Nameexact_genome_1518178202_52_18420_1
Workunit2992952
Created9 Feb 2018, 21:32:27 UTC
Sent9 Feb 2018, 21:50:29 UTC
Report deadline9 Mar 2018, 21:22:23 UTC
Received11 Feb 2018, 6:03:58 UTC
Server stateOver
OutcomeValidate error
Client stateDone
Exit status0 (0x0)
Computer ID70684
Run time19 hours 24 min 7 sec
CPU time19 hours 24 min 4 sec
Validate stateInvalid
Credit0.00
Device peak FLOPS3.04 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size172.28 MB
Peak swap size174.95 MB
Peak disk usage3.44 MB

Stderr output

<core_client_version>7.6.31</core_client_version>
<![CDATA[
<stderr_txt>
0000000000, propagate_forward_time: 58.6973686218, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5139198303
validation[          , genome 18420] predictions:    9847/  10000 (98.47%), best:    9863/10000 (98.63%), error:       504.14035, best error:       452.38275 on epoch:    16, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 742.6267089844s, input_fired_time: 8.9151153564, output_fired_time: 9.5881109238, propagate_forward_time: 278.0680847168, propagate_backward_time: 436.7150878906, weight_update_time: 1.3154546022, other_time: 9.3403015137
epoch time: 60.9091033936s, input_fired_time: 0.9900895953, output_fired_time: 0.0000000000, propagate_forward_time: 58.3694076538, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5496063232
validation[          , genome 18420] predictions:    9867/  10000 (98.67%), best:    9867/10000 (98.67%), error:       415.97699, best error:       415.97699 on epoch:    21, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 735.2585449219s, input_fired_time: 8.8249998093, output_fired_time: 9.4853448868, propagate_forward_time: 275.0382995605, propagate_backward_time: 432.7057189941, weight_update_time: 1.3049330711, other_time: 9.2041625977
epoch time: 60.4267997742s, input_fired_time: 0.9750349522, output_fired_time: 0.0000000000, propagate_forward_time: 57.9560012817, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4957618713
validation[          , genome 18420] predictions:    9849/  10000 (98.49%), best:    9867/10000 (98.67%), error:       511.30927, best error:       415.97699 on epoch:    21, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 667.3088989258s, input_fired_time: 8.3283243179, output_fired_time: 8.5459842682, propagate_forward_time: 249.5831451416, propagate_backward_time: 391.8228454590, weight_update_time: 1.2458605766, other_time: 9.0286560059
epoch time: 52.6681594849s, input_fired_time: 0.8939968944, output_fired_time: 0.0000000000, propagate_forward_time: 50.3244705200, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4496917725
validation[          , genome 18420] predictions:    9847/  10000 (98.47%), best:    9867/10000 (98.67%), error:       452.17963, best error:       415.97699 on epoch:    21, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 645.8775024414s, input_fired_time: 8.1799478531, output_fired_time: 8.2303237915, propagate_forward_time: 241.4602355957, propagate_backward_time: 378.9439392090, weight_update_time: 1.2332254648, other_time: 9.0630493164
epoch time: 35.7209358215s, input_fired_time: 0.7134631872, output_fired_time: 0.0000000000, propagate_forward_time: 33.6419448853, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3655281067
validation[          , genome 18420] predictions:    9842/  10000 (98.42%), best:    9867/10000 (98.67%), error:       477.08865, best error:       415.97699 on epoch:    21, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 604.7574462891s, input_fired_time: 7.8046250343, output_fired_time: 7.6425414085, propagate_forward_time: 226.0789031982, propagate_backward_time: 354.5579833984, weight_update_time: 1.1838765144, other_time: 8.6734008789
epoch time: 47.9315719604s, input_fired_time: 0.8446497321, output_fired_time: 0.0000000000, propagate_forward_time: 45.6470718384, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4398498535
validation[          , genome 18420] predictions:    9799/  10000 (97.99%), best:    9867/10000 (98.67%), error:       654.07465, best error:       415.97699 on epoch:    21, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 659.0286254883s, input_fired_time: 8.2443151474, output_fired_time: 8.3872375488, propagate_forward_time: 246.5380859375, propagate_backward_time: 386.9317932129, weight_update_time: 1.2343375683, other_time: 8.9272155762
epoch time: 53.7723121643s, input_fired_time: 0.9136686921, output_fired_time: 0.0000000000, propagate_forward_time: 51.3311805725, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5274620056
validation[          , genome 18420] predictions:    9850/  10000 (98.50%), best:    9867/10000 (98.67%), error:       452.55417, best error:       415.97699 on epoch:    21, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 649.2713012695s, input_fired_time: 8.2006597519, output_fired_time: 8.2810583115, propagate_forward_time: 242.7753448486, propagate_backward_time: 381.0078430176, weight_update_time: 1.2305111885, other_time: 9.0063781738
epoch time: 50.0995140076s, input_fired_time: 0.8660049438, output_fired_time: 0.0000000000, propagate_forward_time: 47.8033485413, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4301605225
validation[          , genome 18420] predictions:    9883/  10000 (98.83%), best:    9883/10000 (98.83%), error:       382.26392, best error:       382.26392 on epoch:    27, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 711.3615722656s, input_fired_time: 8.6918048859, output_fired_time: 9.1685438156, propagate_forward_time: 266.4490661621, propagate_backward_time: 417.8095703125, weight_update_time: 1.2854499817, other_time: 9.2425842285
epoch time: 54.6934051514s, input_fired_time: 0.9254905581, output_fired_time: 0.0000000000, propagate_forward_time: 52.2525711060, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5153427124
validation[          , genome 18420] predictions:    9857/  10000 (98.57%), best:    9883/10000 (98.83%), error:       449.79153, best error:       382.26392 on epoch:    27, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 698.1941528320s, input_fired_time: 8.5424985886, output_fired_time: 8.9288377762, propagate_forward_time: 261.5165100098, propagate_backward_time: 410.1773376465, weight_update_time: 1.2711572647, other_time: 9.0289916992
epoch time: 36.3851509094s, input_fired_time: 0.7236052752, output_fired_time: 0.0000000000, propagate_forward_time: 34.2822380066, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3793067932
validation[          , genome 18420] predictions:    9863/  10000 (98.63%), best:    9883/10000 (98.83%), error:       457.99612, best error:       382.26392 on epoch:    27, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 647.9609985352s, input_fired_time: 8.1565656662, output_fired_time: 8.2547683716, propagate_forward_time: 242.3251190186, propagate_backward_time: 380.3464965820, weight_update_time: 1.2263408899, other_time: 8.8780517578
epoch time: 48.5118789673s, input_fired_time: 0.8576136827, output_fired_time: 0.0000000000, propagate_forward_time: 46.1628532410, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4914131165
validation[          , genome 18420] predictions:    9855/  10000 (98.55%), best:    9883/10000 (98.83%), error:       466.40747, best error:       382.26392 on epoch:    27, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 663.9381103516s, input_fired_time: 8.3443460464, output_fired_time: 8.4963960648, propagate_forward_time: 248.6507873535, propagate_backward_time: 389.2857055664, weight_update_time: 1.2465455532, other_time: 9.1608581543
epoch time: 61.6095771790s, input_fired_time: 1.0026220083, output_fired_time: 0.0000000000, propagate_forward_time: 59.0511474609, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5558090210
validation[          , genome 18420] predictions:    9868/  10000 (98.68%), best:    9883/10000 (98.83%), error:       431.37842, best error:       382.26392 on epoch:    27, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 619.5709838867s, input_fired_time: 7.9864501953, output_fired_time: 7.8659410477, propagate_forward_time: 232.1625823975, propagate_backward_time: 362.5700073242, weight_update_time: 1.2139284611, other_time: 8.9859619141
epoch time: 57.7206306458s, input_fired_time: 0.9609163404, output_fired_time: 0.0000000000, propagate_forward_time: 55.2302131653, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5295028687
validation[          , genome 18420] predictions:    9858/  10000 (98.58%), best:    9883/10000 (98.83%), error:       468.91122, best error:       382.26392 on epoch:    27, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 553.7398681641s, input_fired_time: 7.4743418694, output_fired_time: 6.9456219673, propagate_forward_time: 206.3295135498, propagate_backward_time: 324.2886352539, weight_update_time: 1.1483522654, other_time: 8.7017211914
epoch time: 60.9665336609s, input_fired_time: 0.9846530557, output_fired_time: 0.0000000000, propagate_forward_time: 58.4864540100, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4954261780
validation[          , genome 18420] predictions:    9855/  10000 (98.55%), best:    9883/10000 (98.83%), error:       453.45767, best error:       382.26392 on epoch:    27, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 599.1154785156s, input_fired_time: 7.8321828842, output_fired_time: 7.5890717506, propagate_forward_time: 224.3641204834, propagate_backward_time: 350.5010986328, weight_update_time: 1.1905705929, other_time: 8.8290405273
epoch time: 61.1900520325s, input_fired_time: 0.9936710000, output_fired_time: 0.0000000000, propagate_forward_time: 58.6819648743, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5144157410
validation[          , genome 18420] predictions:    9853/  10000 (98.53%), best:    9883/10000 (98.83%), error:       508.03485, best error:       382.26392 on epoch:    27, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 723.4528198242s, input_fired_time: 8.7560672760, output_fired_time: 9.3315401077, propagate_forward_time: 271.2551269531, propagate_backward_time: 425.0144348145, weight_update_time: 1.2935767174, other_time: 9.0956726074
epoch time: 61.4951019287s, input_fired_time: 0.9970800877, output_fired_time: 0.0000000000, propagate_forward_time: 58.9576416016, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5403785706
validation[          , genome 18420] predictions:    9850/  10000 (98.50%), best:    9883/10000 (98.83%), error:       438.61487, best error:       382.26392 on epoch:    27, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 572.9000244141s, input_fired_time: 7.5852661133, output_fired_time: 7.1919207573, propagate_forward_time: 214.1498565674, propagate_backward_time: 335.3366699219, weight_update_time: 1.1583927870, other_time: 8.6363525391
epoch time: 60.9435920715s, input_fired_time: 0.9850879908, output_fired_time: 0.0000000000, propagate_forward_time: 58.4669532776, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4915504456
validation[          , genome 18420] predictions:    9862/  10000 (98.62%), best:    9883/10000 (98.83%), error:       455.50772, best error:       382.26392 on epoch:    27, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 682.0952758789s, input_fired_time: 8.4380989075, output_fired_time: 8.7338485718, propagate_forward_time: 255.9598083496, propagate_backward_time: 400.0100097656, weight_update_time: 1.2576446533, other_time: 8.9535217285
epoch time: 54.0843124390s, input_fired_time: 0.9158301950, output_fired_time: 0.0000000000, propagate_forward_time: 51.7055816650, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4629020691
validation[          , genome 18420] predictions:    9865/  10000 (98.65%), best:    9883/10000 (98.83%), error:       405.64996, best error:       382.26392 on epoch:    27, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 647.4451904297s, input_fired_time: 8.1629800797, output_fired_time: 8.2609367371, propagate_forward_time: 242.5401763916, propagate_backward_time: 379.6756591797, weight_update_time: 1.2237807512, other_time: 8.8054809570
epoch time: 53.4018249512s, input_fired_time: 0.9058554769, output_fired_time: 0.0000000000, propagate_forward_time: 51.0476570129, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4483108521
validation[          , genome 18420] predictions:    9857/  10000 (98.57%), best:    9883/10000 (98.83%), error:       457.59879, best error:       382.26392 on epoch:    27, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 612.3211669922s, input_fired_time: 7.8836674690, output_fired_time: 7.7304053307, propagate_forward_time: 229.3551788330, propagate_backward_time: 358.6748352051, weight_update_time: 1.1940917969, other_time: 8.6770935059
epoch time: 61.4546051025s, input_fired_time: 0.9966686368, output_fired_time: 0.0000000000, propagate_forward_time: 58.9056091309, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5523262024
validation[          , genome 18420] predictions:    9848/  10000 (98.48%), best:    9883/10000 (98.83%), error:       447.16885, best error:       382.26392 on epoch:    27, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 750.7475585938s, input_fired_time: 9.0019493103, output_fired_time: 9.7089605331, propagate_forward_time: 281.8243713379, propagate_backward_time: 440.9032897949, weight_update_time: 1.3199847937, other_time: 9.3089599609
epoch time: 61.4059371948s, input_fired_time: 0.9973514080, output_fired_time: 0.0000000000, propagate_forward_time: 58.8545608521, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5540237427
validation[          , genome 18420] predictions:    9871/  10000 (98.71%), best:    9883/10000 (98.83%), error:       429.17767, best error:       382.26392 on epoch:    27, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 691.8967285156s, input_fired_time: 8.5593738556, output_fired_time: 8.8918676376, propagate_forward_time: 259.3857421875, propagate_backward_time: 405.9473876953, weight_update_time: 1.2693848610, other_time: 9.1123657227
epoch time: 49.7203445435s, input_fired_time: 0.8709821701, output_fired_time: 0.0000000000, propagate_forward_time: 47.3704071045, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4789543152
validation[          , genome 18420] predictions:    9852/  10000 (98.52%), best:    9883/10000 (98.83%), error:       473.33768, best error:       382.26392 on epoch:    27, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 654.0030517578s, input_fired_time: 8.2610616684, output_fired_time: 8.3543577194, propagate_forward_time: 245.1329040527, propagate_backward_time: 383.1948547363, weight_update_time: 1.2440801859, other_time: 9.0598754883
epoch time: 37.1935005188s, input_fired_time: 0.7376374006, output_fired_time: 0.0000000000, propagate_forward_time: 35.0200614929, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4358024597
validation[          , genome 18420] predictions:    9863/  10000 (98.63%), best:    9883/10000 (98.83%), error:       415.12061, best error:       382.26392 on epoch:    27, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 627.8128662109s, input_fired_time: 8.0459861755, output_fired_time: 8.0140867233, propagate_forward_time: 235.1644897461, propagate_backward_time: 367.6492309570, weight_update_time: 1.2152707577, other_time: 8.9390869141
epoch time: 61.7333869934s, input_fired_time: 1.0020864010, output_fired_time: 0.0000000000, propagate_forward_time: 59.1891479492, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5421524048
validation[          , genome 18420] predictions:    9873/  10000 (98.73%), best:    9883/10000 (98.83%), error:       400.09668, best error:       382.26392 on epoch:    27, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 692.5729980469s, input_fired_time: 8.5569477081, output_fired_time: 8.9013671875, propagate_forward_time: 259.7265625000, propagate_backward_time: 406.1986999512, weight_update_time: 1.2749767303, other_time: 9.1894226074
epoch time: 61.2912864685s, input_fired_time: 0.9980314970, output_fired_time: 0.0000000000, propagate_forward_time: 58.7766456604, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5166091919
validation[          , genome 18420] predictions:    9858/  10000 (98.58%), best:    9883/10000 (98.83%), error:       415.37448, best error:       382.26392 on epoch:    27, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 643.8767089844s, input_fired_time: 8.2189407349, output_fired_time: 8.2375478745, propagate_forward_time: 241.3563842773, propagate_backward_time: 376.9849548340, weight_update_time: 1.2329945564, other_time: 9.0788879395
epoch time: 46.4453582764s, input_fired_time: 0.8353619576, output_fired_time: 0.0000000000, propagate_forward_time: 44.2003822327, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4096145630
validation[          , genome 18420] predictions:    9873/  10000 (98.73%), best:    9883/10000 (98.83%), error:       400.79855, best error:       382.26392 on epoch:    27, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 610.4512939453s, input_fired_time: 7.8707060814, output_fired_time: 7.7095656395, propagate_forward_time: 228.5976104736, propagate_backward_time: 357.5813903809, weight_update_time: 1.1902561188, other_time: 8.6919860840
epoch time: 51.9607696533s, input_fired_time: 0.8939312100, output_fired_time: 0.0000000000, propagate_forward_time: 49.5921592712, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4746780396
validation[          , genome 18420] predictions:    9877/  10000 (98.77%), best:    9877/10000 (98.77%), error:       377.40948, best error:       377.40948 on epoch:    46, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 583.1729736328s, input_fired_time: 7.7000846863, output_fired_time: 7.3550639153, propagate_forward_time: 218.4303588867, propagate_backward_time: 340.9664611816, weight_update_time: 1.1720870733, other_time: 8.7210388184
epoch time: 36.0773468018s, input_fired_time: 0.7205792665, output_fired_time: 0.0000000000, propagate_forward_time: 34.0001792908, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3565864563
validation[          , genome 18420] predictions:    9886/  10000 (98.86%), best:    9877/10000 (98.77%), error:       400.08652, best error:       377.40948 on epoch:    46, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 752.5590209961s, input_fired_time: 9.0121841431, output_fired_time: 9.7123680115, propagate_forward_time: 282.6229858398, propagate_backward_time: 441.8979797363, weight_update_time: 1.3229882717, other_time: 9.3135070801
epoch time: 51.6251983643s, input_fired_time: 0.8850049376, output_fired_time: 0.0000000000, propagate_forward_time: 49.3097114563, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4304809570
validation[          , genome 18420] predictions:    9852/  10000 (98.52%), best:    9877/10000 (98.77%), error:       461.35352, best error:       377.40948 on epoch:    46, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 640.0423583984s, input_fired_time: 8.0972728729, output_fired_time: 8.1535978317, propagate_forward_time: 239.5164337158, propagate_backward_time: 375.5018920898, weight_update_time: 1.2180073261, other_time: 8.7731323242
epoch time: 49.9692459106s, input_fired_time: 0.8665019870, output_fired_time: 0.0000000000, propagate_forward_time: 47.6688919067, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4338531494
validation[          , genome 18420] predictions:    9883/  10000 (98.83%), best:    9883/10000 (98.83%), error:       344.12820, best error:       344.12820 on epoch:    49, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 640.5685424805s, input_fired_time: 8.1157827377, output_fired_time: 8.1483154297, propagate_forward_time: 240.2367095947, propagate_backward_time: 375.2785034180, weight_update_time: 1.2173247337, other_time: 8.7892456055
epoch time: 44.3322868347s, input_fired_time: 0.8137567639, output_fired_time: 0.0000000000, propagate_forward_time: 42.1018905640, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4166412354
validation[          , genome 18420] predictions:    9859/  10000 (98.59%), best:    9883/10000 (98.83%), error:       443.83350, best error:       344.12820 on epoch:    49, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 571.4097290039s, input_fired_time: 7.5744495392, output_fired_time: 7.1626071930, propagate_forward_time: 213.6695709229, propagate_backward_time: 334.4794311523, weight_update_time: 1.1549341679, other_time: 8.5236816406
epoch time: 43.0188713074s, input_fired_time: 0.7924193144, output_fired_time: 0.0000000000, propagate_forward_time: 40.8502006531, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3762512207
validation[          , genome 18420] predictions:    9875/  10000 (98.75%), best:    9883/10000 (98.83%), error:       386.71490, best error:       344.12820 on epoch:    49, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 590.2268066406s, input_fired_time: 7.7151718140, output_fired_time: 7.4311184883, propagate_forward_time: 220.8742370605, propagate_backward_time: 345.6164855957, weight_update_time: 1.1693894863, other_time: 8.5898437500
epoch time: 57.6878585815s, input_fired_time: 0.9578438401, output_fired_time: 0.0000000000, propagate_forward_time: 55.2402763367, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4897384644
validation[          , genome 18420] predictions:    9879/  10000 (98.79%), best:    9883/10000 (98.83%), error:       376.33746, best error:       344.12820 on epoch:    49, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 648.0499267578s, input_fired_time: 8.2096548080, output_fired_time: 8.2712316513, propagate_forward_time: 242.9168243408, propagate_backward_time: 379.6248474121, weight_update_time: 1.2347011566, other_time: 9.0273742676
epoch time: 43.7560386658s, input_fired_time: 0.8129284978, output_fired_time: 0.0000000000, propagate_forward_time: 41.4752769470, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4678344727
validation[          , genome 18420] predictions:    9881/  10000 (98.81%), best:    9883/10000 (98.83%), error:       378.38806, best error:       344.12820 on epoch:    49, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 661.2313842773s, input_fired_time: 8.3185148239, output_fired_time: 8.4586849213, propagate_forward_time: 248.0175628662, propagate_backward_time: 387.4267272949, weight_update_time: 1.2401773930, other_time: 9.0098571777
epoch time: 38.2458267212s, input_fired_time: 0.7490908504, output_fired_time: 0.0000000000, propagate_forward_time: 36.0665016174, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4302330017
validation[          , genome 18420] predictions:    9888/  10000 (98.88%), best:    9883/10000 (98.83%), error:       355.42102, best error:       344.12820 on epoch:    49, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 626.4771118164s, input_fired_time: 8.0433845520, output_fired_time: 7.9738149643, propagate_forward_time: 234.3565521240, propagate_backward_time: 367.1427001953, weight_update_time: 1.2133874893, other_time: 8.9606323242
epoch time: 56.2655334473s, input_fired_time: 0.9452598095, output_fired_time: 0.0000000000, propagate_forward_time: 53.8150177002, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5052566528
validation[          , genome 18420] predictions:    9873/  10000 (98.73%), best:    9883/10000 (98.83%), error:       385.94894, best error:       344.12820 on epoch:    49, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 665.4468383789s, input_fired_time: 8.3490295410, output_fired_time: 8.5014600754, propagate_forward_time: 249.5521545410, propagate_backward_time: 390.0906982422, weight_update_time: 1.2433172464, other_time: 8.9534606934
epoch time: 60.9962615967s, input_fired_time: 0.9883735180, output_fired_time: 0.0000000000, propagate_forward_time: 58.5248947144, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4829940796
validation[          , genome 18420] predictions:    9862/  10000 (98.62%), best:    9883/10000 (98.83%), error:       420.79431, best error:       344.12820 on epoch:    49, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 729.6397094727s, input_fired_time: 8.8489665985, output_fired_time: 9.4047021866, propagate_forward_time: 274.0913391113, propagate_backward_time: 428.1132202148, weight_update_time: 1.2970367670, other_time: 9.1814880371
epoch time: 61.4628334045s, input_fired_time: 0.9984327555, output_fired_time: 0.0000000000, propagate_forward_time: 58.9366149902, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5277862549
validation[          , genome 18420] predictions:    9881/  10000 (98.81%), best:    9883/10000 (98.83%), error:       354.09280, best error:       344.12820 on epoch:    49, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 607.0787353516s, input_fired_time: 7.9219665527, output_fired_time: 7.7125225067, propagate_forward_time: 227.3209533691, propagate_backward_time: 355.1067504883, weight_update_time: 1.2008348703, other_time: 9.0165100098
epoch time: 56.0681533813s, input_fired_time: 0.9455661774, output_fired_time: 0.0000000000, propagate_forward_time: 53.5938491821, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5287399292
validation[          , genome 18420] predictions:    9875/  10000 (98.75%), best:    9883/10000 (98.83%), error:       385.22678, best error:       344.12820 on epoch:    49, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 621.5921020508s, input_fired_time: 8.0598878860, output_fired_time: 7.9076366425, propagate_forward_time: 232.8684997559, propagate_backward_time: 363.7232666016, weight_update_time: 1.2137628794, other_time: 9.0328063965
epoch time: 60.8112678528s, input_fired_time: 0.9945254922, output_fired_time: 0.0000000000, propagate_forward_time: 58.2651290894, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5516128540
validation[          , genome 18420] predictions:    9871/  10000 (98.71%), best:    9883/10000 (98.83%), error:       411.52371, best error:       344.12820 on epoch:    49, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 691.6683349609s, input_fired_time: 8.5556211472, output_fired_time: 8.8642959595, propagate_forward_time: 259.5286254883, propagate_backward_time: 405.6074218750, weight_update_time: 1.2672828436, other_time: 9.1123657227
epoch time: 38.4607925415s, input_fired_time: 0.7567508817, output_fired_time: 0.0000000000, propagate_forward_time: 36.2780952454, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4259452820
validation[          , genome 18420] predictions:    9882/  10000 (98.82%), best:    9883/10000 (98.83%), error:       371.56604, best error:       344.12820 on epoch:    49, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 530.1483764648s, input_fired_time: 7.3153095245, output_fired_time: 6.6164331436, propagate_forward_time: 198.0175476074, propagate_backward_time: 309.6059875488, weight_update_time: 1.1239857674, other_time: 8.5930786133
epoch time: 38.8918876648s, input_fired_time: 0.7660067081, output_fired_time: 0.0000000000, propagate_forward_time: 36.6477737427, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4781074524
validation[          , genome 18420] predictions:    9871/  10000 (98.71%), best:    9883/10000 (98.83%), error:       373.58401, best error:       344.12820 on epoch:    49, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 630.4497680664s, input_fired_time: 8.1000261307, output_fired_time: 8.0151386261, propagate_forward_time: 236.6024475098, propagate_backward_time: 368.8042602539, weight_update_time: 1.2144007683, other_time: 8.9278869629
epoch time: 53.1793861389s, input_fired_time: 0.9146320820, output_fired_time: 0.0000000000, propagate_forward_time: 50.7715568542, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4931983948
validation[          , genome 18420] predictions:    9875/  10000 (98.75%), best:    9883/10000 (98.83%), error:       373.20370, best error:       344.12820 on epoch:    49, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 666.5921020508s, input_fired_time: 8.3470058441, output_fired_time: 8.5152568817, propagate_forward_time: 250.0824432373, propagate_backward_time: 390.7062072754, weight_update_time: 1.2445813417, other_time: 8.9411926270
epoch time: 61.2566223145s, input_fired_time: 1.0018326044, output_fired_time: 0.0000000000, propagate_forward_time: 58.7241172791, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5306739807
validation[          , genome 18420] predictions:    9883/  10000 (98.83%), best:    9883/10000 (98.83%), error:       356.58276, best error:       344.12820 on epoch:    49, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 721.2471923828s, input_fired_time: 8.8284606934, output_fired_time: 9.2979650497, propagate_forward_time: 270.8405456543, propagate_backward_time: 422.9731140137, weight_update_time: 1.3008922338, other_time: 9.3070678711
epoch time: 61.4773902893s, input_fired_time: 1.0083658695, output_fired_time: 0.0000000000, propagate_forward_time: 58.9458160400, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5232086182
validation[          , genome 18420] predictions:    9880/  10000 (98.80%), best:    9883/10000 (98.83%), error:       375.68951, best error:       344.12820 on epoch:    49, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 675.9623413086s, input_fired_time: 8.4460992813, output_fired_time: 8.6512756348, propagate_forward_time: 253.8143310547, propagate_backward_time: 395.9744262695, weight_update_time: 1.2550098896, other_time: 9.0762329102
epoch time: 56.3827400208s, input_fired_time: 0.9556052089, output_fired_time: 0.0000000000, propagate_forward_time: 53.8859100342, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5412254333
validation[          , genome 18420] predictions:    9868/  10000 (98.68%), best:    9883/10000 (98.83%), error:       403.08261, best error:       344.12820 on epoch:    49, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 565.5893554688s, input_fired_time: 7.6076512337, output_fired_time: 7.1271028519, propagate_forward_time: 211.2645263672, propagate_backward_time: 330.7594299316, weight_update_time: 1.1623089314, other_time: 8.8306579590
epoch time: 60.6161422729s, input_fired_time: 0.9876909852, output_fired_time: 0.0000000000, propagate_forward_time: 58.1384086609, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4900436401
validation[          , genome 18420] predictions:    9885/  10000 (98.85%), best:    9883/10000 (98.83%), error:       354.22171, best error:       344.12820 on epoch:    49, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 599.4912719727s, input_fired_time: 7.8353972435, output_fired_time: 7.5714797974, propagate_forward_time: 224.6378479004, propagate_backward_time: 350.7615966797, weight_update_time: 1.1827113628, other_time: 8.6849670410
epoch time: 56.7673606873s, input_fired_time: 0.9551937580, output_fired_time: 0.0000000000, propagate_forward_time: 54.2842445374, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5279235840
validation[          , genome 18420] predictions:    9872/  10000 (98.72%), best:    9883/10000 (98.83%), error:       381.89069, best error:       344.12820 on epoch:    49, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 660.2548217773s, input_fired_time: 8.3387460709, output_fired_time: 8.4516830444, propagate_forward_time: 247.7052001953, propagate_backward_time: 386.7062072754, weight_update_time: 1.2429343462, other_time: 9.0530090332
epoch time: 57.5587692261s, input_fired_time: 0.9603052735, output_fired_time: 0.0000000000, propagate_forward_time: 55.1123886108, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4860763550
validation[          , genome 18420] predictions:    9885/  10000 (98.85%), best:    9883/10000 (98.83%), error:       346.43924, best error:       344.12820 on epoch:    49, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 616.8548583984s, input_fired_time: 7.9605669975, output_fired_time: 7.8652658463, propagate_forward_time: 230.8057098389, propagate_backward_time: 361.4542541504, weight_update_time: 1.1957520247, other_time: 8.7690124512
epoch time: 43.3051986694s, input_fired_time: 0.8068316579, output_fired_time: 0.0000000000, propagate_forward_time: 41.0908660889, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4075012207
validation[          , genome 18420] predictions:    9884/  10000 (98.84%), best:    9883/10000 (98.83%), error:       356.50491, best error:       344.12820 on epoch:    49, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 620.1114501953s, input_fired_time: 7.9901452065, output_fired_time: 7.8525357246, propagate_forward_time: 232.3763122559, propagate_backward_time: 363.1062011719, weight_update_time: 1.2005932331, other_time: 8.7862243652
epoch time: 51.6028709412s, input_fired_time: 0.9003399611, output_fired_time: 0.0000000000, propagate_forward_time: 49.2522506714, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4502792358
validation[          , genome 18420] predictions:    9881/  10000 (98.81%), best:    9883/10000 (98.83%), error:       371.60980, best error:       344.12820 on epoch:    49, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 671.8836669922s, input_fired_time: 8.4149999619, output_fired_time: 8.6166210175, propagate_forward_time: 251.8954772949, propagate_backward_time: 393.9754943848, weight_update_time: 1.2468461990, other_time: 8.9810791016
epoch time: 45.2137069702s, input_fired_time: 0.8254873157, output_fired_time: 0.0000000000, propagate_forward_time: 42.9821815491, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4060363770
validation[          , genome 18420] predictions:    9875/  10000 (98.75%), best:    9883/10000 (98.83%), error:       374.72272, best error:       344.12820 on epoch:    49, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 610.8149414062s, input_fired_time: 7.9084529877, output_fired_time: 7.7447495461, propagate_forward_time: 228.5084686279, propagate_backward_time: 357.9033203125, weight_update_time: 1.1894762516, other_time: 8.7499389648
epoch time: 51.0303115845s, input_fired_time: 0.8892344832, output_fired_time: 0.0000000000, propagate_forward_time: 48.6880798340, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4529991150
validation[          , genome 18420] predictions:    9892/  10000 (98.92%), best:    9883/10000 (98.83%), error:       359.39954, best error:       344.12820 on epoch:    49, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 695.2458496094s, input_fired_time: 8.6054639816, output_fired_time: 8.9158630371, propagate_forward_time: 261.2412719727, propagate_backward_time: 407.4462280273, weight_update_time: 1.2673182487, other_time: 9.0369873047
epoch time: 52.9785232544s, input_fired_time: 0.9097496271, output_fired_time: 0.0000000000, propagate_forward_time: 50.6160125732, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4527626038
validation[          , genome 18420] predictions:    9892/  10000 (98.92%), best:    9883/10000 (98.83%), error:       355.94052, best error:       344.12820 on epoch:    49, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 629.7093505859s, input_fired_time: 8.0629205704, output_fired_time: 8.0109348297, propagate_forward_time: 235.6078796387, propagate_backward_time: 369.1795349121, weight_update_time: 1.2094296217, other_time: 8.8480834961
epoch time: 40.6026306152s, input_fired_time: 0.7790331841, output_fired_time: 0.0000000000, propagate_forward_time: 38.4391517639, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3844451904
validation[          , genome 18420] predictions:    9886/  10000 (98.86%), best:    9883/10000 (98.83%), error:       357.73035, best error:       344.12820 on epoch:    49, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 580.1524658203s, input_fired_time: 7.7157335281, output_fired_time: 7.2756443024, propagate_forward_time: 217.4011535645, propagate_backward_time: 339.0235290527, weight_update_time: 1.1662472486, other_time: 8.7363891602
epoch time: 61.6610755920s, input_fired_time: 1.0149154663, output_fired_time: 0.0000000000, propagate_forward_time: 59.0870285034, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5591316223
validation[          , genome 18420] predictions:    9887/  10000 (98.87%), best:    9883/10000 (98.83%), error:       353.97659, best error:       344.12820 on epoch:    49, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 655.9201660156s, input_fired_time: 8.3348331451, output_fired_time: 8.4002103806, propagate_forward_time: 246.0303344727, propagate_backward_time: 384.0337219238, weight_update_time: 1.2405017614, other_time: 9.1210632324
epoch time: 46.3589477539s, input_fired_time: 0.8360860944, output_fired_time: 0.0000000000, propagate_forward_time: 44.1104698181, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4123916626
validation[          , genome 18420] predictions:    9869/  10000 (98.69%), best:    9883/10000 (98.83%), error:       407.14166, best error:       344.12820 on epoch:    49, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 585.9694213867s, input_fired_time: 7.7307715416, output_fired_time: 7.3736233711, propagate_forward_time: 219.5937652588, propagate_backward_time: 342.6484069824, weight_update_time: 1.1700080633, other_time: 8.6228942871
epoch time: 36.1105308533s, input_fired_time: 0.7288357615, output_fired_time: 0.0000000000, propagate_forward_time: 34.0251884460, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3565063477
validation[          , genome 18420] predictions:    9874/  10000 (98.74%), best:    9883/10000 (98.83%), error:       365.26776, best error:       344.12820 on epoch:    49, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 513.3773193359s, input_fired_time: 7.1939806938, output_fired_time: 6.3825731277, propagate_forward_time: 192.1066589355, propagate_backward_time: 299.1778869629, weight_update_time: 1.1155740023, other_time: 8.5162353516
epoch time: 43.5167999268s, input_fired_time: 0.8111445904, output_fired_time: 0.0000000000, propagate_forward_time: 41.2697372437, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4359169006
validation[          , genome 18420] predictions:    9880/  10000 (98.80%), best:    9883/10000 (98.83%), error:       351.12741, best error:       344.12820 on epoch:    49, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 578.2729492188s, input_fired_time: 7.6957602501, output_fired_time: 7.2873024940, propagate_forward_time: 216.5143737793, propagate_backward_time: 338.1005859375, weight_update_time: 1.1661497355, other_time: 8.6749572754
epoch time: 45.6351013184s, input_fired_time: 0.8382359147, output_fired_time: 0.0000000000, propagate_forward_time: 43.3270416260, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4698219299
validation[          , genome 18420] predictions:    9883/  10000 (98.83%), best:    9883/10000 (98.83%), error:       358.69144, best error:       344.12820 on epoch:    49, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 606.3018798828s, input_fired_time: 7.8900604248, output_fired_time: 7.6789689064, propagate_forward_time: 227.2917022705, propagate_backward_time: 354.7065734863, weight_update_time: 1.1869612932, other_time: 8.7345886230
epoch time: 52.2523651123s, input_fired_time: 0.8965811729, output_fired_time: 0.0000000000, propagate_forward_time: 49.9175453186, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4382400513
validation[          , genome 18420] predictions:    9878/  10000 (98.78%), best:    9883/10000 (98.83%), error:       364.46207, best error:       344.12820 on epoch:    49, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 586.4821777344s, input_fired_time: 7.7421374321, output_fired_time: 7.3716440201, propagate_forward_time: 219.4427795410, propagate_backward_time: 343.2026672363, weight_update_time: 1.1707390547, other_time: 8.7229614258
epoch time: 59.8197021484s, input_fired_time: 0.9922964573, output_fired_time: 0.0000000000, propagate_forward_time: 57.2460556030, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5813484192
validation[          , genome 18420] predictions:    9881/  10000 (98.81%), best:    9883/10000 (98.83%), error:       363.94702, best error:       344.12820 on epoch:    49, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 638.1557617188s, input_fired_time: 8.1695547104, output_fired_time: 8.1326599121, propagate_forward_time: 239.1018371582, propagate_backward_time: 373.7305908203, weight_update_time: 1.2281670570, other_time: 9.0210876465
epoch time: 35.9416961670s, input_fired_time: 0.7288206220, output_fired_time: 0.0000000000, propagate_forward_time: 33.8504676819, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3624076843
validation[          , genome 18420] predictions:    9882/  10000 (98.82%), best:    9883/10000 (98.83%), error:       359.28674, best error:       344.12820 on epoch:    49, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

arguments:
	'../../projects/csgrid.org_csg/exact_client_0.33_x86_64-pc-linux-gnu'
	'--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_1518178202_52_18420.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1518178202_52_18420_1_r1365592820_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: 0.983062
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.000176998
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 7.07993e-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: 83
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 49
read number_validation_images: 10000
read best_validation_predictions: 9883
read best_validation_error: 344.128
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: 18420
read normal distribution: '1 0 0'
generator_str: '1870198499'
read generator: 1870198499
read generated_by_map:
1 disable_edge 1
reading 105 nodes.
reading 395 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: 707.490478515625s, input_fired_time: 9.09355449676514, output_fired_time: 9.10574340820312, propagate_forward_time: 264.641296386719, propagate_backward_time: 414.285186767578, weight_update_time: 1.41218483448029, other_time: 10.3646545410156
epoch time: 57.2749099731445s, input_fired_time: 0.994047999382019, output_fired_time: 0, propagate_forward_time: 54.6903533935547, propagate_backward_time: 0, weight_update_time: 0, other_time: 1.59050750732422
validation[          , genome 18420] predictions:    9876/  10000 (98.76%), best:    9883/10000 (98.83%), error:       366.04971, best error:       344.12820 on epoch:    49, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 738.6661987305s, input_fired_time: 9.1517133713, output_fired_time: 9.6404666901, propagate_forward_time: 276.7836303711, propagate_backward_time: 433.1737976074, weight_update_time: 1.3866559267, other_time: 9.9165954590
epoch time: 61.1730346680s, input_fired_time: 1.0270251036, output_fired_time: 0.0000000000, propagate_forward_time: 58.6043548584, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5416564941
validation[          , genome 18420] predictions:    9875/  10000 (98.75%), best:    9883/10000 (98.83%), error:       379.07675, best error:       344.12820 on epoch:    49, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 656.1682739258s, input_fired_time: 8.4278974533, output_fired_time: 8.4305953979, propagate_forward_time: 246.1134490967, propagate_backward_time: 383.8342590332, weight_update_time: 1.3057817221, other_time: 9.3620300293
epoch time: 61.6135444641s, input_fired_time: 1.0335187912, output_fired_time: 0.0000000000, propagate_forward_time: 59.0346260071, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5453987122
validation[          , genome 18420] predictions:    9879/  10000 (98.79%), best:    9883/10000 (98.83%), error:       370.40796, best error:       344.12820 on epoch:    49, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 614.0415649414s, input_fired_time: 8.2157106400, output_fired_time: 7.8795161247, propagate_forward_time: 229.4175415039, propagate_backward_time: 358.8190612793, weight_update_time: 1.2875109911, other_time: 9.7097473145
epoch time: 36.5339851379s, input_fired_time: 0.7702353001, output_fired_time: 0.0000000000, propagate_forward_time: 34.2770500183, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4866981506
validation[          , genome 18420] predictions:    9879/  10000 (98.79%), best:    9883/10000 (98.83%), error:       367.78119, best error:       344.12820 on epoch:    49, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 449.7359619141s, input_fired_time: 6.9015927315, output_fired_time: 5.5907979012, propagate_forward_time: 167.4187774658, propagate_backward_time: 260.8704833984, weight_update_time: 1.1276671886, other_time: 8.9543457031
epoch time: 59.9190559387s, input_fired_time: 1.0167694092, output_fired_time: 0.0000000000, propagate_forward_time: 57.3619766235, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5403099060
validation[          , genome 18420] predictions:    9879/  10000 (98.79%), best:    9883/10000 (98.83%), error:       369.12479, best error:       344.12820 on epoch:    49, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 649.4380493164s, input_fired_time: 8.4582777023, output_fired_time: 8.3982973099, propagate_forward_time: 243.3487548828, propagate_backward_time: 379.6232604980, weight_update_time: 1.3049049377, other_time: 9.6094665527
epoch time: 60.2834739685s, input_fired_time: 1.0116697550, output_fired_time: 0.0000000000, propagate_forward_time: 57.7113838196, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5604209900
validation[          , genome 18420] predictions:    9881/  10000 (98.81%), best:    9883/10000 (98.83%), error:       357.75528, best error:       344.12820 on epoch:    49, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 776.0327148438s, input_fired_time: 9.4645595551, output_fired_time: 10.1612539291, propagate_forward_time: 291.6055297852, propagate_backward_time: 454.7372436523, weight_update_time: 1.4200603962, other_time: 10.0641479492
epoch time: 62.1023178101s, input_fired_time: 1.0440094471, output_fired_time: 0.0000000000, propagate_forward_time: 59.4629898071, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5953178406
validation[          , genome 18420] predictions:    9873/  10000 (98.73%), best:    9883/10000 (98.83%), error:       383.05954, best error:       344.12820 on epoch:    49, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 761.7778320312s, input_fired_time: 9.3363018036, output_fired_time: 9.9679584503, propagate_forward_time: 286.1546936035, propagate_backward_time: 446.2990112305, weight_update_time: 1.4109783173, other_time: 10.0198669434
epoch time: 49.0527000427s, input_fired_time: 0.9028224945, output_fired_time: 0.0000000000, propagate_forward_time: 46.6315689087, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5183105469
validation[          , genome 18420] predictions:    9882/  10000 (98.82%), best:    9883/10000 (98.83%), error:       353.03885, best error:       344.12820 on epoch:    49, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 533.7445068359s, input_fired_time: 7.4887328148, output_fired_time: 6.7255172729, propagate_forward_time: 199.5983123779, propagate_backward_time: 311.0571899414, weight_update_time: 1.1871421337, other_time: 8.8747558594
epoch time: 61.9485588074s, input_fired_time: 1.0375899076, output_fired_time: 0.0000000000, propagate_forward_time: 59.3683395386, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5426292419
validation[          , genome 18420] predictions:    9880/  10000 (98.80%), best:    9883/10000 (98.83%), error:       372.24139, best error:       344.12820 on epoch:    49, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 522.1287231445s, input_fired_time: 7.3678708076, output_fired_time: 6.5675826073, propagate_forward_time: 195.1158599854, propagate_backward_time: 304.3232116699, weight_update_time: 1.1740460396, other_time: 8.7541809082
epoch time: 35.5807800293s, input_fired_time: 0.7399274111, output_fired_time: 0.0000000000, propagate_forward_time: 33.4860305786, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3548202515
validation[          , genome 18420] predictions:    9883/  10000 (98.83%), best:    9883/10000 (98.83%), error:       361.04889, best error:       344.12820 on epoch:    49, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 585.6073608398s, input_fired_time: 7.8798584938, output_fired_time: 7.4586462975, propagate_forward_time: 219.2276000977, propagate_backward_time: 341.9572143555, weight_update_time: 1.2329261303, other_time: 9.0840454102
epoch time: 50.1276969910s, input_fired_time: 0.9058685899, output_fired_time: 0.0000000000, propagate_forward_time: 47.7611808777, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4606475830
validation[          , genome 18420] predictions:    9888/  10000 (98.88%), best:    9883/10000 (98.83%), error:       353.55734, best error:       344.12820 on epoch:    49, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 598.9768066406s, input_fired_time: 7.9890332222, output_fired_time: 7.6339120865, propagate_forward_time: 224.4846191406, propagate_backward_time: 349.7740173340, weight_update_time: 1.2475272417, other_time: 9.0952453613
epoch time: 52.2000236511s, input_fired_time: 0.9332412481, output_fired_time: 0.0000000000, propagate_forward_time: 49.7703933716, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4963874817
validation[          , genome 18420] predictions:    9872/  10000 (98.72%), best:    9883/10000 (98.83%), error:       390.76178, best error:       344.12820 on epoch:    49, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 648.7497558594s, input_fired_time: 8.4128313065, output_fired_time: 8.3827362061, propagate_forward_time: 243.0612487793, propagate_backward_time: 379.3810119629, weight_update_time: 1.3005648851, other_time: 9.5119018555
epoch time: 61.7415657043s, input_fired_time: 1.0410380363, output_fired_time: 0.0000000000, propagate_forward_time: 59.0965919495, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6039352417
validation[          , genome 18420] predictions:    9883/  10000 (98.83%), best:    9883/10000 (98.83%), error:       358.39542, best error:       344.12820 on epoch:    49, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 686.7567749023s, input_fired_time: 8.6868448257, output_fired_time: 8.8600673676, propagate_forward_time: 257.6492614746, propagate_backward_time: 402.0123596191, weight_update_time: 1.3294818401, other_time: 9.5482788086
epoch time: 35.6316452026s, input_fired_time: 0.7467389703, output_fired_time: 0.0000000000, propagate_forward_time: 33.5191535950, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3657531738
validation[          , genome 18420] predictions:    9889/  10000 (98.89%), best:    9883/10000 (98.83%), error:       368.28427, best error:       344.12820 on epoch:    49, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 735.6400146484s, input_fired_time: 9.1224374771, output_fired_time: 9.6036691666, propagate_forward_time: 276.3709411621, propagate_backward_time: 430.6689758301, weight_update_time: 1.3845247030, other_time: 9.8739624023
epoch time: 41.8183059692s, input_fired_time: 0.8207980990, output_fired_time: 0.0000000000, propagate_forward_time: 39.5298538208, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4676551819
validation[          , genome 18420] predictions:    9879/  10000 (98.79%), best:    9883/10000 (98.83%), error:       374.05612, best error:       344.12820 on epoch:    49, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 636.4342651367s, input_fired_time: 8.3215312958, output_fired_time: 8.1616601944, propagate_forward_time: 238.2882080078, propagate_backward_time: 371.9685363770, weight_update_time: 1.2910031080, other_time: 9.6943054199
epoch time: 61.8350677490s, input_fired_time: 1.0373709202, output_fired_time: 0.0000000000, propagate_forward_time: 59.2374458313, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5602493286
validation[          , genome 18420] predictions:    9883/  10000 (98.83%), best:    9883/10000 (98.83%), error:       365.25690, best error:       344.12820 on epoch:    49, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 678.6837158203s, input_fired_time: 8.6107940674, output_fired_time: 8.7533102036, propagate_forward_time: 254.7151184082, propagate_backward_time: 397.1245117188, weight_update_time: 1.3248019218, other_time: 9.4800109863
epoch time: 36.4315719604s, input_fired_time: 0.7541929483, output_fired_time: 0.0000000000, propagate_forward_time: 34.2912368774, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3861427307
validation[          , genome 18420] predictions:    9871/  10000 (98.71%), best:    9883/10000 (98.83%), error:       376.80338, best error:       344.12820 on epoch:    49, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 709.7685546875s, input_fired_time: 8.8531236649, output_fired_time: 9.1895713806, propagate_forward_time: 266.4663085938, propagate_backward_time: 415.6699523926, weight_update_time: 1.3482710123, other_time: 9.5895690918
epoch time: 61.5048713684s, input_fired_time: 1.0324616432, output_fired_time: 0.0000000000, propagate_forward_time: 58.9375877380, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5348205566
validation[          , genome 18420] predictions:    9872/  10000 (98.72%), best:    9883/10000 (98.83%), error:       371.84570, best error:       344.12820 on epoch:    49, 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: 302.8711547852s, input_fired_time: 5.1049652100, output_fired_time: 0.0000000000, propagate_forward_time: 289.9766845703, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.7894897461
best training[          , genome 18420] predictions:   49946/  50000 (99.89%), best:    9883/10000 (98.83%), error:       316.14386, best error:       344.12820 on epoch:    49, 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: 61.1622581482s, input_fired_time: 1.0073013306, output_fired_time: 0.0000000000, propagate_forward_time: 58.6067581177, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5481987000
   testing[          , genome 18420] predictions:    9883/  10000 (98.83%), best:    9883/10000 (98.83%), error:       374.33710, best error:       344.12820 on epoch:    49, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
05:03:21 (512): called boinc_finish(0)

</stderr_txt>
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