Nameexact_genome_1512568488_45_942_1
Workunit2575909
Created6 Dec 2017, 17:33:17 UTC
Sent6 Dec 2017, 17:33:29 UTC
Report deadline7 Dec 2017, 21:16:21 UTC
Received8 Dec 2017, 6:53:08 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID68716
Run time1 hours 48 min 23 sec
CPU time51 min 40 sec
Validate stateValid
Credit288.69
Device peak FLOPS2.92 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34

Stderr output

<core_client_version>7.0.80</core_client_version>
<![CDATA[
<stderr_txt>
403846443, output_fired_time: 2.1298046112, propagate_forward_time: 33.1692123413, propagate_backward_time: 49.9430084229, weight_update_time: 0.2027749121, other_time: 12.2712326050
epoch time: 9.2166795731s, input_fired_time: 0.0119571779, output_fired_time: 0.0000000000, propagate_forward_time: 6.7387237549, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4659986496
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: 95.4750900269s, input_fired_time: 0.1600343883, output_fired_time: 0.1683852971, propagate_forward_time: 29.8542461395, propagate_backward_time: 58.2087364197, weight_update_time: 0.1846112758, other_time: 7.0836830139
epoch time: 8.5211715698s, input_fired_time: 0.0122183608, output_fired_time: 0.0000000000, propagate_forward_time: 7.8897781372, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6191749573
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: 100.3047485352s, input_fired_time: 0.1086221710, output_fired_time: 0.1681628078, propagate_forward_time: 39.3627357483, propagate_backward_time: 50.4125900269, weight_update_time: 0.2111817598, other_time: 10.2526435852
epoch time: 7.4428043365s, input_fired_time: 0.0401439667, output_fired_time: 0.0000000000, propagate_forward_time: 6.8360843658, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5665760040
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: 97.7079772949s, input_fired_time: 0.1176856533, output_fired_time: 0.1093010455, propagate_forward_time: 34.9267578125, propagate_backward_time: 50.1572456360, weight_update_time: 0.1706085801, other_time: 12.3969917297
epoch time: 9.5479822159s, input_fired_time: 0.0344489403, output_fired_time: 0.0000000000, propagate_forward_time: 7.9254083633, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5881252289
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: 99.8843460083s, input_fired_time: 0.1905287802, output_fired_time: 0.2374165505, propagate_forward_time: 30.1810970306, propagate_backward_time: 62.1457977295, weight_update_time: 1.1932057142, other_time: 7.1295013428
epoch time: 8.1434230804s, input_fired_time: 0.0205565412, output_fired_time: 0.0000000000, propagate_forward_time: 7.5498266220, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5730400085
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: 94.1737060547s, input_fired_time: 2.1720602512, output_fired_time: 1.2030535936, propagate_forward_time: 25.9341793060, propagate_backward_time: 54.8809776306, weight_update_time: 0.2419600487, other_time: 9.9834327698
epoch time: 8.2874021530s, input_fired_time: 0.0388325602, output_fired_time: 0.0000000000, propagate_forward_time: 7.7198348045, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5287346840
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: 101.4292907715s, input_fired_time: 0.1537420452, output_fired_time: 0.1685194820, propagate_forward_time: 34.7040901184, propagate_backward_time: 61.0383682251, weight_update_time: 0.2181773037, other_time: 5.3645706177
epoch time: 9.3347835541s, input_fired_time: 0.0124002770, output_fired_time: 0.0000000000, propagate_forward_time: 6.7543444633, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5680384636
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: 99.8780517578s, input_fired_time: 0.1018334702, output_fired_time: 0.1310805827, propagate_forward_time: 35.5982208252, propagate_backward_time: 54.8992118835, weight_update_time: 2.1902320385, other_time: 9.1477012634
epoch time: 9.4778747559s, input_fired_time: 0.0122023076, output_fired_time: 0.0000000000, propagate_forward_time: 8.9520998001, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5135726929
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: 97.3017730713s, input_fired_time: 0.1352766752, output_fired_time: 0.1566145867, propagate_forward_time: 33.1531066895, propagate_backward_time: 56.8509597778, weight_update_time: 0.2208757252, other_time: 7.0058135986
epoch time: 9.2013683319s, input_fired_time: 2.0189061165, output_fired_time: 0.0000000000, propagate_forward_time: 6.6841964722, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4982657433
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: 911.8353881836s, input_fired_time: 0.1446297467, output_fired_time: 0.1262660623, propagate_forward_time: 51.7555694580, propagate_backward_time: 855.6046142578, weight_update_time: 0.2210748494, other_time: 4.2042846680
epoch time: 9.6768236160s, input_fired_time: 0.0124108866, output_fired_time: 0.0000000000, propagate_forward_time: 9.0590763092, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6053361893
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: 100.6360855103s, input_fired_time: 0.1483925581, output_fired_time: 0.1484647691, propagate_forward_time: 35.6152534485, propagate_backward_time: 57.2911529541, weight_update_time: 0.1623022407, other_time: 7.4328155518
epoch time: 7.5768995285s, input_fired_time: 0.0122757880, output_fired_time: 0.0000000000, propagate_forward_time: 4.0128140450, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.5518097878
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: 99.6513824463s, input_fired_time: 0.1399799883, output_fired_time: 1.1678926945, propagate_forward_time: 42.4639816284, propagate_backward_time: 51.7538261414, weight_update_time: 0.1864032894, other_time: 4.1257057190
epoch time: 9.4452838898s, input_fired_time: 0.0393732302, output_fired_time: 0.0000000000, propagate_forward_time: 7.8183102608, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5876002312
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: 124.5900192261s, input_fired_time: 0.1651438773, output_fired_time: 0.1356319934, propagate_forward_time: 45.3057785034, propagate_backward_time: 75.3432464600, weight_update_time: 0.1841865629, other_time: 3.6402130127
epoch time: 12.8993797302s, input_fired_time: 1.0243355036, output_fired_time: 0.0000000000, propagate_forward_time: 8.9101829529, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9648609161
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: 117.2222671509s, input_fired_time: 0.2187882960, output_fired_time: 2.1729915142, propagate_forward_time: 38.3683738708, propagate_backward_time: 55.4757766724, weight_update_time: 0.2099177092, other_time: 20.9863357544
epoch time: 10.1918954849s, input_fired_time: 0.0143817402, output_fired_time: 0.0000000000, propagate_forward_time: 7.4653835297, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7121305466
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: 125.2635955811s, input_fired_time: 0.1802363098, output_fired_time: 0.1582510769, propagate_forward_time: 43.3719978333, propagate_backward_time: 70.6372070313, weight_update_time: 2.1860694885, other_time: 10.9159088135
epoch time: 10.7882595062s, input_fired_time: 0.0143194972, output_fired_time: 0.0000000000, propagate_forward_time: 9.9037885666, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8701515198
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: 125.4022216797s, input_fired_time: 0.3017204404, output_fired_time: 0.2778445780, propagate_forward_time: 52.1915550232, propagate_backward_time: 65.4477005005, weight_update_time: 0.2248732001, other_time: 7.1834030151
epoch time: 10.2607450485s, input_fired_time: 0.0244998969, output_fired_time: 0.0000000000, propagate_forward_time: 9.5232982635, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7129468918
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: 145.6717224121s, input_fired_time: 0.1383807659, output_fired_time: 0.1366577595, propagate_forward_time: 56.8648605347, propagate_backward_time: 76.1276855469, weight_update_time: 0.2519471943, other_time: 12.4041366577
epoch time: 14.0533847809s, input_fired_time: 0.0210693106, output_fired_time: 0.0000000000, propagate_forward_time: 13.0776004791, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9547147751
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: 157.0997161865s, input_fired_time: 0.2509260476, output_fired_time: 0.2812105119, propagate_forward_time: 67.4938659668, propagate_backward_time: 79.8780441284, weight_update_time: 0.2430032194, other_time: 9.1956710815
epoch time: 10.2416563034s, input_fired_time: 0.0166811999, output_fired_time: 0.0000000000, propagate_forward_time: 8.6453018188, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5796728134
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: 200.5203247070s, input_fired_time: 0.2721685767, output_fired_time: 1.3584427834, propagate_forward_time: 59.8337783813, propagate_backward_time: 121.7079696655, weight_update_time: 0.3799493015, other_time: 17.3479690552
epoch time: 30.8403930664s, input_fired_time: 0.0175225828, output_fired_time: 0.0000000000, propagate_forward_time: 27.0694484711, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7534217834
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: 152.6330108643s, input_fired_time: 0.3396718204, output_fired_time: 0.2043228298, propagate_forward_time: 54.4050827026, propagate_backward_time: 82.8989791870, weight_update_time: 2.2856879234, other_time: 14.7849426270
epoch time: 13.1993818283s, input_fired_time: 0.0574381240, output_fired_time: 0.0000000000, propagate_forward_time: 10.2387390137, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9032049179
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

epoch time: 148.0812072754s, input_fired_time: 0.1871618778, output_fired_time: 0.2318459302, propagate_forward_time: 46.0127449036, propagate_backward_time: 91.9810256958, weight_update_time: 0.1763455421, other_time: 9.6684341431
epoch time: 13.5091485977s, input_fired_time: 0.0575808659, output_fired_time: 0.0000000000, propagate_forward_time: 12.5247678757, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9267997742
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: 142.9766540527s, input_fired_time: 0.2712877393, output_fired_time: 0.3035800159, propagate_forward_time: 46.3470230103, propagate_backward_time: 88.2820968628, weight_update_time: 0.2845970094, other_time: 7.7726745605
epoch time: 12.0698461533s, input_fired_time: 0.0157711878, output_fired_time: 0.0000000000, propagate_forward_time: 10.1845808029, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8694944382
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: 123.8372802734s, input_fired_time: 0.2075731158, output_fired_time: 0.1735957116, propagate_forward_time: 44.9443778992, propagate_backward_time: 72.2625122070, weight_update_time: 0.3307149112, other_time: 6.2492218018
epoch time: 13.2286615372s, input_fired_time: 0.0384551808, output_fired_time: 0.0000000000, propagate_forward_time: 10.5085964203, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6816101074
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: 195.6544189453s, input_fired_time: 1.2904100418, output_fired_time: 0.1731520146, propagate_forward_time: 78.8810577393, propagate_backward_time: 99.4645385742, weight_update_time: 2.1754066944, other_time: 15.8452606201
epoch time: 10.2624206543s, input_fired_time: 0.0171721745, output_fired_time: 0.0000000000, propagate_forward_time: 8.5313444138, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7139043808
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: 301.4851989746s, input_fired_time: 0.3731578588, output_fired_time: 1.4311971664, propagate_forward_time: 164.0466156006, propagate_backward_time: 119.7359771729, weight_update_time: 5.2821059227, other_time: 15.8982543945
epoch time: 14.5314493179s, input_fired_time: 0.0170496088, output_fired_time: 0.0000000000, propagate_forward_time: 13.6943416595, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8200578690
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: 139.0690612793s, input_fired_time: 2.1719608307, output_fired_time: 0.1968998611, propagate_forward_time: 48.0698661804, propagate_backward_time: 80.3875198364, weight_update_time: 0.2205946296, other_time: 8.2428054810
epoch time: 12.0381050110s, input_fired_time: 0.0177388396, output_fired_time: 0.0000000000, propagate_forward_time: 10.1843032837, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8360624313
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: 130.0753936768s, input_fired_time: 0.1266427487, output_fired_time: 0.1864468157, propagate_forward_time: 44.1403388977, propagate_backward_time: 76.3795166016, weight_update_time: 1.2153669596, other_time: 9.2424468994
epoch time: 10.2237720490s, input_fired_time: 0.0172511227, output_fired_time: 0.0000000000, propagate_forward_time: 5.5498418808, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6566791534
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

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_1_r2085580723_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: 0.959291
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.000783401
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 3.13361e-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: 54
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 52
read number_validation_images: 10000
read best_validation_predictions: 9322
read best_validation_error: 2196.7
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: '1870032352'
read generator: 1870032352
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: 118.341529846191s, input_fired_time: 0.151158034801483, output_fired_time: 0.188825264573097, propagate_forward_time: 45.0614204406738, propagate_backward_time: 61.9687461853027, weight_update_time: 2.22235012054443, other_time: 10.971378326416
epoch time: 9.64258289337158s, input_fired_time: 0.025007575750351, output_fired_time: 0, propagate_forward_time: 5.89577054977417, propagate_backward_time: 0, weight_update_time: 0, other_time: 3.72180509567261
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: 197.9169158936s, input_fired_time: 0.4666118324, output_fired_time: 2.5735926628, propagate_forward_time: 74.9726028442, propagate_backward_time: 106.4718551636, weight_update_time: 0.2181020081, other_time: 13.4322509766
epoch time: 10.4191179276s, input_fired_time: 0.1019724905, output_fired_time: 0.0000000000, propagate_forward_time: 6.5259370804, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7912082672
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: 115.1223754883s, input_fired_time: 0.1373605877, output_fired_time: 4.1093597412, propagate_forward_time: 35.7317962646, propagate_backward_time: 66.2078552246, weight_update_time: 0.2133076340, other_time: 8.9360046387
epoch time: 14.3575286865s, input_fired_time: 0.0359776318, output_fired_time: 0.0000000000, propagate_forward_time: 13.5625963211, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7589550018
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: 120.4133300781s, input_fired_time: 0.1989727169, output_fired_time: 0.2222554386, propagate_forward_time: 55.8100090027, propagate_backward_time: 56.3640213013, weight_update_time: 0.1564270407, other_time: 7.8180770874
epoch time: 15.1490182877s, input_fired_time: 0.0523661710, output_fired_time: 0.0000000000, propagate_forward_time: 8.9207258224, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.1759262085
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: 163.6588897705s, input_fired_time: 0.2102505863, output_fired_time: 0.2091822028, propagate_forward_time: 70.9812698364, propagate_backward_time: 75.5197219849, weight_update_time: 0.3260959685, other_time: 16.7384643555
epoch time: 15.0348854065s, input_fired_time: 0.0185256712, output_fired_time: 0.0000000000, propagate_forward_time: 10.8620796204, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.1542797089
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: 139.2584075928s, input_fired_time: 0.1576717794, output_fired_time: 0.1629128456, propagate_forward_time: 43.7500724792, propagate_backward_time: 74.8352127075, weight_update_time: 11.2752552032, other_time: 20.3525314331
epoch time: 10.1275138855s, input_fired_time: 0.0857665166, output_fired_time: 0.0000000000, propagate_forward_time: 9.3498191833, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6919279099
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: 117.0986099243s, input_fired_time: 0.1750584245, output_fired_time: 0.2093141973, propagate_forward_time: 42.2590293884, propagate_backward_time: 63.0456352234, weight_update_time: 0.3224059641, other_time: 11.4095802307
epoch time: 15.1118612289s, input_fired_time: 0.0125642726, output_fired_time: 0.0000000000, propagate_forward_time: 13.9593315125, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1399650574
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: 143.5674285889s, input_fired_time: 0.2209767103, output_fired_time: 0.2589193583, propagate_forward_time: 50.7004470825, propagate_backward_time: 80.2020416260, weight_update_time: 0.1791505367, other_time: 12.1850357056
epoch time: 6.5258812904s, input_fired_time: 0.0124391038, output_fired_time: 0.0000000000, propagate_forward_time: 5.9036355019, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6098065376
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: 150.5162353516s, input_fired_time: 0.1624255180, output_fired_time: 0.1822390705, propagate_forward_time: 46.7961807251, propagate_backward_time: 85.5623092651, weight_update_time: 0.3010004163, other_time: 17.8130798340
epoch time: 12.6497182846s, input_fired_time: 0.0170810390, output_fired_time: 0.0000000000, propagate_forward_time: 11.6184663773, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0141706467
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: 116.5443496704s, input_fired_time: 0.1075271145, output_fired_time: 0.2484554648, propagate_forward_time: 41.2591094971, propagate_backward_time: 61.6535110474, weight_update_time: 0.1420811415, other_time: 13.2757415771
epoch time: 10.4838438034s, input_fired_time: 0.0331753306, output_fired_time: 0.0000000000, propagate_forward_time: 7.6232438087, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8274245262
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: 113.6561508179s, input_fired_time: 0.1569565535, output_fired_time: 0.1841915697, propagate_forward_time: 48.5190811157, propagate_backward_time: 59.2497787476, weight_update_time: 0.2223242372, other_time: 5.5461425781
epoch time: 8.4834890366s, input_fired_time: 0.0124872513, output_fired_time: 0.0000000000, propagate_forward_time: 7.8324055672, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6385960579
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: 166.7319030762s, input_fired_time: 0.1408071071, output_fired_time: 0.3136041164, propagate_forward_time: 61.2356567383, propagate_backward_time: 90.6184844971, weight_update_time: 0.3114021122, other_time: 14.4233551025
epoch time: 13.2525825500s, input_fired_time: 0.0265818089, output_fired_time: 0.0000000000, propagate_forward_time: 10.4636287689, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7623720169
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: 225.0136108398s, input_fired_time: 0.2395614386, output_fired_time: 0.1627870947, propagate_forward_time: 119.5316467285, propagate_backward_time: 96.9712142944, weight_update_time: 1.2899882793, other_time: 8.1084060669
epoch time: 10.1138162613s, input_fired_time: 0.0157788936, output_fired_time: 0.0000000000, propagate_forward_time: 6.3560595512, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7419781685
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: 143.3346557617s, input_fired_time: 0.1610974222, output_fired_time: 0.2454828471, propagate_forward_time: 39.7759094238, propagate_backward_time: 92.6062545776, weight_update_time: 0.2957700789, other_time: 10.5459060669
epoch time: 15.2760591507s, input_fired_time: 0.0136989029, output_fired_time: 0.0000000000, propagate_forward_time: 14.2712488174, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9911117554
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: 140.5217285156s, input_fired_time: 2.1516175270, output_fired_time: 0.1912339032, propagate_forward_time: 48.6127166748, propagate_backward_time: 75.2550354004, weight_update_time: 0.1753543317, other_time: 14.3111267090
epoch time: 7.0459179878s, input_fired_time: 0.0136825470, output_fired_time: 0.0000000000, propagate_forward_time: 4.5438022614, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4884333611
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: 135.3104553223s, input_fired_time: 0.1251161247, output_fired_time: 0.1495615542, propagate_forward_time: 50.7631912231, propagate_backward_time: 62.5913734436, weight_update_time: 0.1670422852, other_time: 21.6812019348
epoch time: 16.3656635284s, input_fired_time: 0.0147536648, output_fired_time: 0.0000000000, propagate_forward_time: 12.0832452774, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.2676649094
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: 137.1400146484s, input_fired_time: 0.1459835917, output_fired_time: 0.1524438262, propagate_forward_time: 56.7997131348, propagate_backward_time: 70.6819915771, weight_update_time: 0.1863985360, other_time: 9.3598785400
epoch time: 25.6349506378s, input_fired_time: 0.0838626921, output_fired_time: 0.0000000000, propagate_forward_time: 23.8098812103, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7412071228
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: 149.7886352539s, input_fired_time: 0.1536978632, output_fired_time: 2.3778162003, propagate_forward_time: 62.3368415833, propagate_backward_time: 75.5431976318, weight_update_time: 0.4106132686, other_time: 9.3770751953
epoch time: 14.0840997696s, input_fired_time: 0.0134884128, output_fired_time: 0.0000000000, propagate_forward_time: 13.2378396988, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8327713013
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: 224.7031555176s, input_fired_time: 1.1446831226, output_fired_time: 0.1631490439, propagate_forward_time: 97.3077545166, propagate_backward_time: 105.8168869019, weight_update_time: 1.4460959435, other_time: 20.2706832886
epoch time: 14.4822216034s, input_fired_time: 0.0183254275, output_fired_time: 0.0000000000, propagate_forward_time: 12.4582595825, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0056362152
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: 283.2403869629s, input_fired_time: 0.4394168258, output_fired_time: 0.2426265627, propagate_forward_time: 97.7845916748, propagate_backward_time: 174.9554595947, weight_update_time: 0.2781511843, other_time: 9.8182983398
epoch time: 34.1431770325s, input_fired_time: 0.0588423312, output_fired_time: 0.0000000000, propagate_forward_time: 32.8890876770, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1952476501
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: 249.9218444824s, input_fired_time: 0.1285666227, output_fired_time: 0.2135587037, propagate_forward_time: 89.2628631592, propagate_backward_time: 147.6474151611, weight_update_time: 0.2610575259, other_time: 12.6694335938
epoch time: 12.1216058731s, input_fired_time: 0.0149333673, output_fired_time: 0.0000000000, propagate_forward_time: 11.2852115631, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8214607239
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: 353.5844726563s, input_fired_time: 0.3678098917, output_fired_time: 0.2529396415, propagate_forward_time: 52.5825119019, propagate_backward_time: 285.2437133789, weight_update_time: 1.3507549763, other_time: 15.1375122070
epoch time: 26.3623256683s, input_fired_time: 0.0138230743, output_fired_time: 0.0000000000, propagate_forward_time: 24.3576641083, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9908390045
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: 287.2471618652s, input_fired_time: 1.3086892366, output_fired_time: 0.2662133574, propagate_forward_time: 126.0378341675, propagate_backward_time: 151.4896850586, weight_update_time: 0.3349543810, other_time: 8.1447448730
epoch time: 46.1888084412s, input_fired_time: 0.0246045161, output_fired_time: 0.0000000000, propagate_forward_time: 44.0798835754, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0843200684
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: 216.8044586182s, input_fired_time: 1.1633715630, output_fired_time: 1.2841724157, propagate_forward_time: 77.5703659058, propagate_backward_time: 124.5297546387, weight_update_time: 0.2730321884, other_time: 12.2567749023
epoch time: 12.1943149567s, input_fired_time: 0.0125966556, output_fired_time: 0.0000000000, propagate_forward_time: 8.3594112396, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8223066330
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: 228.9604339600s, input_fired_time: 0.2277253121, output_fired_time: 0.4097591639, propagate_forward_time: 100.4809570313, propagate_backward_time: 91.0055923462, weight_update_time: 0.3393071592, other_time: 36.8364028931
epoch time: 41.0344161987s, input_fired_time: 2.0290913582, output_fired_time: 0.0000000000, propagate_forward_time: 8.0205440521, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 30.9847812653
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: 139.7439727783s, input_fired_time: 2.1386764050, output_fired_time: 0.2039795220, propagate_forward_time: 43.7032279968, propagate_backward_time: 74.8843917847, weight_update_time: 0.3364920020, other_time: 18.8136978149
epoch time: 12.6586322784s, input_fired_time: 0.0258809850, output_fired_time: 0.0000000000, propagate_forward_time: 7.8836340904, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7491173744
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: 254.5321044922s, input_fired_time: 0.2460193932, output_fired_time: 2.3140928745, propagate_forward_time: 81.8664016724, propagate_backward_time: 149.8618927002, weight_update_time: 0.3425045609, other_time: 20.2436981201
epoch time: 32.6397972107s, input_fired_time: 0.0215692539, output_fired_time: 0.0000000000, propagate_forward_time: 31.8311386108, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7870903015
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: 316.3185119629s, input_fired_time: 0.2569792569, output_fired_time: 0.2209607512, propagate_forward_time: 105.2463989258, propagate_backward_time: 197.5417175293, weight_update_time: 0.3071631789, other_time: 13.0524597168
epoch time: 12.4772148132s, input_fired_time: 0.0198573414, output_fired_time: 0.0000000000, propagate_forward_time: 7.6219520569, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8354053497
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: 235.9390106201s, input_fired_time: 0.2964257896, output_fired_time: 0.2548924088, propagate_forward_time: 108.5103225708, propagate_backward_time: 104.6642227173, weight_update_time: 0.2585097551, other_time: 22.2131347656
epoch time: 11.0529603958s, input_fired_time: 0.0240268838, output_fired_time: 0.0000000000, propagate_forward_time: 10.3729963303, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6559371948
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: 124.4203491211s, input_fired_time: 0.2049759775, output_fired_time: 0.2655762434, propagate_forward_time: 54.8823547363, propagate_backward_time: 58.1160316467, weight_update_time: 3.4700517654, other_time: 10.9514045715
epoch time: 9.9400215149s, input_fired_time: 0.0199192651, output_fired_time: 0.0000000000, propagate_forward_time: 9.3121719360, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6079301834
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: 169.1419982910s, input_fired_time: 0.3317077756, output_fired_time: 14.4166660309, propagate_forward_time: 43.4798927307, propagate_backward_time: 90.1945266724, weight_update_time: 0.1977055222, other_time: 20.7192001343
epoch time: 9.7212219238s, input_fired_time: 0.0176397432, output_fired_time: 0.0000000000, propagate_forward_time: 9.1108255386, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5927562714
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: 112.2020339966s, input_fired_time: 0.1647054553, output_fired_time: 0.1942299157, propagate_forward_time: 43.5314483643, propagate_backward_time: 57.3634605408, weight_update_time: 0.3423862159, other_time: 10.9481925964
epoch time: 10.1616792679s, input_fired_time: 0.0139726214, output_fired_time: 0.0000000000, propagate_forward_time: 7.5729522705, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5747547150
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: 124.9400634766s, input_fired_time: 0.1222140491, output_fired_time: 0.3117929995, propagate_forward_time: 54.9792442322, propagate_backward_time: 62.3878707886, weight_update_time: 0.1565739810, other_time: 7.1389389038
epoch time: 10.8718490601s, input_fired_time: 0.0290734842, output_fired_time: 0.0000000000, propagate_forward_time: 9.0012054443, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8415699005
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: 127.8703536987s, input_fired_time: 0.1766165048, output_fired_time: 3.1865079403, propagate_forward_time: 57.9749794006, propagate_backward_time: 54.6499938965, weight_update_time: 2.1840500832, other_time: 11.8822631836
epoch time: 10.6718025208s, input_fired_time: 0.0327886492, output_fired_time: 0.0000000000, propagate_forward_time: 9.8110866547, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8279275894
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: 199.0969696045s, input_fired_time: 2.1282424927, output_fired_time: 0.1835523397, propagate_forward_time: 60.4527282715, propagate_backward_time: 126.5311279297, weight_update_time: 0.2334950566, other_time: 9.8013153076
epoch time: 14.2866468430s, input_fired_time: 0.0486937054, output_fired_time: 0.0000000000, propagate_forward_time: 11.1882839203, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0496692657
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: 154.8339080811s, input_fired_time: 0.1635885835, output_fired_time: 1.4491292238, propagate_forward_time: 59.7213783264, propagate_backward_time: 80.5943832397, weight_update_time: 2.2884171009, other_time: 12.9054336548
epoch time: 15.6642398834s, input_fired_time: 0.0127802063, output_fired_time: 0.0000000000, propagate_forward_time: 13.4881286621, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1633310318
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: 258.9056396484s, input_fired_time: 0.3026555181, output_fired_time: 0.3352718353, propagate_forward_time: 92.6597824097, propagate_backward_time: 151.3872222900, weight_update_time: 0.2781523466, other_time: 14.2207183838
epoch time: 17.7365550995s, input_fired_time: 0.0522820950, output_fired_time: 0.0000000000, propagate_forward_time: 15.5668201447, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1174526215
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: 315.7986145020s, input_fired_time: 0.2167856395, output_fired_time: 0.2578896284, propagate_forward_time: 103.1938018799, propagate_backward_time: 122.1844482422, weight_update_time: 0.3228001595, other_time: 89.9456634521
epoch time: 28.2618789673s, input_fired_time: 1.0176215172, output_fired_time: 0.0000000000, propagate_forward_time: 26.0601367950, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1841201782
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: 243.1792907715s, input_fired_time: 0.3563024402, output_fired_time: 0.3553386331, propagate_forward_time: 56.8092651367, propagate_backward_time: 167.4981689453, weight_update_time: 2.2454905510, other_time: 18.1602172852
epoch time: 14.7264156342s, input_fired_time: 0.0308066104, output_fired_time: 0.0000000000, propagate_forward_time: 9.8658409119, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8297681808
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: 195.4279327393s, input_fired_time: 0.2153311521, output_fired_time: 0.1573328376, propagate_forward_time: 78.9584426880, propagate_backward_time: 92.2682952881, weight_update_time: 0.2459754199, other_time: 23.8285293579
epoch time: 12.4227447510s, input_fired_time: 0.0132660456, output_fired_time: 0.0000000000, propagate_forward_time: 11.7621917725, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6472873688
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: 130.7873077393s, input_fired_time: 0.1442631483, output_fired_time: 0.1710488498, propagate_forward_time: 46.4266853333, propagate_backward_time: 75.3658065796, weight_update_time: 0.3780677915, other_time: 8.6795120239
epoch time: 10.3719835281s, input_fired_time: 0.0232545603, output_fired_time: 0.0000000000, propagate_forward_time: 7.6390495300, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7096796036
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: 136.4738616943s, input_fired_time: 0.1534338742, output_fired_time: 0.2210787833, propagate_forward_time: 44.1356582642, propagate_backward_time: 73.0193023682, weight_update_time: 0.3562291265, other_time: 18.9443893433
epoch time: 12.2527742386s, input_fired_time: 0.0417901762, output_fired_time: 0.0000000000, propagate_forward_time: 9.2028493881, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0081348419
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: 160.9302368164s, input_fired_time: 0.1985761970, output_fired_time: 0.2587796748, propagate_forward_time: 65.4975738525, propagate_backward_time: 79.1410827637, weight_update_time: 2.1903662682, other_time: 15.8342285156
epoch time: 13.4626750946s, input_fired_time: 0.1411567032, output_fired_time: 0.0000000000, propagate_forward_time: 10.4311256409, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8903923035
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: 137.1725769043s, input_fired_time: 0.2060682178, output_fired_time: 0.1799762398, propagate_forward_time: 47.1935005188, propagate_backward_time: 76.9507293701, weight_update_time: 0.3179310560, other_time: 12.6423034668
epoch time: 13.0710096359s, input_fired_time: 0.0244880300, output_fired_time: 0.0000000000, propagate_forward_time: 8.3334789276, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7130422592
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: 130.9052581787s, input_fired_time: 0.1332071722, output_fired_time: 0.2101380676, propagate_forward_time: 51.0164680481, propagate_backward_time: 71.0322494507, weight_update_time: 0.2584603131, other_time: 8.5131912231
epoch time: 9.8499031067s, input_fired_time: 0.0170059651, output_fired_time: 0.0000000000, propagate_forward_time: 9.2098245621, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6230726242
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

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_1_r2085580723_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: 0.986946
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 7.79016e-05
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 3.11606e-06
read weight_decay_delta: 0.95
read batch_size: 50
read epsilon: 1e-07
read alpha: 0.1
read input_dropout_probability: 0
read hidden_dropout_probability: 0
read velocity_reset: 1000
read epoch: 99
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 87
read number_validation_images: 10000
read best_validation_predictions: 9364
read best_validation_error: 2120.68
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: '370948962'
read generator: 370948962
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: 114.500312805176s, input_fired_time: 0.134270548820496, output_fired_time: 0.141279578208923, propagate_forward_time: 37.6116790771484, propagate_backward_time: 68.6115341186523, weight_update_time: 0.215532377362251, other_time: 8.00154876708984
epoch time: 12.8452243804932s, input_fired_time: 0.0202773753553629, output_fired_time: 0, propagate_forward_time: 9.87796974182129, propagate_backward_time: 0, weight_update_time: 0, other_time: 2.94697761535645
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: 117.5113143921s, input_fired_time: 0.2571729124, output_fired_time: 0.1349016875, propagate_forward_time: 33.3376731873, propagate_backward_time: 76.9272155762, weight_update_time: 0.2147220224, other_time: 6.8543548584
epoch time: 11.2256355286s, input_fired_time: 0.0394306518, output_fired_time: 0.0000000000, propagate_forward_time: 10.4810676575, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7051372528
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: 41.7562637329s, input_fired_time: 0.1485535502, output_fired_time: 0.0000000000, propagate_forward_time: 38.7253646851, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8823471069
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: 12.9742622375s, input_fired_time: 0.0134450877, output_fired_time: 0.0000000000, propagate_forward_time: 12.1468286514, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8139886856
   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!
12:51:49 (3324): called boinc_finish(0)

</stderr_txt>
]]>