: 0.0000000000, propagate_forward_time: 7.2357110977, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4769005775
validation[          , genome  4621] predictions:    9669/  10000 (96.69%), best:    9716/10000 (97.16%), error:      1156.40295, best error:       997.20459 on epoch:    41, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 98.4584274292s, input_fired_time: 0.8976747990, output_fired_time: 0.8769656420, propagate_forward_time: 36.6264877319, propagate_backward_time: 57.3768348694, weight_update_time: 0.1694453061, other_time: 2.6804618835
epoch time: 8.0574989319s, input_fired_time: 0.1153642237, output_fired_time: 0.0000000000, propagate_forward_time: 7.4660320282, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4761028290
validation[          , genome  4621] predictions:    9696/  10000 (96.96%), best:    9716/10000 (97.16%), error:      1045.18164, best error:       997.20459 on epoch:    41, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 98.9339294434s, input_fired_time: 0.9046851397, output_fired_time: 0.8834122419, propagate_forward_time: 36.7179222107, propagate_backward_time: 57.7120437622, weight_update_time: 0.1680755168, other_time: 2.7158622742
epoch time: 7.8037772179s, input_fired_time: 0.1123871580, output_fired_time: 0.0000000000, propagate_forward_time: 7.2160134315, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4753766060
validation[          , genome  4621] predictions:    9670/  10000 (96.70%), best:    9716/10000 (97.16%), error:      1100.20850, best error:       997.20459 on epoch:    41, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 98.9056015015s, input_fired_time: 0.9051572084, output_fired_time: 0.8857533336, propagate_forward_time: 36.6784286499, propagate_backward_time: 57.7172889709, weight_update_time: 0.1677090228, other_time: 2.7189750671
epoch time: 7.7380623817s, input_fired_time: 0.1133617237, output_fired_time: 0.0000000000, propagate_forward_time: 7.1445655823, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4801349640
validation[          , genome  4621] predictions:    9686/  10000 (96.86%), best:    9716/10000 (97.16%), error:      1075.85425, best error:       997.20459 on epoch:    41, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 98.3895111084s, input_fired_time: 0.9001606107, output_fired_time: 0.8796795607, propagate_forward_time: 36.6735763550, propagate_backward_time: 57.2438812256, weight_update_time: 0.1651051193, other_time: 2.6922149658
epoch time: 7.7792625427s, input_fired_time: 0.1139253080, output_fired_time: 0.0000000000, propagate_forward_time: 7.1972985268, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4680385590
validation[          , genome  4621] predictions:    9688/  10000 (96.88%), best:    9716/10000 (97.16%), error:      1026.89746, best error:       997.20459 on epoch:    41, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 99.0715026855s, input_fired_time: 0.9079454541, output_fired_time: 0.8846436143, propagate_forward_time: 36.8185577393, propagate_backward_time: 57.7787780762, weight_update_time: 0.1669407636, other_time: 2.6815795898
epoch time: 7.7078065872s, input_fired_time: 0.1130550131, output_fired_time: 0.0000000000, propagate_forward_time: 7.1140174866, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4807338715
validation[          , genome  4621] predictions:    9691/  10000 (96.91%), best:    9716/10000 (97.16%), error:      1058.89807, best error:       997.20459 on epoch:    41, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 97.8007965088s, input_fired_time: 0.8955882192, output_fired_time: 0.8732439876, propagate_forward_time: 36.2353668213, propagate_backward_time: 57.1234931946, weight_update_time: 0.1625422686, other_time: 2.6730995178
epoch time: 7.9402775764s, input_fired_time: 0.1151807085, output_fired_time: 0.0000000000, propagate_forward_time: 7.3447775841, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4803195000
validation[          , genome  4621] predictions:    9696/  10000 (96.96%), best:    9716/10000 (97.16%), error:      1026.46777, best error:       997.20459 on epoch:    41, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 97.8873214722s, input_fired_time: 0.9022143483, output_fired_time: 0.8781555891, propagate_forward_time: 36.4583930969, propagate_backward_time: 56.9668045044, weight_update_time: 0.1655810922, other_time: 2.6817512512
epoch time: 7.8475170135s, input_fired_time: 0.1140442118, output_fired_time: 0.0000000000, propagate_forward_time: 7.2533974648, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4800753593
validation[          , genome  4621] predictions:    9665/  10000 (96.65%), best:    9716/10000 (97.16%), error:      1067.72937, best error:       997.20459 on epoch:    41, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 98.7371520996s, input_fired_time: 0.9055461287, output_fired_time: 0.8780598640, propagate_forward_time: 36.6753044128, propagate_backward_time: 57.5938911438, weight_update_time: 0.1647268385, other_time: 2.6843490601
epoch time: 7.9615139961s, input_fired_time: 0.1140526235, output_fired_time: 0.0000000000, propagate_forward_time: 7.3597350121, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4877262115
validation[          , genome  4621] predictions:    9623/  10000 (96.23%), best:    9716/10000 (97.16%), error:      1240.19653, best error:       997.20459 on epoch:    41, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 98.9697265625s, input_fired_time: 0.8985313773, output_fired_time: 0.8860126734, propagate_forward_time: 36.7763404846, propagate_backward_time: 57.7238502502, weight_update_time: 0.1642839760, other_time: 2.6849975586
epoch time: 7.9981150627s, input_fired_time: 0.1164058968, output_fired_time: 0.0000000000, propagate_forward_time: 7.3941440582, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4875650406
validation[          , genome  4621] predictions:    9673/  10000 (96.73%), best:    9716/10000 (97.16%), error:      1097.11780, best error:       997.20459 on epoch:    41, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 99.0974121094s, input_fired_time: 0.9123895764, output_fired_time: 0.8845240474, propagate_forward_time: 36.7780914307, propagate_backward_time: 57.8225631714, weight_update_time: 0.1650510281, other_time: 2.6998443604
epoch time: 8.0734539032s, input_fired_time: 0.1175905392, output_fired_time: 0.0000000000, propagate_forward_time: 7.4665226936, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4893407822
validation[          , genome  4621] predictions:    9652/  10000 (96.52%), best:    9716/10000 (97.16%), error:      1218.66309, best error:       997.20459 on epoch:    41, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 98.0588607788s, input_fired_time: 0.8980624080, output_fired_time: 0.8760138154, propagate_forward_time: 36.4227523804, propagate_backward_time: 57.1859817505, weight_update_time: 0.1643941998, other_time: 2.6760482788
epoch time: 7.8882579803s, input_fired_time: 0.1158622876, output_fired_time: 0.0000000000, propagate_forward_time: 7.3007221222, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4716734886
validation[          , genome  4621] predictions:    9668/  10000 (96.68%), best:    9716/10000 (97.16%), error:      1190.88757, best error:       997.20459 on epoch:    41, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 98.7096176147s, input_fired_time: 0.9024671316, output_fired_time: 0.8811174035, propagate_forward_time: 36.7019271851, propagate_backward_time: 57.5402412415, weight_update_time: 0.1654337645, other_time: 2.6838645935
epoch time: 7.9798817635s, input_fired_time: 0.1167682409, output_fired_time: 0.0000000000, propagate_forward_time: 7.3808622360, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4822511673
validation[          , genome  4621] predictions:    9685/  10000 (96.85%), best:    9716/10000 (97.16%), error:      1007.32434, best error:       997.20459 on epoch:    41, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 98.0870895386s, input_fired_time: 0.8996606469, output_fired_time: 0.8778471351, propagate_forward_time: 36.4490737915, propagate_backward_time: 57.1790046692, weight_update_time: 0.1637211144, other_time: 2.6815071106
epoch time: 7.6573958397s, input_fired_time: 0.1123898551, output_fired_time: 0.0000000000, propagate_forward_time: 7.0632719994, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4817337990
validation[          , genome  4621] predictions:    9454/  10000 (94.54%), best:    9716/10000 (97.16%), error:      1754.79810, best error:       997.20459 on epoch:    41, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 98.6452178955s, input_fired_time: 0.9056449533, output_fired_time: 0.8811855316, propagate_forward_time: 36.7632827759, propagate_backward_time: 57.3978004456, weight_update_time: 0.1657159626, other_time: 2.6972999573
epoch time: 8.0928287506s, input_fired_time: 0.1191233024, output_fired_time: 0.0000000000, propagate_forward_time: 7.4797110558, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4939942360
validation[          , genome  4621] predictions:    9684/  10000 (96.84%), best:    9716/10000 (97.16%), error:      1024.96887, best error:       997.20459 on epoch:    41, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 98.0313415527s, input_fired_time: 0.9020527005, output_fired_time: 0.8815196157, propagate_forward_time: 36.4088630676, propagate_backward_time: 57.1502113342, weight_update_time: 0.1659380943, other_time: 2.6886901855
epoch time: 7.9708271027s, input_fired_time: 0.1151549295, output_fired_time: 0.0000000000, propagate_forward_time: 7.3793463707, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4763259888
validation[          , genome  4621] predictions:    9634/  10000 (96.34%), best:    9716/10000 (97.16%), error:      1193.00220, best error:       997.20459 on epoch:    41, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 97.8508605957s, input_fired_time: 0.9046892524, output_fired_time: 0.8694307208, propagate_forward_time: 36.3974075317, propagate_backward_time: 56.9930152893, weight_update_time: 0.1654408425, other_time: 2.6863212585
epoch time: 7.8119435310s, input_fired_time: 0.1138514504, output_fired_time: 0.0000000000, propagate_forward_time: 7.2220878601, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4760041237
validation[          , genome  4621] predictions:    9646/  10000 (96.46%), best:    9716/10000 (97.16%), error:      1122.99756, best error:       997.20459 on epoch:    41, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 97.7333297729s, input_fired_time: 0.9054760337, output_fired_time: 0.8768476844, propagate_forward_time: 36.2266960144, propagate_backward_time: 57.0195808411, weight_update_time: 0.1667249799, other_time: 2.7047271729
epoch time: 7.8177762032s, input_fired_time: 0.1122594923, output_fired_time: 0.0000000000, propagate_forward_time: 7.2282166481, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4773001671
validation[          , genome  4621] predictions:    9654/  10000 (96.54%), best:    9716/10000 (97.16%), error:      1154.80139, best error:       997.20459 on epoch:    41, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 99.2139434814s, input_fired_time: 0.9136382937, output_fired_time: 0.8863855004, propagate_forward_time: 36.9468765259, propagate_backward_time: 57.7613868713, weight_update_time: 0.1675444245, other_time: 2.7056617737
epoch time: 7.8350515366s, input_fired_time: 0.1163640618, output_fired_time: 0.0000000000, propagate_forward_time: 7.2428369522, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4758505821
validation[          , genome  4621] predictions:    9699/  10000 (96.99%), best:    9716/10000 (97.16%), error:      1035.80579, best error:       997.20459 on epoch:    41, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 98.0902099609s, input_fired_time: 0.9036412835, output_fired_time: 0.8783795834, propagate_forward_time: 36.4102325439, propagate_backward_time: 57.1890296936, weight_update_time: 0.1643034518, other_time: 2.7089271545
epoch time: 8.1802206039s, input_fired_time: 0.1202478260, output_fired_time: 0.0000000000, propagate_forward_time: 7.5691499710, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4908227921
validation[          , genome  4621] predictions:    9657/  10000 (96.57%), best:    9716/10000 (97.16%), error:      1228.34033, best error:       997.20459 on epoch:    41, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 99.1179428101s, input_fired_time: 0.9105935097, output_fired_time: 0.8804488182, propagate_forward_time: 36.8176956177, propagate_backward_time: 57.8063735962, weight_update_time: 0.1682213992, other_time: 2.7028350830
epoch time: 7.9958443642s, input_fired_time: 0.1145873219, output_fired_time: 0.0000000000, propagate_forward_time: 7.3999748230, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4812822342
validation[          , genome  4621] predictions:    9679/  10000 (96.79%), best:    9716/10000 (97.16%), error:      1074.86121, best error:       997.20459 on epoch:    41, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 98.1660766602s, input_fired_time: 0.9069999456, output_fired_time: 0.8771924973, propagate_forward_time: 36.5371971130, propagate_backward_time: 57.1766242981, weight_update_time: 0.1635787487, other_time: 2.6680679321
epoch time: 7.6756935120s, input_fired_time: 0.1132032350, output_fired_time: 0.0000000000, propagate_forward_time: 7.0926284790, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4698619843
validation[          , genome  4621] predictions:    9698/  10000 (96.98%), best:    9716/10000 (97.16%), error:       997.92688, best error:       997.20459 on epoch:    41, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 98.2141876221s, input_fired_time: 0.9090966582, output_fired_time: 0.8755889535, propagate_forward_time: 36.4811325073, propagate_backward_time: 57.2460136414, weight_update_time: 0.1675261408, other_time: 2.7023582458
epoch time: 7.9020566940s, input_fired_time: 0.1168493032, output_fired_time: 0.0000000000, propagate_forward_time: 7.3066687584, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4785385132
validation[          , genome  4621] predictions:    9653/  10000 (96.53%), best:    9716/10000 (97.16%), error:      1104.82117, best error:       997.20459 on epoch:    41, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 97.7104568481s, input_fired_time: 0.9064226151, output_fired_time: 0.8723234534, propagate_forward_time: 36.2642288208, propagate_backward_time: 56.9805946350, weight_update_time: 0.1656599492, other_time: 2.6868858337
epoch time: 8.0465059280s, input_fired_time: 0.1160221025, output_fired_time: 0.0000000000, propagate_forward_time: 7.4535088539, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4769749641
validation[          , genome  4621] predictions:    9621/  10000 (96.21%), best:    9716/10000 (97.16%), error:      1208.00256, best error:       997.20459 on epoch:    41, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 97.9348678589s, input_fired_time: 0.9102174044, output_fired_time: 0.8733094335, propagate_forward_time: 36.3257942200, propagate_backward_time: 57.1427688599, weight_update_time: 0.1682397276, other_time: 2.6827812195
epoch time: 7.8920216560s, input_fired_time: 0.1150815040, output_fired_time: 0.0000000000, propagate_forward_time: 7.3048353195, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4721050262
validation[          , genome  4621] predictions:    9569/  10000 (95.69%), best:    9716/10000 (97.16%), error:      1424.54419, best error:       997.20459 on epoch:    41, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 99.1307373047s, input_fired_time: 0.9091528058, output_fired_time: 0.8858378530, propagate_forward_time: 36.9363594055, propagate_backward_time: 57.6850700378, weight_update_time: 0.1688755006, other_time: 2.7143173218
epoch time: 7.9526891708s, input_fired_time: 0.1183998212, output_fired_time: 0.0000000000, propagate_forward_time: 7.3412966728, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4929928780
validation[          , genome  4621] predictions:    9698/  10000 (96.98%), best:    9716/10000 (97.16%), error:      1053.59399, best error:       997.20459 on epoch:    41, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 98.7165451050s, input_fired_time: 0.9198361635, output_fired_time: 0.8808407187, propagate_forward_time: 36.6939620972, propagate_backward_time: 57.5116729736, weight_update_time: 0.1684663445, other_time: 2.7102279663
epoch time: 7.7419180870s, input_fired_time: 0.1151896268, output_fired_time: 0.0000000000, propagate_forward_time: 7.1409020424, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4858264923
validation[          , genome  4621] predictions:    9635/  10000 (96.35%), best:    9716/10000 (97.16%), error:      1228.00879, best error:       997.20459 on epoch:    41, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 98.8654861450s, input_fired_time: 0.9108294845, output_fired_time: 0.8820087910, propagate_forward_time: 36.7083282471, propagate_backward_time: 57.6719093323, weight_update_time: 0.1676479876, other_time: 2.6924095154
epoch time: 7.9172234535s, input_fired_time: 0.1178545281, output_fired_time: 0.0000000000, propagate_forward_time: 7.3158206940, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4835481644
validation[          , genome  4621] predictions:    9698/  10000 (96.98%), best:    9716/10000 (97.16%), error:      1028.44666, best error:       997.20459 on epoch:    41, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 97.5753707886s, input_fired_time: 0.9006097913, output_fired_time: 0.8765836954, propagate_forward_time: 36.1080627441, propagate_backward_time: 56.9987869263, weight_update_time: 0.1645255983, other_time: 2.6913223267
epoch time: 7.9990291595s, input_fired_time: 0.1164450720, output_fired_time: 0.0000000000, propagate_forward_time: 7.3965969086, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4859871864
validation[          , genome  4621] predictions:    9681/  10000 (96.81%), best:    9716/10000 (97.16%), error:      1041.65894, best error:       997.20459 on epoch:    41, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 98.8910903931s, input_fired_time: 0.9152537584, output_fired_time: 0.8798553348, propagate_forward_time: 36.8895835876, propagate_backward_time: 57.5040016174, weight_update_time: 0.1657530069, other_time: 2.7024002075
epoch time: 8.0441102982s, input_fired_time: 0.1178932339, output_fired_time: 0.0000000000, propagate_forward_time: 7.4400682449, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4861488342
validation[          , genome  4621] predictions:    9644/  10000 (96.44%), best:    9716/10000 (97.16%), error:      1178.51953, best error:       997.20459 on epoch:    41, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 98.1012268066s, input_fired_time: 0.9091545343, output_fired_time: 0.8778533340, propagate_forward_time: 36.4560050964, propagate_backward_time: 57.1811676025, weight_update_time: 0.1651920527, other_time: 2.6770439148
epoch time: 7.8691134453s, input_fired_time: 0.1136600226, output_fired_time: 0.0000000000, propagate_forward_time: 7.2690911293, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4863624573
validation[          , genome  4621] predictions:    9637/  10000 (96.37%), best:    9716/10000 (97.16%), error:      1201.89429, best error:       997.20459 on epoch:    41, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 98.4997558594s, input_fired_time: 0.9122948050, output_fired_time: 0.8821086287, propagate_forward_time: 36.6253242493, propagate_backward_time: 57.3839988708, weight_update_time: 0.1670271158, other_time: 2.6960296631
epoch time: 8.0751504898s, input_fired_time: 0.1173532382, output_fired_time: 0.0000000000, propagate_forward_time: 7.4774103165, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4803867340
validation[          , genome  4621] predictions:    9694/  10000 (96.94%), best:    9716/10000 (97.16%), error:      1037.90125, best error:       997.20459 on epoch:    41, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 97.1986465454s, input_fired_time: 0.9116616249, output_fired_time: 0.8659226894, propagate_forward_time: 36.1412048340, propagate_backward_time: 56.5960617065, weight_update_time: 0.1646133065, other_time: 2.6837997437
epoch time: 7.9209051132s, input_fired_time: 0.1150957048, output_fired_time: 0.0000000000, propagate_forward_time: 7.3269896507, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4788198471
validation[          , genome  4621] predictions:    9656/  10000 (96.56%), best:    9716/10000 (97.16%), error:      1094.46497, best error:       997.20459 on epoch:    41, 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: 39.6992568970s, input_fired_time: 0.5758123398, output_fired_time: 0.0000000000, propagate_forward_time: 36.6272277832, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4962158203
best training[          , genome  4621] predictions:   49086/  50000 (98.17%), best:    9716/10000 (97.16%), error:      3193.28491, best error:       997.20459 on epoch:    41, 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: 7.8225889206s, input_fired_time: 0.1124263555, output_fired_time: 0.0000000000, propagate_forward_time: 7.2166447639, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4935178757
   testing[          , genome  4621] predictions:    9741/  10000 (97.41%), best:    9716/10000 (97.16%), error:       864.80695, best error:       997.20459 on epoch:    41, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
13:34:03 (4824): called boinc_finish(0)

</stderr_txt>
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