Nameexact_genome_1512568488_45_942_0
Workunit2575909
Created6 Dec 2017, 17:33:17 UTC
Sent6 Dec 2017, 17:33:44 UTC
Report deadline7 Dec 2017, 21:16:36 UTC
Received7 Dec 2017, 13:09:15 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID37424
Run time1 hours 12 min 13 sec
CPU time57 min 26 sec
Validate stateValid
Credit288.69
Device peak FLOPS1.91 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size153.34 MB
Peak swap size156.36 MB
Peak disk usage1.61 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
.0000000000, other_time: 1.5310475826
validation[          , genome   942] predictions:    9261/  10000 (92.61%), best:    9261/10000 (92.61%), error:      2387.15063, best error:      2387.15063 on epoch:    20, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 58.2301139832s, input_fired_time: 0.1246525422, output_fired_time: 0.1973608881, propagate_forward_time: 18.3288917542, propagate_backward_time: 35.5825805664, weight_update_time: 0.1569001377, other_time: 3.9966278076
epoch time: 3.8108150959s, input_fired_time: 0.0141844247, output_fired_time: 0.0000000000, propagate_forward_time: 3.2899813652, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5066492558
validation[          , genome   942] predictions:    9247/  10000 (92.47%), best:    9261/10000 (92.61%), error:      2428.74707, best error:      2387.15063 on epoch:    20, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 61.5508804321s, input_fired_time: 0.1362402737, output_fired_time: 1.1500574350, propagate_forward_time: 21.6781501770, propagate_backward_time: 33.4738616943, weight_update_time: 0.1757426262, other_time: 5.1125679016
epoch time: 5.2822074890s, input_fired_time: 0.0158254225, output_fired_time: 0.0000000000, propagate_forward_time: 4.6930980682, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5732841492
validation[          , genome   942] predictions:    9264/  10000 (92.64%), best:    9261/10000 (92.61%), error:      2415.09814, best error:      2387.15063 on epoch:    20, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 69.7440109253s, input_fired_time: 0.1483392417, output_fired_time: 0.1521645635, propagate_forward_time: 18.2023811340, propagate_backward_time: 43.9253768921, weight_update_time: 0.1639693826, other_time: 7.3157463074
epoch time: 5.0359039307s, input_fired_time: 0.0153418006, output_fired_time: 0.0000000000, propagate_forward_time: 3.5430729389, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4774892330
validation[          , genome   942] predictions:    9106/  10000 (91.06%), best:    9261/10000 (92.61%), error:      2827.26221, best error:      2387.15063 on epoch:    20, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 81.9106750488s, input_fired_time: 1.1534365416, output_fired_time: 0.1820731014, propagate_forward_time: 20.3097476959, propagate_backward_time: 56.6355438232, weight_update_time: 0.1754013449, other_time: 3.6298751831
epoch time: 5.1940608025s, input_fired_time: 0.0150924651, output_fired_time: 0.0000000000, propagate_forward_time: 4.6510252953, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5279431343
validation[          , genome   942] predictions:    9248/  10000 (92.48%), best:    9261/10000 (92.61%), error:      2440.69580, best error:      2387.15063 on epoch:    20, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 58.9711761475s, input_fired_time: 0.1353139728, output_fired_time: 0.1428552866, propagate_forward_time: 26.6515693665, propagate_backward_time: 28.0038204193, weight_update_time: 0.1444654763, other_time: 4.0376148224
epoch time: 5.1257247925s, input_fired_time: 0.0185072385, output_fired_time: 0.0000000000, propagate_forward_time: 4.5695748329, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5376429558
validation[          , genome   942] predictions:    9267/  10000 (92.67%), best:    9267/10000 (92.67%), error:      2386.09180, best error:      2386.09180 on epoch:    25, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 57.1760520935s, input_fired_time: 0.1258178204, output_fired_time: 0.1178214848, propagate_forward_time: 15.6609210968, propagate_backward_time: 34.4827804565, weight_update_time: 1.1268125772, other_time: 6.7887115479
epoch time: 4.8371653557s, input_fired_time: 0.0144693851, output_fired_time: 0.0000000000, propagate_forward_time: 3.3841803074, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4385154247
validation[          , genome   942] predictions:    9292/  10000 (92.92%), best:    9267/10000 (92.67%), error:      2391.23877, best error:      2386.09180 on epoch:    25, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 56.9928092957s, input_fired_time: 0.1268896013, output_fired_time: 0.1172604859, propagate_forward_time: 25.6000194550, propagate_backward_time: 28.2240200043, weight_update_time: 0.1564132422, other_time: 2.9246215820
epoch time: 7.3530650139s, input_fired_time: 0.0190874767, output_fired_time: 0.0000000000, propagate_forward_time: 6.6751017570, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6588759422
validation[          , genome   942] predictions:    9234/  10000 (92.34%), best:    9267/10000 (92.67%), error:      2533.80444, best error:      2386.09180 on epoch:    25, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 55.4400520325s, input_fired_time: 0.1214177758, output_fired_time: 0.1208745316, propagate_forward_time: 20.1527805328, propagate_backward_time: 30.2288990021, weight_update_time: 0.1373563856, other_time: 4.8160762787
epoch time: 5.6329469681s, input_fired_time: 0.0155235641, output_fired_time: 0.0000000000, propagate_forward_time: 4.9318776131, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6855459213
validation[          , genome   942] predictions:    9219/  10000 (92.19%), best:    9267/10000 (92.67%), error:      2524.93433, best error:      2386.09180 on epoch:    25, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 58.9336967468s, input_fired_time: 0.1571281254, output_fired_time: 0.1535274237, propagate_forward_time: 22.5077838898, propagate_backward_time: 32.1115493774, weight_update_time: 0.1457610428, other_time: 4.0037078857
epoch time: 3.8023912907s, input_fired_time: 0.0142556671, output_fired_time: 0.0000000000, propagate_forward_time: 2.3623015881, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4258339405
validation[          , genome   942] predictions:    9251/  10000 (92.51%), best:    9267/10000 (92.67%), error:      2414.76489, best error:      2386.09180 on epoch:    25, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 90.8250503540s, input_fired_time: 0.1411328316, output_fired_time: 0.1317842752, propagate_forward_time: 30.5343112946, propagate_backward_time: 53.7457199097, weight_update_time: 0.1596872061, other_time: 6.2721023560
epoch time: 4.1256594658s, input_fired_time: 0.0183478519, output_fired_time: 0.0000000000, propagate_forward_time: 3.4326364994, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6746752262
validation[          , genome   942] predictions:    9299/  10000 (92.99%), best:    9299/10000 (92.99%), error:      2303.52856, best error:      2303.52856 on epoch:    30, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 58.5309944153s, input_fired_time: 0.1241297275, output_fired_time: 0.1216562986, propagate_forward_time: 20.8664398193, propagate_backward_time: 32.3965988159, weight_update_time: 0.1444497555, other_time: 5.0221710205
epoch time: 19.5806617737s, input_fired_time: 0.2070248425, output_fired_time: 0.0000000000, propagate_forward_time: 17.2068233490, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1668128967
validation[          , genome   942] predictions:    9268/  10000 (92.68%), best:    9299/10000 (92.99%), error:      2407.15186, best error:      2303.52856 on epoch:    30, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 106.2899932861s, input_fired_time: 0.1231819391, output_fired_time: 0.1298177838, propagate_forward_time: 22.2559146881, propagate_backward_time: 25.1920509338, weight_update_time: 1.1212617159, other_time: 58.5890312195
epoch time: 5.1653423309s, input_fired_time: 0.0164575428, output_fired_time: 0.0000000000, propagate_forward_time: 4.6401433945, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5087413788
validation[          , genome   942] predictions:    9258/  10000 (92.58%), best:    9299/10000 (92.99%), error:      2390.34229, best error:      2303.52856 on epoch:    30, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 65.5354309082s, input_fired_time: 0.1310295314, output_fired_time: 0.1558679193, propagate_forward_time: 20.7195434570, propagate_backward_time: 39.5771560669, weight_update_time: 0.1555236727, other_time: 4.9518356323
epoch time: 4.6116752625s, input_fired_time: 0.0147121027, output_fired_time: 0.0000000000, propagate_forward_time: 4.1334924698, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4634704590
validation[          , genome   942] predictions:    9292/  10000 (92.92%), best:    9299/10000 (92.99%), error:      2332.04297, best error:      2303.52856 on epoch:    30, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 52.1044578552s, input_fired_time: 0.1204837412, output_fired_time: 0.1143188253, propagate_forward_time: 20.9283733368, propagate_backward_time: 26.3008041382, weight_update_time: 0.1389423311, other_time: 4.6404781342
epoch time: 5.0418586731s, input_fired_time: 0.0154782413, output_fired_time: 0.0000000000, propagate_forward_time: 4.5031633377, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5232172012
validation[          , genome   942] predictions:    9303/  10000 (93.03%), best:    9299/10000 (92.99%), error:      2356.65308, best error:      2303.52856 on epoch:    30, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 55.7285537720s, input_fired_time: 0.1361814886, output_fired_time: 1.0959749222, propagate_forward_time: 19.9559707642, propagate_backward_time: 30.6191024780, weight_update_time: 0.1398327947, other_time: 3.9213256836
epoch time: 5.3167104721s, input_fired_time: 0.0179952942, output_fired_time: 0.0000000000, propagate_forward_time: 4.7648057938, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5339093208
validation[          , genome   942] predictions:    9282/  10000 (92.82%), best:    9299/10000 (92.99%), error:      2453.81030, best error:      2303.52856 on epoch:    30, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 78.5298233032s, input_fired_time: 0.1423294842, output_fired_time: 0.1273404807, propagate_forward_time: 29.2575206757, propagate_backward_time: 45.8549613953, weight_update_time: 0.1509194821, other_time: 3.1476707458
epoch time: 5.9922175407s, input_fired_time: 0.0182681717, output_fired_time: 0.0000000000, propagate_forward_time: 5.3334293365, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6405200958
validation[          , genome   942] predictions:    9305/  10000 (93.05%), best:    9305/10000 (93.05%), error:      2266.46338, best error:      2266.46338 on epoch:    36, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 207.8949737549s, input_fired_time: 0.1662813574, output_fired_time: 0.1679341793, propagate_forward_time: 39.6733818054, propagate_backward_time: 163.8826141357, weight_update_time: 0.2073143274, other_time: 4.0047607422
epoch time: 4.4509811401s, input_fired_time: 0.0159902405, output_fired_time: 0.0000000000, propagate_forward_time: 3.8015489578, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6334419250
validation[          , genome   942] predictions:    9276/  10000 (92.76%), best:    9305/10000 (93.05%), error:      2324.36255, best error:      2266.46338 on epoch:    36, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 120.8000488281s, input_fired_time: 0.1314018369, output_fired_time: 0.1306571662, propagate_forward_time: 31.8839702606, propagate_backward_time: 83.4559783936, weight_update_time: 0.1924024969, other_time: 5.1980438232
epoch time: 5.0540828705s, input_fired_time: 0.0157058872, output_fired_time: 0.0000000000, propagate_forward_time: 4.5253882408, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5129885674
validation[          , genome   942] predictions:    9295/  10000 (92.95%), best:    9305/10000 (93.05%), error:      2278.94873, best error:      2266.46338 on epoch:    36, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 115.7674865723s, input_fired_time: 1.1987850666, output_fired_time: 0.1532032490, propagate_forward_time: 74.4276428223, propagate_backward_time: 33.3212585449, weight_update_time: 0.1701845974, other_time: 6.6665954590
epoch time: 6.6346621513s, input_fired_time: 0.0231893212, output_fired_time: 0.0000000000, propagate_forward_time: 5.9423537254, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6691188812
validation[          , genome   942] predictions:    9295/  10000 (92.95%), best:    9305/10000 (93.05%), error:      2351.02100, best error:      2266.46338 on epoch:    36, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 108.9325485229s, input_fired_time: 0.1427292675, output_fired_time: 1.0978323221, propagate_forward_time: 37.0117340088, propagate_backward_time: 46.1594505310, weight_update_time: 0.1487641037, other_time: 24.5208015442
epoch time: 5.1492834091s, input_fired_time: 0.0161097925, output_fired_time: 0.0000000000, propagate_forward_time: 4.5821881294, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5509853363
validation[          , genome   942] predictions:    9300/  10000 (93.00%), best:    9305/10000 (93.05%), error:      2291.78833, best error:      2266.46338 on epoch:    36, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 85.1561813354s, input_fired_time: 0.1371890903, output_fired_time: 0.1239164248, propagate_forward_time: 22.6380462646, propagate_backward_time: 56.6436843872, weight_update_time: 0.1548933834, other_time: 5.6133422852
epoch time: 7.0546836853s, input_fired_time: 0.0188332610, output_fired_time: 0.0000000000, propagate_forward_time: 6.3229322433, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7129182816
validation[          , genome   942] predictions:    9298/  10000 (92.98%), best:    9305/10000 (93.05%), error:      2288.55737, best error:      2266.46338 on epoch:    36, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 118.1720962524s, input_fired_time: 0.1637718678, output_fired_time: 0.1665754914, propagate_forward_time: 53.7588233948, propagate_backward_time: 58.4076461792, weight_update_time: 0.1653140038, other_time: 5.6752853394
epoch time: 4.6199073792s, input_fired_time: 0.0152355591, output_fired_time: 0.0000000000, propagate_forward_time: 3.1413249969, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4633469582
validation[          , genome   942] predictions:    9254/  10000 (92.54%), best:    9305/10000 (93.05%), error:      2424.45313, best error:      2266.46338 on epoch:    36, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 53.1389198303s, input_fired_time: 0.1382095069, output_fired_time: 0.1127669290, propagate_forward_time: 20.8450832367, propagate_backward_time: 28.4456501007, weight_update_time: 0.1364605278, other_time: 3.5972118378
epoch time: 3.8356158733s, input_fired_time: 0.0145158991, output_fired_time: 0.0000000000, propagate_forward_time: 2.2693831921, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5517168045
validation[          , genome   942] predictions:    9332/  10000 (93.32%), best:    9332/10000 (93.32%), error:      2233.34888, best error:      2233.34888 on epoch:    43, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 54.9249496460s, input_fired_time: 0.1206020042, output_fired_time: 0.1156244203, propagate_forward_time: 19.1105003357, propagate_backward_time: 30.8976345062, weight_update_time: 0.1375496984, other_time: 4.6805896759
epoch time: 4.9621644020s, input_fired_time: 0.0144778164, output_fired_time: 0.0000000000, propagate_forward_time: 3.3884892464, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5591974258
validation[          , genome   942] predictions:    9305/  10000 (93.05%), best:    9332/10000 (93.32%), error:      2277.10132, best error:      2233.34888 on epoch:    43, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 53.5938682556s, input_fired_time: 0.1211459935, output_fired_time: 0.1142087504, propagate_forward_time: 19.8615150452, propagate_backward_time: 28.8189010620, weight_update_time: 0.1363240778, other_time: 4.6780967712
epoch time: 4.7108201981s, input_fired_time: 0.0137310177, output_fired_time: 0.0000000000, propagate_forward_time: 4.2565131187, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4405760765
validation[          , genome   942] predictions:    9315/  10000 (93.15%), best:    9332/10000 (93.32%), error:      2270.45483, best error:      2233.34888 on epoch:    43, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 53.2023582458s, input_fired_time: 0.1201382652, output_fired_time: 0.1143596470, propagate_forward_time: 20.8125133514, propagate_backward_time: 27.5018024445, weight_update_time: 0.1397008002, other_time: 4.6535396576
epoch time: 5.0163264275s, input_fired_time: 0.0162552856, output_fired_time: 0.0000000000, propagate_forward_time: 4.4672760963, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5327949524
validation[          , genome   942] predictions:    9321/  10000 (93.21%), best:    9332/10000 (93.32%), error:      2254.02710, best error:      2233.34888 on epoch:    43, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

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_942.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_45_942_0_r25431517_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: 0.946025
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.00112181
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 4.48724e-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: 47
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 43
read number_validation_images: 10000
read best_validation_predictions: 9332
read best_validation_error: 2233.35
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: 942
read normal distribution: '1 0.862971007823944 1.49308693408966'
generator_str: '618654847'
read generator: 618654847
read generated_by_map:
1 merge_node 1
reading 16 nodes.
reading 34 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: 122.42497253418s, input_fired_time: 0.14820796251297, output_fired_time: 0.133458286523819, propagate_forward_time: 69.3411102294922, propagate_backward_time: 46.3638229370117, weight_update_time: 0.158448845148087, other_time: 6.43836975097656
epoch time: 5.00734043121338s, input_fired_time: 0.0253815203905106, output_fired_time: 0, propagate_forward_time: 4.45650863647461, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.525450229644775
validation[          , genome   942] predictions:    9247/  10000 (92.47%), best:    9332/10000 (93.32%), error:      2337.37280, best error:      2233.34888 on epoch:    43, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 64.5202713013s, input_fired_time: 0.1335004121, output_fired_time: 0.1212039515, propagate_forward_time: 23.7037754059, propagate_backward_time: 35.4156227112, weight_update_time: 0.1537654996, other_time: 5.1461753845
epoch time: 5.6239213943s, input_fired_time: 0.0163959600, output_fired_time: 0.0000000000, propagate_forward_time: 5.0129117966, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5946135521
validation[          , genome   942] predictions:    9320/  10000 (93.20%), best:    9332/10000 (93.32%), error:      2274.00024, best error:      2233.34888 on epoch:    43, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 64.3614807129s, input_fired_time: 0.1473065317, output_fired_time: 0.1342158169, propagate_forward_time: 25.5906009674, propagate_backward_time: 34.2749671936, weight_update_time: 0.1753949970, other_time: 4.2143898010
epoch time: 7.0544366837s, input_fired_time: 0.0242875256, output_fired_time: 0.0000000000, propagate_forward_time: 6.4134349823, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6167140007
validation[          , genome   942] predictions:    9299/  10000 (92.99%), best:    9332/10000 (93.32%), error:      2263.84399, best error:      2233.34888 on epoch:    43, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 68.0708465576s, input_fired_time: 0.1958051175, output_fired_time: 0.1354452074, propagate_forward_time: 24.7824821472, propagate_backward_time: 36.4963378906, weight_update_time: 0.1569900066, other_time: 6.4607734680
epoch time: 5.7790498734s, input_fired_time: 0.0158411153, output_fired_time: 0.0000000000, propagate_forward_time: 5.1244983673, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6387104988
validation[          , genome   942] predictions:    9304/  10000 (93.04%), best:    9332/10000 (93.32%), error:      2248.66235, best error:      2233.34888 on epoch:    43, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 63.0942916870s, input_fired_time: 0.1513021439, output_fired_time: 0.1719859838, propagate_forward_time: 23.3544063568, propagate_backward_time: 35.1770095825, weight_update_time: 0.1681154966, other_time: 4.2395858765
epoch time: 6.5535101891s, input_fired_time: 0.0154281696, output_fired_time: 0.0000000000, propagate_forward_time: 5.9374327660, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6006493568
validation[          , genome   942] predictions:    9333/  10000 (93.33%), best:    9333/10000 (93.33%), error:      2211.28833, best error:      2211.28833 on epoch:    51, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 58.8832855225s, input_fired_time: 0.1422805488, output_fired_time: 0.1113747507, propagate_forward_time: 22.3185386658, propagate_backward_time: 33.3316574097, weight_update_time: 0.1447106004, other_time: 2.9794349670
epoch time: 4.9247303009s, input_fired_time: 0.0161423832, output_fired_time: 0.0000000000, propagate_forward_time: 4.4108071327, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4977807999
validation[          , genome   942] predictions:    9322/  10000 (93.22%), best:    9322/10000 (93.22%), error:      2196.69775, best error:      2196.69775 on epoch:    52, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 55.8047752380s, input_fired_time: 0.1449453980, output_fired_time: 0.1086470261, propagate_forward_time: 21.4983654022, propagate_backward_time: 28.2921524048, weight_update_time: 0.1501891166, other_time: 5.7606658936
epoch time: 4.9408216476s, input_fired_time: 0.0148316417, output_fired_time: 0.0000000000, propagate_forward_time: 4.4186959267, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5072941780
validation[          , genome   942] predictions:    9306/  10000 (93.06%), best:    9322/10000 (93.22%), error:      2205.64453, best error:      2196.69775 on epoch:    52, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 55.1546669006s, input_fired_time: 0.1227781624, output_fired_time: 0.1096271351, propagate_forward_time: 22.3751449585, propagate_backward_time: 28.8603858948, weight_update_time: 0.1355494559, other_time: 3.6867294312
epoch time: 4.8579216003s, input_fired_time: 0.0148872025, output_fired_time: 0.0000000000, propagate_forward_time: 4.3381443024, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5048899651
validation[          , genome   942] predictions:    9299/  10000 (92.99%), best:    9322/10000 (93.22%), error:      2252.07178, best error:      2196.69775 on epoch:    52, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 51.9210548401s, input_fired_time: 0.1170326993, output_fired_time: 0.1167163998, propagate_forward_time: 19.4542751312, propagate_backward_time: 27.4640865326, weight_update_time: 0.1416172981, other_time: 4.7689456940
epoch time: 4.8552536964s, input_fired_time: 0.0146354260, output_fired_time: 0.0000000000, propagate_forward_time: 3.3665502071, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4740679264
validation[          , genome   942] predictions:    9279/  10000 (92.79%), best:    9322/10000 (93.22%), error:      2298.81104, best error:      2196.69775 on epoch:    52, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 50.2547531128s, input_fired_time: 0.1164102405, output_fired_time: 0.1110357270, propagate_forward_time: 19.7505702972, propagate_backward_time: 25.6457939148, weight_update_time: 0.1312929392, other_time: 4.6309452057
epoch time: 4.9022574425s, input_fired_time: 0.0148195475, output_fired_time: 0.0000000000, propagate_forward_time: 4.4013314247, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4861063957
validation[          , genome   942] predictions:    9308/  10000 (93.08%), best:    9322/10000 (93.22%), error:      2235.38745, best error:      2196.69775 on epoch:    52, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 52.0869522095s, input_fired_time: 0.1197803915, output_fired_time: 0.1127551273, propagate_forward_time: 20.1547241211, propagate_backward_time: 29.0719013214, weight_update_time: 0.1324218512, other_time: 2.6277904510
epoch time: 4.9962286949s, input_fired_time: 0.0154987937, output_fired_time: 0.0000000000, propagate_forward_time: 4.4966435432, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4840865135
validation[          , genome   942] predictions:    9322/  10000 (93.22%), best:    9322/10000 (93.22%), error:      2232.56616, best error:      2196.69775 on epoch:    52, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 52.2120361328s, input_fired_time: 0.1225284860, output_fired_time: 0.1093446463, propagate_forward_time: 20.1135578156, propagate_backward_time: 29.2476367950, weight_update_time: 0.1291605234, other_time: 2.6189689636
epoch time: 5.0308389664s, input_fired_time: 0.0149813769, output_fired_time: 0.0000000000, propagate_forward_time: 3.5198533535, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4960043430
validation[          , genome   942] predictions:    9307/  10000 (93.07%), best:    9322/10000 (93.22%), error:      2242.08203, best error:      2196.69775 on epoch:    52, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 52.4771003723s, input_fired_time: 0.1284676343, output_fired_time: 0.1270489246, propagate_forward_time: 16.1928176880, propagate_backward_time: 31.4233951569, weight_update_time: 0.1363233477, other_time: 4.6053714752
epoch time: 5.0441493988s, input_fired_time: 0.0207217969, output_fired_time: 0.0000000000, propagate_forward_time: 4.5158634186, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5075640678
validation[          , genome   942] predictions:    9273/  10000 (92.73%), best:    9322/10000 (93.22%), error:      2308.25122, best error:      2196.69775 on epoch:    52, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 53.7906494141s, input_fired_time: 0.1243005618, output_fired_time: 0.1181032509, propagate_forward_time: 18.0877952576, propagate_backward_time: 31.7892036438, weight_update_time: 1.1442921162, other_time: 3.6712455750
epoch time: 4.7358675003s, input_fired_time: 0.0152644981, output_fired_time: 0.0000000000, propagate_forward_time: 4.2449936867, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4756093025
validation[          , genome   942] predictions:    9298/  10000 (92.98%), best:    9322/10000 (93.22%), error:      2250.64429, best error:      2196.69775 on epoch:    52, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 51.0769805908s, input_fired_time: 0.1198985502, output_fired_time: 0.1132339314, propagate_forward_time: 21.6985092163, propagate_backward_time: 24.4700336456, weight_update_time: 1.1893519163, other_time: 4.6753025055
epoch time: 3.4602899551s, input_fired_time: 0.0139314756, output_fired_time: 0.0000000000, propagate_forward_time: 3.0234539509, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4229044914
validation[          , genome   942] predictions:    9286/  10000 (92.86%), best:    9322/10000 (93.22%), error:      2255.89746, best error:      2196.69775 on epoch:    52, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 52.7308654785s, input_fired_time: 1.1240661144, output_fired_time: 0.1105394363, propagate_forward_time: 21.8136043549, propagate_backward_time: 23.9760131836, weight_update_time: 0.1323953122, other_time: 5.7066440582
epoch time: 3.1226687431s, input_fired_time: 0.0118261734, output_fired_time: 0.0000000000, propagate_forward_time: 2.7417244911, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3691179752
validation[          , genome   942] predictions:    9342/  10000 (93.42%), best:    9342/10000 (93.42%), error:      2183.97510, best error:      2183.97510 on epoch:    62, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 57.1661033630s, input_fired_time: 0.1271918416, output_fired_time: 0.1169041246, propagate_forward_time: 20.7442188263, propagate_backward_time: 31.3912124634, weight_update_time: 0.1368044466, other_time: 4.7865753174
epoch time: 4.4049324989s, input_fired_time: 0.0131659321, output_fired_time: 0.0000000000, propagate_forward_time: 3.9689946175, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4227719307
validation[          , genome   942] predictions:    9334/  10000 (93.34%), best:    9334/10000 (93.34%), error:      2166.29150, best error:      2166.29150 on epoch:    63, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 52.9701499939s, input_fired_time: 0.1208832711, output_fired_time: 0.1113307998, propagate_forward_time: 17.8201999664, propagate_backward_time: 31.2574825287, weight_update_time: 0.1412739754, other_time: 3.6602497101
epoch time: 4.4237699509s, input_fired_time: 0.0133989658, output_fired_time: 0.0000000000, propagate_forward_time: 3.9977691174, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4126017094
validation[          , genome   942] predictions:    9266/  10000 (92.66%), best:    9334/10000 (93.34%), error:      2431.98755, best error:      2166.29150 on epoch:    63, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 55.8566627502s, input_fired_time: 0.1253848374, output_fired_time: 0.1152588949, propagate_forward_time: 26.5086650848, propagate_backward_time: 26.3417835236, weight_update_time: 0.1393818259, other_time: 2.7655715942
epoch time: 4.3923316002s, input_fired_time: 0.0127046350, output_fired_time: 0.0000000000, propagate_forward_time: 2.9074606895, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4721660614
validation[          , genome   942] predictions:    9340/  10000 (93.40%), best:    9340/10000 (93.40%), error:      2134.25879, best error:      2134.25879 on epoch:    65, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 56.5778961182s, input_fired_time: 0.1306143254, output_fired_time: 0.1180469245, propagate_forward_time: 20.4980964661, propagate_backward_time: 30.9384555817, weight_update_time: 0.1538814604, other_time: 4.8926830292
epoch time: 3.4945845604s, input_fired_time: 0.0146861356, output_fired_time: 0.0000000000, propagate_forward_time: 3.0393271446, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4405713081
validation[          , genome   942] predictions:    9298/  10000 (92.98%), best:    9340/10000 (93.40%), error:      2321.47974, best error:      2134.25879 on epoch:    65, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 57.2016525269s, input_fired_time: 0.1289992929, output_fired_time: 0.1274520755, propagate_forward_time: 21.5781707764, propagate_backward_time: 31.4917259216, weight_update_time: 0.1364259422, other_time: 3.8753051758
epoch time: 4.4449071884s, input_fired_time: 0.0134206954, output_fired_time: 0.0000000000, propagate_forward_time: 3.9901762009, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4413104057
validation[          , genome   942] predictions:    9340/  10000 (93.40%), best:    9340/10000 (93.40%), error:      2193.51294, best error:      2134.25879 on epoch:    65, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 53.4833564758s, input_fired_time: 0.1269623637, output_fired_time: 0.1149182171, propagate_forward_time: 22.0328674316, propagate_backward_time: 27.4903221130, weight_update_time: 0.1397133917, other_time: 3.7182884216
epoch time: 4.8233661652s, input_fired_time: 0.0154546890, output_fired_time: 0.0000000000, propagate_forward_time: 3.3001999855, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5077114105
validation[          , genome   942] predictions:    9308/  10000 (93.08%), best:    9340/10000 (93.40%), error:      2247.90527, best error:      2134.25879 on epoch:    65, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 52.8453598022s, input_fired_time: 0.1219495013, output_fired_time: 1.1172503233, propagate_forward_time: 18.7990608215, propagate_backward_time: 29.2165927887, weight_update_time: 0.1366361082, other_time: 3.5905094147
epoch time: 4.7633142471s, input_fired_time: 0.0147103053, output_fired_time: 0.0000000000, propagate_forward_time: 3.3204183578, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4281854630
validation[          , genome   942] predictions:    9313/  10000 (93.13%), best:    9340/10000 (93.40%), error:      2259.31982, best error:      2134.25879 on epoch:    65, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 54.9164962769s, input_fired_time: 0.1222724468, output_fired_time: 0.1198618710, propagate_forward_time: 22.1247367859, propagate_backward_time: 25.8096084595, weight_update_time: 0.1365497112, other_time: 6.7400169373
epoch time: 4.3842692375s, input_fired_time: 0.0131049538, output_fired_time: 0.0000000000, propagate_forward_time: 3.9506044388, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4205598831
validation[          , genome   942] predictions:    9325/  10000 (93.25%), best:    9340/10000 (93.40%), error:      2170.61353, best error:      2134.25879 on epoch:    65, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 53.0703048706s, input_fired_time: 0.1218413040, output_fired_time: 0.1089068502, propagate_forward_time: 17.6923141479, propagate_backward_time: 32.4391403198, weight_update_time: 0.1369408816, other_time: 2.7081031799
epoch time: 5.3580579758s, input_fired_time: 0.0161097739, output_fired_time: 0.0000000000, propagate_forward_time: 4.7733583450, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5685896873
validation[          , genome   942] predictions:    9325/  10000 (93.25%), best:    9340/10000 (93.40%), error:      2182.67554, best error:      2134.25879 on epoch:    65, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 97.5636444092s, input_fired_time: 0.1242013201, output_fired_time: 0.1232468933, propagate_forward_time: 18.0551242828, propagate_backward_time: 40.9412994385, weight_update_time: 0.1471485049, other_time: 38.3197784424
epoch time: 5.4977498055s, input_fired_time: 0.0168584343, output_fired_time: 0.0000000000, propagate_forward_time: 3.7974941730, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6833970547
validation[          , genome   942] predictions:    9337/  10000 (93.37%), best:    9337/10000 (93.37%), error:      2132.07813, best error:      2132.07813 on epoch:    72, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 69.2154235840s, input_fired_time: 0.1255282611, output_fired_time: 0.1192506924, propagate_forward_time: 21.2215938568, propagate_backward_time: 42.8021049500, weight_update_time: 0.1769791692, other_time: 4.9469490051
epoch time: 3.7560214996s, input_fired_time: 0.0171826463, output_fired_time: 0.0000000000, propagate_forward_time: 3.1650087833, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5738301277
validation[          , genome   942] predictions:    9324/  10000 (93.24%), best:    9337/10000 (93.37%), error:      2175.09814, best error:      2132.07813 on epoch:    72, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 62.2331085205s, input_fired_time: 0.1204508990, output_fired_time: 0.1099511310, propagate_forward_time: 22.4865493774, propagate_backward_time: 33.8088188171, weight_update_time: 0.1463112533, other_time: 5.7073402405
epoch time: 4.9054889679s, input_fired_time: 0.0149348918, output_fired_time: 0.0000000000, propagate_forward_time: 4.4177231789, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4728307724
validation[          , genome   942] predictions:    9346/  10000 (93.46%), best:    9337/10000 (93.37%), error:      2135.10229, best error:      2132.07813 on epoch:    72, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 51.1772117615s, input_fired_time: 0.1187067255, output_fired_time: 0.1081957147, propagate_forward_time: 20.3658657074, propagate_backward_time: 26.8737068176, weight_update_time: 0.1376269758, other_time: 3.7107372284
epoch time: 5.1100668907s, input_fired_time: 0.0163090229, output_fired_time: 0.0000000000, propagate_forward_time: 4.5888748169, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5048828125
validation[          , genome   942] predictions:    9284/  10000 (92.84%), best:    9337/10000 (93.37%), error:      2282.11011, best error:      2132.07813 on epoch:    72, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 53.1982040405s, input_fired_time: 0.1284874380, output_fired_time: 0.1216954440, propagate_forward_time: 20.8639411926, propagate_backward_time: 27.3301925659, weight_update_time: 0.1385661960, other_time: 4.7538871765
epoch time: 4.7335329056s, input_fired_time: 0.0140884472, output_fired_time: 0.0000000000, propagate_forward_time: 3.2476994991, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4717447758
validation[          , genome   942] predictions:    9283/  10000 (92.83%), best:    9337/10000 (93.37%), error:      2236.27563, best error:      2132.07813 on epoch:    72, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 52.5034332275s, input_fired_time: 0.1223528087, output_fired_time: 0.1097871810, propagate_forward_time: 20.6615486145, propagate_backward_time: 27.9200706482, weight_update_time: 0.1407476664, other_time: 3.6896743774
epoch time: 4.9221529961s, input_fired_time: 0.0152959237, output_fired_time: 0.0000000000, propagate_forward_time: 3.3654232025, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5414338112
validation[          , genome   942] predictions:    9336/  10000 (93.36%), best:    9337/10000 (93.37%), error:      2217.21265, best error:      2132.07813 on epoch:    72, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 53.2042579651s, input_fired_time: 1.1542054415, output_fired_time: 1.0840028524, propagate_forward_time: 18.8387565613, propagate_backward_time: 28.3555412292, weight_update_time: 0.1589133292, other_time: 3.7717514038
epoch time: 4.4084110260s, input_fired_time: 0.0129292337, output_fired_time: 0.0000000000, propagate_forward_time: 3.9581475258, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4373340607
validation[          , genome   942] predictions:    9315/  10000 (93.15%), best:    9337/10000 (93.37%), error:      2213.32227, best error:      2132.07813 on epoch:    72, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 55.3468132019s, input_fired_time: 1.1766476631, output_fired_time: 0.1197838187, propagate_forward_time: 21.2010307312, propagate_backward_time: 29.0863819122, weight_update_time: 0.1435319334, other_time: 3.7629680634
epoch time: 4.2092013359s, input_fired_time: 0.0125730382, output_fired_time: 0.0000000000, propagate_forward_time: 3.8064498901, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3901782036
validation[          , genome   942] predictions:    9312/  10000 (93.12%), best:    9337/10000 (93.37%), error:      2224.46289, best error:      2132.07813 on epoch:    72, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 55.9407539368s, input_fired_time: 0.1267486364, output_fired_time: 0.1405441314, propagate_forward_time: 19.6492156982, propagate_backward_time: 28.2206115723, weight_update_time: 0.1455471665, other_time: 7.8036346436
epoch time: 4.8003573418s, input_fired_time: 0.0143613275, output_fired_time: 0.0000000000, propagate_forward_time: 4.3217096329, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4642863274
validation[          , genome   942] predictions:    9322/  10000 (93.22%), best:    9337/10000 (93.37%), error:      2182.74072, best error:      2132.07813 on epoch:    72, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 55.0355224609s, input_fired_time: 0.1227704585, output_fired_time: 0.1104004532, propagate_forward_time: 22.4375305176, propagate_backward_time: 27.6076240540, weight_update_time: 0.1399138570, other_time: 4.7571945190
epoch time: 4.1977787018s, input_fired_time: 0.0127668213, output_fired_time: 0.0000000000, propagate_forward_time: 3.7769231796, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4080886841
validation[          , genome   942] predictions:    9344/  10000 (93.44%), best:    9337/10000 (93.37%), error:      2138.73145, best error:      2132.07813 on epoch:    72, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 53.3684616089s, input_fired_time: 0.1260778010, output_fired_time: 1.0988115072, propagate_forward_time: 19.7786712646, propagate_backward_time: 27.7279014587, weight_update_time: 0.1563285291, other_time: 4.6369972229
epoch time: 4.9478487968s, input_fired_time: 0.0171766076, output_fired_time: 0.0000000000, propagate_forward_time: 3.4802644253, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4504077435
validation[          , genome   942] predictions:    9320/  10000 (93.20%), best:    9337/10000 (93.37%), error:      2215.31152, best error:      2132.07813 on epoch:    72, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 52.4879646301s, input_fired_time: 0.1275497824, output_fired_time: 0.1089914665, propagate_forward_time: 17.7877941132, propagate_backward_time: 29.9804153442, weight_update_time: 0.1347878873, other_time: 4.4832153320
epoch time: 4.5434551239s, input_fired_time: 0.0146970162, output_fired_time: 0.0000000000, propagate_forward_time: 4.0791711807, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4495868683
validation[          , genome   942] predictions:    9349/  10000 (93.49%), best:    9337/10000 (93.37%), error:      2163.20142, best error:      2132.07813 on epoch:    72, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 52.7980804443s, input_fired_time: 0.1225814223, output_fired_time: 0.1162374690, propagate_forward_time: 21.7929286957, propagate_backward_time: 28.1277217865, weight_update_time: 0.1327322274, other_time: 2.6386108398
epoch time: 5.5661940575s, input_fired_time: 0.0167437028, output_fired_time: 0.0000000000, propagate_forward_time: 4.9109492302, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6385011673
validation[          , genome   942] predictions:    9310/  10000 (93.10%), best:    9337/10000 (93.37%), error:      2218.98389, best error:      2132.07813 on epoch:    72, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 72.3050537109s, input_fired_time: 0.1313581914, output_fired_time: 0.1245890260, propagate_forward_time: 20.4615020752, propagate_backward_time: 42.4815673828, weight_update_time: 0.1481783688, other_time: 9.1060409546
epoch time: 4.9819912910s, input_fired_time: 0.0159069058, output_fired_time: 0.0000000000, propagate_forward_time: 4.4601645470, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5059199333
validation[          , genome   942] predictions:    9285/  10000 (92.85%), best:    9337/10000 (93.37%), error:      2430.75659, best error:      2132.07813 on epoch:    72, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 55.1082496643s, input_fired_time: 0.1244554892, output_fired_time: 0.1361771822, propagate_forward_time: 21.1442775726, propagate_backward_time: 28.9440345764, weight_update_time: 0.1473477483, other_time: 4.7593040466
epoch time: 5.0699553490s, input_fired_time: 0.0154178832, output_fired_time: 0.0000000000, propagate_forward_time: 3.5405824184, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5139548779
validation[          , genome   942] predictions:    9342/  10000 (93.42%), best:    9342/10000 (93.42%), error:      2121.43994, best error:      2121.43994 on epoch:    86, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 388.6299743652s, input_fired_time: 1.1652595997, output_fired_time: 0.1651875973, propagate_forward_time: 352.0344848633, propagate_backward_time: 30.9295101166, weight_update_time: 0.1471177191, other_time: 4.3355350494
epoch time: 5.0022850037s, input_fired_time: 0.0206318479, output_fired_time: 0.0000000000, propagate_forward_time: 4.4872341156, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4944190979
validation[          , genome   942] predictions:    9364/  10000 (93.64%), best:    9364/10000 (93.64%), error:      2120.68481, best error:      2120.68481 on epoch:    87, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 53.6524047852s, input_fired_time: 0.1559273899, output_fired_time: 0.1144394949, propagate_forward_time: 18.8463306427, propagate_backward_time: 30.7439975739, weight_update_time: 0.1680014431, other_time: 3.7917079926
epoch time: 4.8834214211s, input_fired_time: 0.0168457683, output_fired_time: 0.0000000000, propagate_forward_time: 3.3663885593, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5001871586
validation[          , genome   942] predictions:    9302/  10000 (93.02%), best:    9364/10000 (93.64%), error:      2238.27856, best error:      2120.68481 on epoch:    87, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 53.0578689575s, input_fired_time: 0.1243226603, output_fired_time: 0.1096336171, propagate_forward_time: 21.8356800079, propagate_backward_time: 26.3133373260, weight_update_time: 0.1312736571, other_time: 4.6748962402
epoch time: 3.8642139435s, input_fired_time: 0.0154595422, output_fired_time: 0.0000000000, propagate_forward_time: 2.3508307934, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4979236126
validation[          , genome   942] predictions:    9347/  10000 (93.47%), best:    9364/10000 (93.64%), error:      2150.42798, best error:      2120.68481 on epoch:    87, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 53.3616523743s, input_fired_time: 0.1225627586, output_fired_time: 0.1162712052, propagate_forward_time: 18.2133369446, propagate_backward_time: 31.2806415558, weight_update_time: 0.1392183453, other_time: 3.6288394928
epoch time: 5.0264391899s, input_fired_time: 0.0159751400, output_fired_time: 0.0000000000, propagate_forward_time: 4.4740219116, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5364422798
validation[          , genome   942] predictions:    9322/  10000 (93.22%), best:    9364/10000 (93.64%), error:      2216.01123, best error:      2120.68481 on epoch:    87, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 52.7522048950s, input_fired_time: 0.1237322688, output_fired_time: 0.1163328663, propagate_forward_time: 16.7292213440, propagate_backward_time: 29.1044635773, weight_update_time: 0.1327867061, other_time: 6.6784534454
epoch time: 4.9673686028s, input_fired_time: 0.0150176175, output_fired_time: 0.0000000000, propagate_forward_time: 3.4281547070, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5241963863
validation[          , genome   942] predictions:    9329/  10000 (93.29%), best:    9364/10000 (93.64%), error:      2145.39771, best error:      2120.68481 on epoch:    87, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 52.2493743896s, input_fired_time: 0.1260258257, output_fired_time: 0.1101374179, propagate_forward_time: 21.5737724304, propagate_backward_time: 23.8673591614, weight_update_time: 0.1401433200, other_time: 6.5720787048
epoch time: 5.2015295029s, input_fired_time: 0.0191623308, output_fired_time: 0.0000000000, propagate_forward_time: 4.6384983063, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5438690186
validation[          , genome   942] predictions:    9322/  10000 (93.22%), best:    9364/10000 (93.64%), error:      2165.78369, best error:      2120.68481 on epoch:    87, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 53.3630142212s, input_fired_time: 0.1250024885, output_fired_time: 0.1117402762, propagate_forward_time: 20.8974571228, propagate_backward_time: 28.5177879333, weight_update_time: 0.1476731747, other_time: 3.7110252380
epoch time: 5.0507783890s, input_fired_time: 0.0159009155, output_fired_time: 0.0000000000, propagate_forward_time: 4.5396790504, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4951982498
validation[          , genome   942] predictions:    9335/  10000 (93.35%), best:    9364/10000 (93.64%), error:      2248.50073, best error:      2120.68481 on epoch:    87, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 52.6911163330s, input_fired_time: 0.1210406646, output_fired_time: 0.1103298962, propagate_forward_time: 23.9101123810, propagate_backward_time: 23.8551673889, weight_update_time: 0.1337664723, other_time: 4.6944675446
epoch time: 4.8149671555s, input_fired_time: 0.0150212403, output_fired_time: 0.0000000000, propagate_forward_time: 4.3243637085, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4755821228
validation[          , genome   942] predictions:    9297/  10000 (92.97%), best:    9364/10000 (93.64%), error:      2225.27368, best error:      2120.68481 on epoch:    87, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 52.7393569946s, input_fired_time: 0.1239254698, output_fired_time: 0.1124073118, propagate_forward_time: 19.9094524384, propagate_backward_time: 26.9191570282, weight_update_time: 0.1330775470, other_time: 5.6744174957
epoch time: 4.9670391083s, input_fired_time: 0.0153798321, output_fired_time: 0.0000000000, propagate_forward_time: 4.4446268082, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5070323944
validation[          , genome   942] predictions:    9334/  10000 (93.34%), best:    9364/10000 (93.64%), error:      2186.98877, best error:      2120.68481 on epoch:    87, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 53.0548095703s, input_fired_time: 0.1240541115, output_fired_time: 0.1130637750, propagate_forward_time: 17.7101135254, propagate_backward_time: 30.2907295227, weight_update_time: 0.1588284373, other_time: 4.8168487549
epoch time: 5.0155897141s, input_fired_time: 0.0157728717, output_fired_time: 0.0000000000, propagate_forward_time: 3.4088053703, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5910115242
validation[          , genome   942] predictions:    9352/  10000 (93.52%), best:    9364/10000 (93.64%), error:      2159.37915, best error:      2120.68481 on epoch:    87, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 54.7617607117s, input_fired_time: 0.1258953959, output_fired_time: 0.1118639633, propagate_forward_time: 22.1778011322, propagate_backward_time: 29.6159648895, weight_update_time: 0.1357309967, other_time: 2.7302341461
epoch time: 4.9268002510s, input_fired_time: 0.0155627877, output_fired_time: 0.0000000000, propagate_forward_time: 4.4175195694, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4937176704
validation[          , genome   942] predictions:    9297/  10000 (92.97%), best:    9364/10000 (93.64%), error:      2247.46802, best error:      2120.68481 on epoch:    87, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 55.7697029114s, input_fired_time: 0.1323639154, output_fired_time: 0.1304643154, propagate_forward_time: 17.4645538330, propagate_backward_time: 32.2187423706, weight_update_time: 0.1443632394, other_time: 5.8235816956
epoch time: 4.6104044914s, input_fired_time: 0.0151377423, output_fired_time: 0.0000000000, propagate_forward_time: 4.1450338364, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4502329826
validation[          , genome   942] predictions:    9320/  10000 (93.20%), best:    9364/10000 (93.64%), error:      2191.50000, best error:      2120.68481 on epoch:    87, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 52.6718978882s, input_fired_time: 0.1245979816, output_fired_time: 0.1144204065, propagate_forward_time: 18.5506420135, propagate_backward_time: 26.1559104919, weight_update_time: 1.1372164488, other_time: 7.7263221741
epoch time: 4.7449202538s, input_fired_time: 0.0149964644, output_fired_time: 0.0000000000, propagate_forward_time: 4.2438840866, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4860396385
validation[          , genome   942] predictions:    9354/  10000 (93.54%), best:    9354/10000 (93.54%), error:      2110.73682, best error:      2110.73682 on epoch:    99, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 55.2461814880s, input_fired_time: 0.1253049225, output_fired_time: 0.1180439442, propagate_forward_time: 21.5801830292, propagate_backward_time: 28.7075500488, weight_update_time: 1.1532933712, other_time: 4.7150955200
epoch time: 5.0261683464s, input_fired_time: 0.0211142302, output_fired_time: 0.0000000000, propagate_forward_time: 3.4764344692, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5286195278
validation[          , genome   942] predictions:    9299/  10000 (92.99%), best:    9354/10000 (93.54%), error:      2272.79346, best error:      2110.73682 on epoch:    99, epoch:  100/100, mu: 0.9870989323, learning_rate: 0.0000740065, weight_decay: 0.0000029603

evaluating best weights on full training data.
evaluting training set with running mean/variance:
epoch time: 26.2796421051s, input_fired_time: 0.0862462744, output_fired_time: 0.0000000000, propagate_forward_time: 21.3187980652, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8745975494
best training[          , genome   942] predictions:   47633/  50000 (95.27%), best:    9354/10000 (93.54%), error:      8234.34473, best error:      2110.73682 on epoch:    99, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
evaluating best weights on test data.
evaluting test set with running mean/variance:
epoch time: 4.8906278610s, input_fired_time: 0.0173691958, output_fired_time: 0.0000000000, propagate_forward_time: 2.4329178333, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4403407574
   testing[          , genome   942] predictions:    9410/  10000 (94.10%), best:    9354/10000 (93.54%), error:      1972.84985, best error:      2110.73682 on epoch:    99, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
14:08:58 (8388): called boinc_finish(0)

</stderr_txt>
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