Nameexact_genome_1512568488_42_6464_0
Workunit2603541
Created7 Dec 2017, 19:52:52 UTC
Sent7 Dec 2017, 20:00:05 UTC
Report deadline15 Dec 2017, 21:57:25 UTC
Received8 Dec 2017, 16:24:22 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID49147
Run time2 hours 27 min 51 sec
CPU time2 hours 22 min 32 sec
Validate stateValid
Credit2,020.37
Device peak FLOPS4.13 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size157.35 MB
Peak swap size160.38 MB
Peak disk usage2.44 MB

Stderr output

<core_client_version>7.8.2</core_client_version>
<![CDATA[
<stderr_txt>
d_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3429288864
validation[          , genome  6464] predictions:    9715/  10000 (97.15%), best:    9769/10000 (97.69%), error:       917.76471, best error:       821.96753 on epoch:    18, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 81.6440734863s, input_fired_time: 1.0557056665, output_fired_time: 0.8671893477, propagate_forward_time: 27.5347881317, propagate_backward_time: 50.4987487793, weight_update_time: 0.0983582810, other_time: 1.6876449585
epoch time: 5.4524312019s, input_fired_time: 0.1106316298, output_fired_time: 0.0000000000, propagate_forward_time: 5.0628900528, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2789096832
validation[          , genome  6464] predictions:    9738/  10000 (97.38%), best:    9769/10000 (97.69%), error:       845.17975, best error:       821.96753 on epoch:    18, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 75.3867874146s, input_fired_time: 1.0270500183, output_fired_time: 0.7719950676, propagate_forward_time: 25.1913814545, propagate_backward_time: 46.7865257263, weight_update_time: 0.0921417177, other_time: 1.6098365784
epoch time: 4.3995208740s, input_fired_time: 0.0938927978, output_fired_time: 0.0000000000, propagate_forward_time: 4.0813999176, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2242283821
validation[          , genome  6464] predictions:    9753/  10000 (97.53%), best:    9769/10000 (97.69%), error:       844.87860, best error:       821.96753 on epoch:    18, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 64.4880294800s, input_fired_time: 0.8807935715, output_fired_time: 0.6417068839, propagate_forward_time: 20.3914413452, propagate_backward_time: 41.3160820007, weight_update_time: 0.0757988617, other_time: 1.2580032349
epoch time: 4.1835255623s, input_fired_time: 0.0921965986, output_fired_time: 0.0000000000, propagate_forward_time: 3.8783345222, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2129945755
validation[          , genome  6464] predictions:    9759/  10000 (97.59%), best:    9759/10000 (97.59%), error:       803.46655, best error:       803.46655 on epoch:    23, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 63.8951950073s, input_fired_time: 0.8795322180, output_fired_time: 0.6424024701, propagate_forward_time: 20.0926265717, propagate_backward_time: 41.0474586487, weight_update_time: 0.0751574412, other_time: 1.2331733704
epoch time: 4.3055171967s, input_fired_time: 0.0892595649, output_fired_time: 0.0000000000, propagate_forward_time: 3.9969127178, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2193448544
validation[          , genome  6464] predictions:    9737/  10000 (97.37%), best:    9759/10000 (97.59%), error:       875.74615, best error:       803.46655 on epoch:    23, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 88.6313323975s, input_fired_time: 1.2682968378, output_fired_time: 1.0744881630, propagate_forward_time: 29.3403053284, propagate_backward_time: 54.5538253784, weight_update_time: 0.1393628120, other_time: 2.3944206238
epoch time: 6.2295689583s, input_fired_time: 0.1487224400, output_fired_time: 0.0000000000, propagate_forward_time: 5.6674022675, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4134440422
validation[          , genome  6464] predictions:    9724/  10000 (97.24%), best:    9759/10000 (97.59%), error:       928.78802, best error:       803.46655 on epoch:    23, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 88.3234939575s, input_fired_time: 1.2829251289, output_fired_time: 1.1216570139, propagate_forward_time: 28.8179588318, propagate_backward_time: 54.6394653320, weight_update_time: 0.1447800100, other_time: 2.4614830017
epoch time: 6.5150675774s, input_fired_time: 0.1555451453, output_fired_time: 0.0000000000, propagate_forward_time: 5.9227085114, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4368138313
validation[          , genome  6464] predictions:    9692/  10000 (96.92%), best:    9759/10000 (97.59%), error:       964.11285, best error:       803.46655 on epoch:    23, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 87.5304870605s, input_fired_time: 1.2600933313, output_fired_time: 1.1020028591, propagate_forward_time: 28.4332160950, propagate_backward_time: 54.3267898560, weight_update_time: 0.1417749971, other_time: 2.4083824158
epoch time: 6.6334795952s, input_fired_time: 0.1490255594, output_fired_time: 0.0000000000, propagate_forward_time: 6.0702810287, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4141731262
validation[          , genome  6464] predictions:    9758/  10000 (97.58%), best:    9759/10000 (97.59%), error:       827.76044, best error:       803.46655 on epoch:    23, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 87.5741195679s, input_fired_time: 1.2608270645, output_fired_time: 1.0739037991, propagate_forward_time: 28.4614238739, propagate_backward_time: 54.3380546570, weight_update_time: 0.1443055719, other_time: 2.4399070740
epoch time: 6.1917057037s, input_fired_time: 0.1450885683, output_fired_time: 0.0000000000, propagate_forward_time: 5.6300234795, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4165935516
validation[          , genome  6464] predictions:    9762/  10000 (97.62%), best:    9759/10000 (97.59%), error:       823.32281, best error:       803.46655 on epoch:    23, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 86.7706527710s, input_fired_time: 1.2463334799, output_fired_time: 1.0840257406, propagate_forward_time: 28.4387149811, propagate_backward_time: 53.5894699097, weight_update_time: 0.1426298469, other_time: 2.4121170044
epoch time: 6.2414431572s, input_fired_time: 0.1478231102, output_fired_time: 0.0000000000, propagate_forward_time: 5.6849875450, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4086322784
validation[          , genome  6464] predictions:    9710/  10000 (97.10%), best:    9759/10000 (97.59%), error:       981.76208, best error:       803.46655 on epoch:    23, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 87.1157760620s, input_fired_time: 1.2430483103, output_fired_time: 1.0851552486, propagate_forward_time: 28.4352569580, propagate_backward_time: 54.0010261536, weight_update_time: 0.1384845376, other_time: 2.3512916565
epoch time: 6.1299147606s, input_fired_time: 0.1425264776, output_fired_time: 0.0000000000, propagate_forward_time: 5.5813817978, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4060063362
validation[          , genome  6464] predictions:    9720/  10000 (97.20%), best:    9759/10000 (97.59%), error:       907.25049, best error:       803.46655 on epoch:    23, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 86.0339279175s, input_fired_time: 1.2335097790, output_fired_time: 1.0464986563, propagate_forward_time: 27.9825172424, propagate_backward_time: 53.4038429260, weight_update_time: 0.1394406557, other_time: 2.3675537109
epoch time: 6.1320219040s, input_fired_time: 0.1440636218, output_fired_time: 0.0000000000, propagate_forward_time: 5.5813679695, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4065904617
validation[          , genome  6464] predictions:    9729/  10000 (97.29%), best:    9759/10000 (97.59%), error:       913.26489, best error:       803.46655 on epoch:    23, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 85.7970428467s, input_fired_time: 1.2294294834, output_fired_time: 1.0478405952, propagate_forward_time: 28.0278015137, propagate_backward_time: 53.1709327698, weight_update_time: 0.1367235035, other_time: 2.3210334778
epoch time: 6.2461147308s, input_fired_time: 0.1421198696, output_fired_time: 0.0000000000, propagate_forward_time: 5.6989889145, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4050059319
validation[          , genome  6464] predictions:    9705/  10000 (97.05%), best:    9759/10000 (97.59%), error:       936.57831, best error:       803.46655 on epoch:    23, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 86.1699905396s, input_fired_time: 1.2368479967, output_fired_time: 1.0445635319, propagate_forward_time: 28.2266616821, propagate_backward_time: 53.3013763428, weight_update_time: 0.1392813325, other_time: 2.3605422974
epoch time: 6.0225863457s, input_fired_time: 0.1420991719, output_fired_time: 0.0000000000, propagate_forward_time: 5.4893870354, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3910999298
validation[          , genome  6464] predictions:    9684/  10000 (96.84%), best:    9759/10000 (97.59%), error:      1058.37695, best error:       803.46655 on epoch:    23, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 85.8411788940s, input_fired_time: 1.2275834084, output_fired_time: 1.0532872677, propagate_forward_time: 27.9271640778, propagate_backward_time: 53.3155174255, weight_update_time: 0.1357601881, other_time: 2.3176307678
epoch time: 6.1229863167s, input_fired_time: 0.1435024291, output_fired_time: 0.0000000000, propagate_forward_time: 5.5708770752, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4086070061
validation[          , genome  6464] predictions:    9741/  10000 (97.41%), best:    9759/10000 (97.59%), error:       836.65179, best error:       803.46655 on epoch:    23, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 86.3058853149s, input_fired_time: 1.2260162830, output_fired_time: 1.0668723583, propagate_forward_time: 28.0861759186, propagate_backward_time: 53.5342292786, weight_update_time: 0.1398775280, other_time: 2.3925971985
epoch time: 6.1640095711s, input_fired_time: 0.1462652683, output_fired_time: 0.0000000000, propagate_forward_time: 5.6101293564, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4076147079
validation[          , genome  6464] predictions:    9762/  10000 (97.62%), best:    9762/10000 (97.62%), error:       766.55011, best error:       766.55011 on epoch:    35, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 85.9524383545s, input_fired_time: 1.2334400415, output_fired_time: 1.0669907331, propagate_forward_time: 28.0808696747, propagate_backward_time: 53.2384414673, weight_update_time: 0.1368055791, other_time: 2.3326950073
epoch time: 6.0625147820s, input_fired_time: 0.1427548081, output_fired_time: 0.0000000000, propagate_forward_time: 5.5215373039, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3982224464
validation[          , genome  6464] predictions:    9723/  10000 (97.23%), best:    9762/10000 (97.62%), error:       857.71686, best error:       766.55011 on epoch:    35, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 86.1020126343s, input_fired_time: 1.2374805212, output_fired_time: 1.0610802174, propagate_forward_time: 28.0353488922, propagate_backward_time: 53.4043235779, weight_update_time: 0.1369003952, other_time: 2.3637809753
epoch time: 6.7111754417s, input_fired_time: 0.1539100558, output_fired_time: 0.0000000000, propagate_forward_time: 6.1198945045, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4373707771
validation[          , genome  6464] predictions:    9750/  10000 (97.50%), best:    9762/10000 (97.62%), error:       799.07385, best error:       766.55011 on epoch:    35, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 84.8546295166s, input_fired_time: 1.1899417639, output_fired_time: 1.0195626020, propagate_forward_time: 28.0101184845, propagate_backward_time: 52.3755950928, weight_update_time: 0.1331115812, other_time: 2.2594146729
epoch time: 6.0769648552s, input_fired_time: 0.1379881054, output_fired_time: 0.0000000000, propagate_forward_time: 5.5431551933, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3958215714
validation[          , genome  6464] predictions:    9735/  10000 (97.35%), best:    9762/10000 (97.62%), error:       861.67480, best error:       766.55011 on epoch:    35, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 77.0998535156s, input_fired_time: 1.0745476484, output_fired_time: 0.8650566339, propagate_forward_time: 25.2513866425, propagate_backward_time: 48.0500602722, weight_update_time: 0.1104125082, other_time: 1.8587989807
epoch time: 4.2563920021s, input_fired_time: 0.0941971764, output_fired_time: 0.0000000000, propagate_forward_time: 3.9484837055, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2137110233
validation[          , genome  6464] predictions:    9756/  10000 (97.56%), best:    9762/10000 (97.62%), error:       795.95447, best error:       766.55011 on epoch:    35, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 64.0421752930s, input_fired_time: 0.8880441785, output_fired_time: 0.6365963817, propagate_forward_time: 20.0845432281, propagate_backward_time: 41.2029266357, weight_update_time: 0.0749105066, other_time: 1.2300643921
epoch time: 4.3530535698s, input_fired_time: 0.0961997360, output_fired_time: 0.0000000000, propagate_forward_time: 4.0368156433, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2200384140
validation[          , genome  6464] predictions:    9733/  10000 (97.33%), best:    9762/10000 (97.62%), error:       895.21503, best error:       766.55011 on epoch:    35, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 64.5919418335s, input_fired_time: 0.8925359249, output_fired_time: 0.6402829289, propagate_forward_time: 20.3637199402, propagate_backward_time: 41.4458084106, weight_update_time: 0.0763088167, other_time: 1.2495956421
epoch time: 4.5438952446s, input_fired_time: 0.0987090543, output_fired_time: 0.0000000000, propagate_forward_time: 4.2156500816, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2295360565
validation[          , genome  6464] predictions:    9734/  10000 (97.34%), best:    9762/10000 (97.62%), error:       834.31897, best error:       766.55011 on epoch:    35, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 64.4248657227s, input_fired_time: 0.8939210773, output_fired_time: 0.6407430768, propagate_forward_time: 20.2006664276, propagate_backward_time: 41.4410095215, weight_update_time: 0.0755736083, other_time: 1.2485275269
epoch time: 4.1955890656s, input_fired_time: 0.0941427499, output_fired_time: 0.0000000000, propagate_forward_time: 3.8882842064, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2131619453
validation[          , genome  6464] predictions:    9766/  10000 (97.66%), best:    9766/10000 (97.66%), error:       747.74603, best error:       747.74603 on epoch:    42, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 64.4460525513s, input_fired_time: 0.8929892778, output_fired_time: 0.6395950317, propagate_forward_time: 20.2932052612, propagate_backward_time: 41.3702926636, weight_update_time: 0.0767444968, other_time: 1.2499694824
epoch time: 4.3057370186s, input_fired_time: 0.0946178138, output_fired_time: 0.0000000000, propagate_forward_time: 3.9918127060, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2193064690
validation[          , genome  6464] predictions:    9725/  10000 (97.25%), best:    9766/10000 (97.66%), error:       893.41522, best error:       747.74603 on epoch:    42, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 64.3330612183s, input_fired_time: 0.8959494233, output_fired_time: 0.6401243210, propagate_forward_time: 20.2338829041, propagate_backward_time: 41.3229713440, weight_update_time: 0.0752261281, other_time: 1.2401313782
epoch time: 4.3846673965s, input_fired_time: 0.0952019393, output_fired_time: 0.0000000000, propagate_forward_time: 4.0719699860, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2174954414
validation[          , genome  6464] predictions:    9760/  10000 (97.60%), best:    9766/10000 (97.66%), error:       798.75323, best error:       747.74603 on epoch:    42, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 64.1519927979s, input_fired_time: 0.8944106698, output_fired_time: 0.6387661099, propagate_forward_time: 20.0576667786, propagate_backward_time: 41.3174743652, weight_update_time: 0.0749439299, other_time: 1.2436752319
epoch time: 4.1959276199s, input_fired_time: 0.0951333866, output_fired_time: 0.0000000000, propagate_forward_time: 3.8880305290, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2127637863
validation[          , genome  6464] predictions:    9764/  10000 (97.64%), best:    9766/10000 (97.66%), error:       777.75385, best error:       747.74603 on epoch:    42, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 65.0920562744s, input_fired_time: 0.9020752311, output_fired_time: 0.6482177973, propagate_forward_time: 20.5596427917, propagate_backward_time: 41.7256050110, weight_update_time: 0.0773803517, other_time: 1.2565155029
epoch time: 5.3994708061s, input_fired_time: 0.1086169705, output_fired_time: 0.0000000000, propagate_forward_time: 5.0377240181, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2531299591
validation[          , genome  6464] predictions:    9754/  10000 (97.54%), best:    9766/10000 (97.66%), error:       844.40729, best error:       747.74603 on epoch:    42, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

arguments:
	'projects/csgrid.org_csg/exact_client_0.34_windows_x86_64.exe'
	'--training_file'
	'training_samples.bin'
	'--validation_file'
	'validation_samples.bin'
	'--testing_file'
	'testing_samples.bin'
	'--genome_file'
	'input_genome.txt'
	'--output_file'
	'output_genome.txt'
	'--checkpoint_file'
	'checkpoint.txt'
converting arguments to vector
boincified training filename: '../../projects/csgrid.org_csg/mnist_training_50k.bin'
boincified validation filename: '../../projects/csgrid.org_csg/mnist_validation_10k.bin'
boincified testing filename: '../../projects/csgrid.org_csg/mnist_testing_new.bin'
boincified genome filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_42_6464.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_42_6464_0_r1325950406_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from checkpoint file: 'checkpoint.txt'
read CNN_Genome file with version string: 'v0.33'
read exact_id: -1
read genome_id: -1
read initial_mu: 0.5
read mu: 0.946025
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.00112181
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 4.48724e-05
read weight_decay_delta: 0.95
read batch_size: 50
read epsilon: 1e-07
read alpha: 0.1
read input_dropout_probability: 0
read hidden_dropout_probability: 0
read velocity_reset: 1000
read epoch: 47
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 42
read number_validation_images: 10000
read best_validation_predictions: 9766
read best_validation_error: 747.746
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: 6464
read normal distribution: '1 0 0'
generator_str: '512798812'
read generator: 512798812
read generated_by_map:
1 crossover 1
reading 31 nodes.
reading 92 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: 94.4906234741211s, input_fired_time: 1.2440242767334, output_fired_time: 1.12060987949371, propagate_forward_time: 32.6464233398438, propagate_backward_time: 57.6134834289551, weight_update_time: 0.1049739792943, other_time: 1.8660774230957
epoch time: 4.78066062927246s, input_fired_time: 0.101551435887814, output_fired_time: 0, propagate_forward_time: 4.44155550003052, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.237553596496582
validation[          , genome  6464] predictions:    9709/  10000 (97.09%), best:    9766/10000 (97.66%), error:       926.78644, best error:       747.74603 on epoch:    42, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 71.8820648193s, input_fired_time: 0.9614513516, output_fired_time: 0.7380363345, propagate_forward_time: 23.2445812225, propagate_backward_time: 45.5044593811, weight_update_time: 0.0872731581, other_time: 1.4335365295
epoch time: 5.7410860062s, input_fired_time: 0.1097788736, output_fired_time: 0.0000000000, propagate_forward_time: 5.3648705482, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2664365768
validation[          , genome  6464] predictions:    9695/  10000 (96.95%), best:    9766/10000 (97.66%), error:       982.47229, best error:       747.74603 on epoch:    42, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 81.8975677490s, input_fired_time: 1.1056079865, output_fired_time: 0.8355121017, propagate_forward_time: 27.4009037018, propagate_backward_time: 50.9427223206, weight_update_time: 0.0961866975, other_time: 1.6128273010
epoch time: 5.0903687477s, input_fired_time: 0.1077356637, output_fired_time: 0.0000000000, propagate_forward_time: 4.7302708626, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2523622513
validation[          , genome  6464] predictions:    9748/  10000 (97.48%), best:    9766/10000 (97.66%), error:       830.09424, best error:       747.74603 on epoch:    42, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 82.7223739624s, input_fired_time: 1.1321783066, output_fired_time: 0.8687540889, propagate_forward_time: 28.0423221588, propagate_backward_time: 50.9743232727, weight_update_time: 0.1003263146, other_time: 1.7047996521
epoch time: 5.3590550423s, input_fired_time: 0.1133484468, output_fired_time: 0.0000000000, propagate_forward_time: 4.9716916084, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2740149498
validation[          , genome  6464] predictions:    9748/  10000 (97.48%), best:    9766/10000 (97.66%), error:       824.12280, best error:       747.74603 on epoch:    42, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 74.7880783081s, input_fired_time: 0.9980167150, output_fired_time: 0.7937683463, propagate_forward_time: 24.4953536987, propagate_backward_time: 46.9393653870, weight_update_time: 0.1263973713, other_time: 1.5615730286
epoch time: 6.3298139572s, input_fired_time: 0.1357178241, output_fired_time: 0.0000000000, propagate_forward_time: 5.8823361397, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3117599487
validation[          , genome  6464] predictions:    9789/  10000 (97.89%), best:    9766/10000 (97.66%), error:       781.37146, best error:       747.74603 on epoch:    42, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 82.7508926392s, input_fired_time: 1.1516028643, output_fired_time: 0.8374469280, propagate_forward_time: 27.4039077759, propagate_backward_time: 51.6004905701, weight_update_time: 0.0937150344, other_time: 1.7574424744
epoch time: 5.0451517105s, input_fired_time: 0.1042171344, output_fired_time: 0.0000000000, propagate_forward_time: 4.6949892044, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2459454536
validation[          , genome  6464] predictions:    9744/  10000 (97.44%), best:    9766/10000 (97.66%), error:       811.04065, best error:       747.74603 on epoch:    42, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 69.4259262085s, input_fired_time: 0.9387078285, output_fired_time: 0.7051333785, propagate_forward_time: 22.3273258209, propagate_backward_time: 44.1007003784, weight_update_time: 0.0828522295, other_time: 1.3540649414
epoch time: 4.4678683281s, input_fired_time: 0.0940481052, output_fired_time: 0.0000000000, propagate_forward_time: 4.1481313705, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2256889343
validation[          , genome  6464] predictions:    9719/  10000 (97.19%), best:    9766/10000 (97.66%), error:       864.26251, best error:       747.74603 on epoch:    42, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 65.2019195557s, input_fired_time: 0.8971578479, output_fired_time: 0.6461614370, propagate_forward_time: 20.5056304932, propagate_backward_time: 41.8752670288, weight_update_time: 0.0778598413, other_time: 1.2777061462
epoch time: 4.4246549606s, input_fired_time: 0.0961555764, output_fired_time: 0.0000000000, propagate_forward_time: 4.1068639755, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2216353416
validation[          , genome  6464] predictions:    9713/  10000 (97.13%), best:    9766/10000 (97.66%), error:       947.12878, best error:       747.74603 on epoch:    42, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 65.3660964966s, input_fired_time: 0.9012277126, output_fired_time: 0.6521370411, propagate_forward_time: 20.6137218475, propagate_backward_time: 41.9077949524, weight_update_time: 0.0786389112, other_time: 1.2912101746
epoch time: 4.3055295944s, input_fired_time: 0.0922119990, output_fired_time: 0.0000000000, propagate_forward_time: 3.9960641861, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2172532082
validation[          , genome  6464] predictions:    9717/  10000 (97.17%), best:    9766/10000 (97.66%), error:       905.89825, best error:       747.74603 on epoch:    42, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 91.2822647095s, input_fired_time: 1.3158597946, output_fired_time: 1.1542509794, propagate_forward_time: 29.7469444275, propagate_backward_time: 56.4767150879, weight_update_time: 0.1498764157, other_time: 2.5884971619
epoch time: 11.9492225647s, input_fired_time: 0.2557176948, output_fired_time: 0.0000000000, propagate_forward_time: 11.0519714355, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6415338516
validation[          , genome  6464] predictions:    9714/  10000 (97.14%), best:    9766/10000 (97.66%), error:       947.32813, best error:       747.74603 on epoch:    42, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 95.2312698364s, input_fired_time: 1.3613725901, output_fired_time: 1.2399877310, propagate_forward_time: 30.8263206482, propagate_backward_time: 59.0860061646, weight_update_time: 0.1667984277, other_time: 2.7175788879
epoch time: 6.3627414703s, input_fired_time: 0.1597803086, output_fired_time: 0.0000000000, propagate_forward_time: 5.7579765320, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4449844360
validation[          , genome  6464] predictions:    9782/  10000 (97.82%), best:    9782/10000 (97.82%), error:       720.56244, best error:       720.56244 on epoch:    57, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 90.5891342163s, input_fired_time: 1.3340511322, output_fired_time: 1.1471487284, propagate_forward_time: 29.1503295898, propagate_backward_time: 56.3860816956, weight_update_time: 0.1492191106, other_time: 2.5715217590
epoch time: 6.4427933693s, input_fired_time: 0.1591490209, output_fired_time: 0.0000000000, propagate_forward_time: 5.8325786591, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4510655403
validation[          , genome  6464] predictions:    9755/  10000 (97.55%), best:    9782/10000 (97.82%), error:       858.26666, best error:       720.56244 on epoch:    57, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 89.9849853516s, input_fired_time: 1.3153481483, output_fired_time: 1.1581697464, propagate_forward_time: 28.7850494385, propagate_backward_time: 56.1732749939, weight_update_time: 0.1510136724, other_time: 2.5531425476
epoch time: 6.3852982521s, input_fired_time: 0.1593290120, output_fired_time: 0.0000000000, propagate_forward_time: 5.7853312492, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4406380653
validation[          , genome  6464] predictions:    9768/  10000 (97.68%), best:    9782/10000 (97.82%), error:       774.09796, best error:       720.56244 on epoch:    57, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 89.6101455688s, input_fired_time: 1.3160890341, output_fired_time: 1.1636356115, propagate_forward_time: 28.6688766479, propagate_backward_time: 55.9058494568, weight_update_time: 0.1485971510, other_time: 2.5556983948
epoch time: 6.3732686043s, input_fired_time: 0.1600183547, output_fired_time: 0.0000000000, propagate_forward_time: 5.7706723213, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4425778389
validation[          , genome  6464] predictions:    9733/  10000 (97.33%), best:    9782/10000 (97.82%), error:       868.16632, best error:       720.56244 on epoch:    57, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 88.4804229736s, input_fired_time: 1.3048237562, output_fired_time: 1.1250756979, propagate_forward_time: 28.2914466858, propagate_backward_time: 55.2434997559, weight_update_time: 0.1488824785, other_time: 2.5155754089
epoch time: 6.3320932388s, input_fired_time: 0.1587226838, output_fired_time: 0.0000000000, propagate_forward_time: 5.7367043495, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4366660118
validation[          , genome  6464] predictions:    9662/  10000 (96.62%), best:    9782/10000 (97.82%), error:      1085.63879, best error:       720.56244 on epoch:    57, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 88.5921478271s, input_fired_time: 1.3240097761, output_fired_time: 1.1209617853, propagate_forward_time: 28.4180259705, propagate_backward_time: 55.2037773132, weight_update_time: 0.1506870091, other_time: 2.5253677368
epoch time: 6.3540759087s, input_fired_time: 0.1508945078, output_fired_time: 0.0000000000, propagate_forward_time: 5.7830929756, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4200882912
validation[          , genome  6464] predictions:    9758/  10000 (97.58%), best:    9782/10000 (97.82%), error:       743.63641, best error:       720.56244 on epoch:    57, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 89.1174850464s, input_fired_time: 1.3171551228, output_fired_time: 1.1371514797, propagate_forward_time: 28.5733966827, propagate_backward_time: 55.5466156006, weight_update_time: 0.1486369669, other_time: 2.5431671143
epoch time: 6.3429508209s, input_fired_time: 0.1599038690, output_fired_time: 0.0000000000, propagate_forward_time: 5.7464103699, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4366364479
validation[          , genome  6464] predictions:    9710/  10000 (97.10%), best:    9782/10000 (97.82%), error:       961.26294, best error:       720.56244 on epoch:    57, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 88.4282684326s, input_fired_time: 1.3373306990, output_fired_time: 1.1259635687, propagate_forward_time: 28.3456249237, propagate_backward_time: 55.1347961426, weight_update_time: 0.1486313939, other_time: 2.4845504761
epoch time: 6.6069898605s, input_fired_time: 0.1173188314, output_fired_time: 0.0000000000, propagate_forward_time: 6.2220635414, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2676076889
validation[          , genome  6464] predictions:    9766/  10000 (97.66%), best:    9782/10000 (97.82%), error:       774.95483, best error:       720.56244 on epoch:    57, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 70.6693344116s, input_fired_time: 0.9542918801, output_fired_time: 0.7273160219, propagate_forward_time: 23.0913066864, propagate_backward_time: 44.5094566345, weight_update_time: 0.0848015696, other_time: 1.3869590759
epoch time: 4.5882167816s, input_fired_time: 0.0995436832, output_fired_time: 0.0000000000, propagate_forward_time: 4.2627296448, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2259435654
validation[          , genome  6464] predictions:    9761/  10000 (97.61%), best:    9782/10000 (97.82%), error:       805.99023, best error:       720.56244 on epoch:    57, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 65.8852462769s, input_fired_time: 0.9034900665, output_fired_time: 0.6548538208, propagate_forward_time: 20.8463764191, propagate_backward_time: 42.1986961365, weight_update_time: 0.0788140297, other_time: 1.2818336487
epoch time: 4.5145807266s, input_fired_time: 0.0982505456, output_fired_time: 0.0000000000, propagate_forward_time: 4.1899762154, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2263541222
validation[          , genome  6464] predictions:    9719/  10000 (97.19%), best:    9782/10000 (97.82%), error:       931.70581, best error:       720.56244 on epoch:    57, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 66.1945724487s, input_fired_time: 0.9097105265, output_fired_time: 0.6564541459, propagate_forward_time: 21.0695953369, propagate_backward_time: 42.2654228210, weight_update_time: 0.0799376070, other_time: 1.2933845520
epoch time: 4.4151148796s, input_fired_time: 0.0974028483, output_fired_time: 0.0000000000, propagate_forward_time: 4.0925312042, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2251806259
validation[          , genome  6464] predictions:    9756/  10000 (97.56%), best:    9782/10000 (97.82%), error:       787.32593, best error:       720.56244 on epoch:    57, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 81.0820388794s, input_fired_time: 1.1417262554, output_fired_time: 0.9546324015, propagate_forward_time: 26.2939834595, propagate_backward_time: 50.6901206970, weight_update_time: 0.1175944433, other_time: 2.0015754700
epoch time: 6.7634282112s, input_fired_time: 0.1659120172, output_fired_time: 0.0000000000, propagate_forward_time: 6.1344060898, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4631099701
validation[          , genome  6464] predictions:    9756/  10000 (97.56%), best:    9782/10000 (97.82%), error:       815.65131, best error:       720.56244 on epoch:    57, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 88.6573944092s, input_fired_time: 1.2863819599, output_fired_time: 1.0973345041, propagate_forward_time: 28.6342239380, propagate_backward_time: 55.1668701172, weight_update_time: 0.1447087973, other_time: 2.4725799561
epoch time: 6.2276678085s, input_fired_time: 0.1493471563, output_fired_time: 0.0000000000, propagate_forward_time: 5.6569314003, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4213891029
validation[          , genome  6464] predictions:    9684/  10000 (96.84%), best:    9782/10000 (97.82%), error:      1028.52002, best error:       720.56244 on epoch:    57, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 86.3098907471s, input_fired_time: 1.2476686239, output_fired_time: 1.0553857088, propagate_forward_time: 27.9967918396, propagate_backward_time: 53.7119598389, weight_update_time: 0.1389990002, other_time: 2.2980842590
epoch time: 6.3484835625s, input_fired_time: 0.1562148780, output_fired_time: 0.0000000000, propagate_forward_time: 5.7484793663, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4437894821
validation[          , genome  6464] predictions:    9749/  10000 (97.49%), best:    9782/10000 (97.82%), error:       848.33008, best error:       720.56244 on epoch:    57, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 89.0425109863s, input_fired_time: 1.3096675873, output_fired_time: 1.1106866598, propagate_forward_time: 28.5615215302, propagate_backward_time: 55.4954299927, weight_update_time: 0.1491031498, other_time: 2.5652008057
epoch time: 6.3019580841s, input_fired_time: 0.1551711261, output_fired_time: 0.0000000000, propagate_forward_time: 5.7163610458, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4304261208
validation[          , genome  6464] predictions:    9726/  10000 (97.26%), best:    9782/10000 (97.82%), error:       874.30981, best error:       720.56244 on epoch:    57, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 89.1922149658s, input_fired_time: 1.3043776751, output_fired_time: 1.1234046221, propagate_forward_time: 28.5415878296, propagate_backward_time: 55.7103042603, weight_update_time: 0.1472504437, other_time: 2.5125427246
epoch time: 6.2040853500s, input_fired_time: 0.1517833471, output_fired_time: 0.0000000000, propagate_forward_time: 5.6255307198, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4267711639
validation[          , genome  6464] predictions:    9726/  10000 (97.26%), best:    9782/10000 (97.82%), error:       924.17578, best error:       720.56244 on epoch:    57, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 88.9566726685s, input_fired_time: 1.3086649179, output_fired_time: 1.1119151115, propagate_forward_time: 28.5483818054, propagate_backward_time: 55.4728279114, weight_update_time: 0.1471242011, other_time: 2.5148849487
epoch time: 6.7865800858s, input_fired_time: 0.1584850252, output_fired_time: 0.0000000000, propagate_forward_time: 6.1685380936, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4595570564
validation[          , genome  6464] predictions:    9730/  10000 (97.30%), best:    9782/10000 (97.82%), error:       899.52783, best error:       720.56244 on epoch:    57, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 89.2539901733s, input_fired_time: 1.3073534966, output_fired_time: 1.1375799179, propagate_forward_time: 28.6208553314, propagate_backward_time: 55.6465110779, weight_update_time: 0.1484561414, other_time: 2.5416908264
epoch time: 6.3019824028s, input_fired_time: 0.1567392349, output_fired_time: 0.0000000000, propagate_forward_time: 5.7087945938, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4364485741
validation[          , genome  6464] predictions:    9733/  10000 (97.33%), best:    9782/10000 (97.82%), error:       873.32397, best error:       720.56244 on epoch:    57, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 88.8757400513s, input_fired_time: 1.2966895103, output_fired_time: 1.1151136160, propagate_forward_time: 28.5780220032, propagate_backward_time: 55.3665733337, weight_update_time: 0.1486782581, other_time: 2.5193405151
epoch time: 6.3642578125s, input_fired_time: 0.1565961987, output_fired_time: 0.0000000000, propagate_forward_time: 5.7690753937, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4385862350
validation[          , genome  6464] predictions:    9725/  10000 (97.25%), best:    9782/10000 (97.82%), error:       869.04004, best error:       720.56244 on epoch:    57, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 88.9971008301s, input_fired_time: 1.3096734285, output_fired_time: 1.1146887541, propagate_forward_time: 28.4377899170, propagate_backward_time: 55.5836830139, weight_update_time: 0.1477709711, other_time: 2.5512657166
epoch time: 6.2315278053s, input_fired_time: 0.1541245729, output_fired_time: 0.0000000000, propagate_forward_time: 5.6583933830, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4190096855
validation[          , genome  6464] predictions:    9758/  10000 (97.58%), best:    9782/10000 (97.82%), error:       799.50873, best error:       720.56244 on epoch:    57, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 89.5813446045s, input_fired_time: 1.3166029453, output_fired_time: 1.1340965033, propagate_forward_time: 28.5659599304, propagate_backward_time: 56.0206642151, weight_update_time: 0.1553264856, other_time: 2.5440216064
epoch time: 6.3037724495s, input_fired_time: 0.1563758552, output_fired_time: 0.0000000000, propagate_forward_time: 5.7042284012, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4431681633
validation[          , genome  6464] predictions:    9725/  10000 (97.25%), best:    9782/10000 (97.82%), error:       943.28345, best error:       720.56244 on epoch:    57, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 88.6106262207s, input_fired_time: 1.3080478907, output_fired_time: 1.1163305044, propagate_forward_time: 28.5353031158, propagate_backward_time: 55.1244621277, weight_update_time: 0.1506468505, other_time: 2.5264854431
epoch time: 6.2933082581s, input_fired_time: 0.1534262598, output_fired_time: 0.0000000000, propagate_forward_time: 5.7136650085, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4262170792
validation[          , genome  6464] predictions:    9749/  10000 (97.49%), best:    9782/10000 (97.82%), error:       818.81494, best error:       720.56244 on epoch:    57, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 89.0355606079s, input_fired_time: 1.3037638664, output_fired_time: 1.1182920933, propagate_forward_time: 28.5494213104, propagate_backward_time: 55.5298652649, weight_update_time: 0.1526439041, other_time: 2.5342140198
epoch time: 6.2848396301s, input_fired_time: 0.1285548657, output_fired_time: 0.0000000000, propagate_forward_time: 5.8021149635, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3541698456
validation[          , genome  6464] predictions:    9745/  10000 (97.45%), best:    9782/10000 (97.82%), error:       806.78864, best error:       720.56244 on epoch:    57, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 68.1776428223s, input_fired_time: 0.9301511645, output_fired_time: 0.7087078094, propagate_forward_time: 21.8275432587, propagate_backward_time: 43.3672866821, weight_update_time: 0.0814753622, other_time: 1.3439483643
epoch time: 4.9823036194s, input_fired_time: 0.1066377684, output_fired_time: 0.0000000000, propagate_forward_time: 4.6268930435, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2487726212
validation[          , genome  6464] predictions:    9781/  10000 (97.81%), best:    9782/10000 (97.82%), error:       775.31244, best error:       720.56244 on epoch:    57, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 65.4108505249s, input_fired_time: 0.9075263143, output_fired_time: 0.6529263258, propagate_forward_time: 20.5983829498, propagate_backward_time: 41.9528541565, weight_update_time: 0.0784175396, other_time: 1.2991600037
epoch time: 4.4104008675s, input_fired_time: 0.0980753526, output_fired_time: 0.0000000000, propagate_forward_time: 4.0870037079, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2253217697
validation[          , genome  6464] predictions:    9753/  10000 (97.53%), best:    9782/10000 (97.82%), error:       839.84534, best error:       720.56244 on epoch:    57, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 64.6565475464s, input_fired_time: 0.9012082219, output_fired_time: 0.6430006027, propagate_forward_time: 20.2067699432, propagate_backward_time: 41.6447715759, weight_update_time: 0.0770558938, other_time: 1.2607994080
epoch time: 4.3183121681s, input_fired_time: 0.0949843824, output_fired_time: 0.0000000000, propagate_forward_time: 4.0012512207, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2220764160
validation[          , genome  6464] predictions:    9732/  10000 (97.32%), best:    9782/10000 (97.82%), error:       863.46313, best error:       720.56244 on epoch:    57, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 70.4926605225s, input_fired_time: 0.9887515306, output_fired_time: 0.7486559153, propagate_forward_time: 22.5627040863, propagate_backward_time: 44.6944732666, weight_update_time: 0.0898299739, other_time: 1.4980697632
epoch time: 6.4712004662s, input_fired_time: 0.1578494757, output_fired_time: 0.0000000000, propagate_forward_time: 5.8569316864, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4564194679
validation[          , genome  6464] predictions:    9743/  10000 (97.43%), best:    9782/10000 (97.82%), error:       847.01489, best error:       720.56244 on epoch:    57, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 90.6252059937s, input_fired_time: 1.3377660513, output_fired_time: 1.1530033350, propagate_forward_time: 29.5021934509, propagate_backward_time: 56.0584983826, weight_update_time: 0.1515478045, other_time: 2.5737457275
epoch time: 6.3341717720s, input_fired_time: 0.1507623345, output_fired_time: 0.0000000000, propagate_forward_time: 5.7569527626, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4264564514
validation[          , genome  6464] predictions:    9746/  10000 (97.46%), best:    9782/10000 (97.82%), error:       820.51068, best error:       720.56244 on epoch:    57, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 87.7309494019s, input_fired_time: 1.2681320906, output_fired_time: 1.0697731972, propagate_forward_time: 28.2373790741, propagate_backward_time: 54.7178955078, weight_update_time: 0.1435911506, other_time: 2.4377670288
epoch time: 6.1434006691s, input_fired_time: 0.1480992585, output_fired_time: 0.0000000000, propagate_forward_time: 5.5897059441, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4055953026
validation[          , genome  6464] predictions:    9743/  10000 (97.43%), best:    9782/10000 (97.82%), error:       837.57898, best error:       720.56244 on epoch:    57, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 87.9821472168s, input_fired_time: 1.2855970860, output_fired_time: 1.0841364861, propagate_forward_time: 28.3710880280, propagate_backward_time: 54.8099670410, weight_update_time: 0.1557304263, other_time: 2.4313583374
epoch time: 6.2731041908s, input_fired_time: 0.1486232430, output_fired_time: 0.0000000000, propagate_forward_time: 5.7061452866, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4183354378
validation[          , genome  6464] predictions:    9737/  10000 (97.37%), best:    9782/10000 (97.82%), error:       869.16302, best error:       720.56244 on epoch:    57, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 87.1570129395s, input_fired_time: 1.2628194094, output_fired_time: 1.0773621798, propagate_forward_time: 28.1193256378, propagate_backward_time: 54.2977447510, weight_update_time: 0.1409976482, other_time: 2.3997650146
epoch time: 6.2121977806s, input_fired_time: 0.1491653174, output_fired_time: 0.0000000000, propagate_forward_time: 5.6365227699, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4265098572
validation[          , genome  6464] predictions:    9712/  10000 (97.12%), best:    9782/10000 (97.82%), error:       899.96698, best error:       720.56244 on epoch:    57, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 87.3847808838s, input_fired_time: 1.2693622112, output_fired_time: 1.0848184824, propagate_forward_time: 28.3380737305, propagate_backward_time: 54.3190307617, weight_update_time: 0.1387847811, other_time: 2.3734970093
epoch time: 6.1127796173s, input_fired_time: 0.1484495848, output_fired_time: 0.0000000000, propagate_forward_time: 5.5589337349, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4053964615
validation[          , genome  6464] predictions:    9691/  10000 (96.91%), best:    9782/10000 (97.82%), error:       991.16614, best error:       720.56244 on epoch:    57, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 87.3242111206s, input_fired_time: 1.2679049969, output_fired_time: 1.0831896067, propagate_forward_time: 28.0932617188, propagate_backward_time: 54.4692153931, weight_update_time: 0.1412339211, other_time: 2.4106369019
epoch time: 6.1322999001s, input_fired_time: 0.1543712914, output_fired_time: 0.0000000000, propagate_forward_time: 5.5814471245, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3964815140
validation[          , genome  6464] predictions:    9755/  10000 (97.55%), best:    9782/10000 (97.82%), error:       836.17023, best error:       720.56244 on epoch:    57, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 87.6888885498s, input_fired_time: 1.2908195257, output_fired_time: 1.0992014408, propagate_forward_time: 28.3303127289, propagate_backward_time: 54.5441665649, weight_update_time: 0.1462351531, other_time: 2.4243850708
epoch time: 6.1842546463s, input_fired_time: 0.1493362635, output_fired_time: 0.0000000000, propagate_forward_time: 5.6315240860, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4033942223
validation[          , genome  6464] predictions:    9744/  10000 (97.44%), best:    9782/10000 (97.82%), error:       813.01257, best error:       720.56244 on epoch:    57, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 87.4914550781s, input_fired_time: 1.2786667347, output_fired_time: 1.0875174999, propagate_forward_time: 28.1732025146, propagate_backward_time: 54.5306701660, weight_update_time: 0.1435757577, other_time: 2.4214019775
epoch time: 6.1414585114s, input_fired_time: 0.1499621421, output_fired_time: 0.0000000000, propagate_forward_time: 5.5739879608, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4175086021
validation[          , genome  6464] predictions:    9730/  10000 (97.30%), best:    9782/10000 (97.82%), error:       856.74896, best error:       720.56244 on epoch:    57, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 86.7652282715s, input_fired_time: 1.2367035151, output_fired_time: 1.0498746634, propagate_forward_time: 28.0170154572, propagate_backward_time: 53.7171630859, weight_update_time: 0.1370959580, other_time: 2.7444763184
epoch time: 5.2087988853s, input_fired_time: 0.1122027487, output_fired_time: 0.0000000000, propagate_forward_time: 4.8307790756, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2658171654
validation[          , genome  6464] predictions:    9764/  10000 (97.64%), best:    9782/10000 (97.82%), error:       805.38434, best error:       720.56244 on epoch:    57, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 77.0207138062s, input_fired_time: 0.9825296998, output_fired_time: 0.7626743317, propagate_forward_time: 24.4227924347, propagate_backward_time: 49.3621559143, weight_update_time: 0.0952178985, other_time: 1.4905662537
epoch time: 4.3842515945s, input_fired_time: 0.0982844085, output_fired_time: 0.0000000000, propagate_forward_time: 4.0654506683, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2205166817
validation[          , genome  6464] predictions:    9741/  10000 (97.41%), best:    9782/10000 (97.82%), error:       869.26239, best error:       720.56244 on epoch:    57, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 65.0334091187s, input_fired_time: 0.9045992494, output_fired_time: 0.6426006556, propagate_forward_time: 20.4125576019, propagate_backward_time: 41.7954711914, weight_update_time: 0.0784211010, other_time: 1.2781753540
epoch time: 4.3263921738s, input_fired_time: 0.0980738029, output_fired_time: 0.0000000000, propagate_forward_time: 4.0093340874, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2189841270
validation[          , genome  6464] predictions:    9755/  10000 (97.55%), best:    9782/10000 (97.82%), error:       801.76154, best error:       720.56244 on epoch:    57, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 64.9106826782s, input_fired_time: 0.9036957622, output_fired_time: 0.6494700313, propagate_forward_time: 20.3792953491, propagate_backward_time: 41.7164115906, weight_update_time: 0.0768313706, other_time: 1.2618103027
epoch time: 4.3801431656s, input_fired_time: 0.0948184878, output_fired_time: 0.0000000000, propagate_forward_time: 4.0644168854, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2209076881
validation[          , genome  6464] predictions:    9754/  10000 (97.54%), best:    9782/10000 (97.82%), error:       811.65430, best error:       720.56244 on epoch:    57, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 80.3607635498s, input_fired_time: 1.1520292759, output_fired_time: 0.9364926219, propagate_forward_time: 25.8640956879, propagate_backward_time: 50.4019737244, weight_update_time: 0.1197149754, other_time: 2.0061683655
epoch time: 6.4563670158s, input_fired_time: 0.1678050309, output_fired_time: 0.0000000000, propagate_forward_time: 5.8463892937, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4421725273
validation[          , genome  6464] predictions:    9759/  10000 (97.59%), best:    9782/10000 (97.82%), error:       797.52551, best error:       720.56244 on epoch:    57, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 91.2794799805s, input_fired_time: 1.4002918005, output_fired_time: 1.1758320332, propagate_forward_time: 29.0780372620, propagate_backward_time: 56.9529724121, weight_update_time: 0.1621976495, other_time: 2.6723442078
epoch time: 6.2913575172s, input_fired_time: 0.1608617157, output_fired_time: 0.0000000000, propagate_forward_time: 5.6811294556, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4493665695
validation[          , genome  6464] predictions:    9705/  10000 (97.05%), best:    9782/10000 (97.82%), error:       980.45874, best error:       720.56244 on epoch:    57, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 89.5036544800s, input_fired_time: 1.3666538000, output_fired_time: 1.1812045574, propagate_forward_time: 28.4264736176, propagate_backward_time: 55.9281654358, weight_update_time: 0.1601975560, other_time: 2.6011543274
epoch time: 6.2796044350s, input_fired_time: 0.1634400636, output_fired_time: 0.0000000000, propagate_forward_time: 5.6807661057, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4353981018
validation[          , genome  6464] predictions:    9718/  10000 (97.18%), best:    9782/10000 (97.82%), error:       913.60492, best error:       720.56244 on epoch:    57, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 87.8982391357s, input_fired_time: 1.2909872532, output_fired_time: 1.0982431173, propagate_forward_time: 28.3620395660, propagate_backward_time: 54.7131080627, weight_update_time: 0.1452565193, other_time: 2.4338645935
epoch time: 6.2961049080s, input_fired_time: 0.1554405540, output_fired_time: 0.0000000000, propagate_forward_time: 5.7126078606, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4280567169
validation[          , genome  6464] predictions:    9736/  10000 (97.36%), best:    9782/10000 (97.82%), error:       906.65063, best error:       720.56244 on epoch:    57, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 88.0874099731s, input_fired_time: 1.2778750658, output_fired_time: 1.1099070311, propagate_forward_time: 28.1412277222, propagate_backward_time: 55.1028175354, weight_update_time: 0.1459596157, other_time: 2.4555778503
epoch time: 6.2545142174s, input_fired_time: 0.1511028558, output_fired_time: 0.0000000000, propagate_forward_time: 5.6771302223, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4262809753
validation[          , genome  6464] predictions:    9780/  10000 (97.80%), best:    9782/10000 (97.82%), error:       729.90082, best error:       720.56244 on epoch:    57, 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: 31.5618591309s, input_fired_time: 0.7561350465, output_fired_time: 0.0000000000, propagate_forward_time: 28.6149616241, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1907615662
best training[          , genome  6464] predictions:   49598/  50000 (99.20%), best:    9782/10000 (97.82%), error:      1610.72473, best error:       720.56244 on epoch:    57, 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: 6.2834143639s, input_fired_time: 0.1484991610, output_fired_time: 0.0000000000, propagate_forward_time: 5.7136211395, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4212942123
   testing[          , genome  6464] predictions:    9807/  10000 (98.07%), best:    9782/10000 (97.82%), error:       683.05072, best error:       720.56244 on epoch:    57, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
16:23:32 (13400): called boinc_finish(0)

</stderr_txt>
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