Nameexact_genome_1512568488_43_6794_1
Workunit2605260
Created7 Dec 2017, 21:58:32 UTC
Sent7 Dec 2017, 22:05:44 UTC
Report deadline17 Dec 2017, 8:17:30 UTC
Received9 Dec 2017, 8:18:01 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID13485
Run time7 hours 50 min
CPU time7 hours 44 min 52 sec
Validate stateValid
Credit2,356.21
Device peak FLOPS1.45 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size113.78 MB
Peak swap size113.25 MB
Peak disk usage1.89 MB

Stderr output

<core_client_version>7.6.9</core_client_version>
<![CDATA[
<stderr_txt>
dation_error: 954.21
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: 6794
read normal distribution: '0 0.197353571653366 0.581467509269714'
generator_str: '497604623'
read generator: 497604623
read generated_by_map:
1 split_edge 1
reading 23 nodes.
reading 48 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: 511.457824707031s, input_fired_time: 7.19353055953979, output_fired_time: 8.38146018981934, propagate_forward_time: 170.722625732422, propagate_backward_time: 309.182434082031, weight_update_time: 0.378526747226715, other_time: 15.9777526855469
epoch time: 41.0633125305176s, input_fired_time: 0.302477598190308, output_fired_time: 0, propagate_forward_time: 37.0785865783691, propagate_backward_time: 0, weight_update_time: 0, other_time: 3.68224716186523
validation[          , genome  6794] predictions:    9733/  10000 (97.33%), best:    9733/10000 (97.33%), error:       894.51324, best error:       894.51324 on epoch:    19, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 508.5625305176s, input_fired_time: 7.1081204414, output_fired_time: 5.6534938812, propagate_forward_time: 183.6959075928, propagate_backward_time: 298.4404602051, weight_update_time: 0.3811030090, other_time: 13.6645202637
epoch time: 40.4651908875s, input_fired_time: 0.3098625541, output_fired_time: 0.0000000000, propagate_forward_time: 37.4583244324, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6970024109
validation[          , genome  6794] predictions:    9731/  10000 (97.31%), best:    9733/10000 (97.33%), error:       944.44067, best error:       894.51324 on epoch:    19, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 509.8247680664s, input_fired_time: 6.1397147179, output_fired_time: 2.5744428635, propagate_forward_time: 165.8656616211, propagate_backward_time: 321.5565795898, weight_update_time: 0.3810906410, other_time: 13.6883850098
epoch time: 40.4935989380s, input_fired_time: 0.2912618518, output_fired_time: 0.0000000000, propagate_forward_time: 34.8767852783, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.3255500793
validation[          , genome  6794] predictions:    9718/  10000 (97.18%), best:    9733/10000 (97.33%), error:       915.56488, best error:       894.51324 on epoch:    19, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 509.1373901367s, input_fired_time: 9.1514234543, output_fired_time: 4.5796070099, propagate_forward_time: 192.6786193848, propagate_backward_time: 289.4616699219, weight_update_time: 1.3653473854, other_time: 13.2660522461
epoch time: 42.1569366455s, input_fired_time: 0.2937965095, output_fired_time: 0.0000000000, propagate_forward_time: 38.1848449707, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6782951355
validation[          , genome  6794] predictions:    9742/  10000 (97.42%), best:    9742/10000 (97.42%), error:       864.35974, best error:       864.35974 on epoch:    22, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 506.8241882324s, input_fired_time: 7.0584359169, output_fired_time: 7.4070100784, propagate_forward_time: 178.1056060791, propagate_backward_time: 296.2872009277, weight_update_time: 1.3547749519, other_time: 17.9659118652
epoch time: 42.6369285583s, input_fired_time: 0.2989567518, output_fired_time: 0.0000000000, propagate_forward_time: 39.5065231323, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8314476013
validation[          , genome  6794] predictions:    9747/  10000 (97.47%), best:    9747/10000 (97.47%), error:       861.65594, best error:       861.65594 on epoch:    23, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 507.3641052246s, input_fired_time: 5.9562182426, output_fired_time: 4.4771356583, propagate_forward_time: 173.0827026367, propagate_backward_time: 305.9603881836, weight_update_time: 0.3808253706, other_time: 17.8876647949
epoch time: 40.8004989624s, input_fired_time: 0.2904587984, output_fired_time: 0.0000000000, propagate_forward_time: 37.8045730591, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7054672241
validation[          , genome  6794] predictions:    9746/  10000 (97.46%), best:    9746/10000 (97.46%), error:       833.15186, best error:       833.15186 on epoch:    24, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 505.1504211426s, input_fired_time: 7.9087495804, output_fired_time: 5.6570916176, propagate_forward_time: 205.2343292236, propagate_backward_time: 267.4623718262, weight_update_time: 0.3802261353, other_time: 18.8878479004
epoch time: 42.5436019897s, input_fired_time: 0.2946039736, output_fired_time: 0.0000000000, propagate_forward_time: 39.4375114441, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8114852905
validation[          , genome  6794] predictions:    9670/  10000 (96.70%), best:    9746/10000 (97.46%), error:      1072.90662, best error:       833.15186 on epoch:    24, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 506.4966735840s, input_fired_time: 9.0086507797, output_fired_time: 6.6458511353, propagate_forward_time: 192.4602203369, propagate_backward_time: 280.6617736816, weight_update_time: 0.3788056672, other_time: 17.7201843262
epoch time: 40.6605873108s, input_fired_time: 0.2877018154, output_fired_time: 0.0000000000, propagate_forward_time: 36.6805381775, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6923484802
validation[          , genome  6794] predictions:    9696/  10000 (96.96%), best:    9746/10000 (97.46%), error:       993.33710, best error:       833.15186 on epoch:    24, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 540.1212768555s, input_fired_time: 12.5816640854, output_fired_time: 3.6259469986, propagate_forward_time: 206.3830108643, propagate_backward_time: 293.1930541992, weight_update_time: 2.3460011482, other_time: 24.3375854492
epoch time: 42.1918449402s, input_fired_time: 0.2905933559, output_fired_time: 0.0000000000, propagate_forward_time: 38.0956268311, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8056259155
validation[          , genome  6794] predictions:    9701/  10000 (97.01%), best:    9746/10000 (97.46%), error:       945.18787, best error:       833.15186 on epoch:    24, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 515.1824340820s, input_fired_time: 8.2246179581, output_fired_time: 5.8222150803, propagate_forward_time: 177.1188049316, propagate_backward_time: 303.7803955078, weight_update_time: 0.3884412944, other_time: 20.2364196777
epoch time: 42.6839561462s, input_fired_time: 0.3204153478, output_fired_time: 0.0000000000, propagate_forward_time: 36.5774841309, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.7860565186
validation[          , genome  6794] predictions:    9736/  10000 (97.36%), best:    9746/10000 (97.46%), error:       907.13336, best error:       833.15186 on epoch:    24, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 523.4071044922s, input_fired_time: 9.2534294128, output_fired_time: 4.5346603394, propagate_forward_time: 189.8238830566, propagate_backward_time: 306.2778015137, weight_update_time: 0.3888122737, other_time: 13.5173339844
epoch time: 41.0407524109s, input_fired_time: 0.3106000721, output_fired_time: 0.0000000000, propagate_forward_time: 37.0384216309, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6917304993
validation[          , genome  6794] predictions:    9682/  10000 (96.82%), best:    9746/10000 (97.46%), error:      1018.43005, best error:       833.15186 on epoch:    24, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 515.2075195313s, input_fired_time: 11.0027656555, output_fired_time: 3.6408724785, propagate_forward_time: 190.8370666504, propagate_backward_time: 292.6849365234, weight_update_time: 0.3897640705, other_time: 17.0418701172
epoch time: 42.1928939819s, input_fired_time: 1.2845869064, output_fired_time: 0.0000000000, propagate_forward_time: 36.2345085144, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6737976074
validation[          , genome  6794] predictions:    9564/  10000 (95.64%), best:    9746/10000 (97.46%), error:      1430.63550, best error:       833.15186 on epoch:    24, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 517.6537475586s, input_fired_time: 11.2268047333, output_fired_time: 6.7086381912, propagate_forward_time: 188.9444580078, propagate_backward_time: 297.6693725586, weight_update_time: 0.3909076750, other_time: 13.1044616699
epoch time: 44.0942649841s, input_fired_time: 0.3151986599, output_fired_time: 0.0000000000, propagate_forward_time: 42.0349388123, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7441291809
validation[          , genome  6794] predictions:    9482/  10000 (94.82%), best:    9746/10000 (97.46%), error:      1806.91101, best error:       833.15186 on epoch:    24, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 530.0646362305s, input_fired_time: 5.3780188560, output_fired_time: 3.7242901325, propagate_forward_time: 203.5022125244, propagate_backward_time: 299.9264526367, weight_update_time: 1.4933154583, other_time: 17.5336914063
epoch time: 44.6743545532s, input_fired_time: 0.3224548697, output_fired_time: 0.0000000000, propagate_forward_time: 40.4859313965, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8659667969
validation[          , genome  6794] predictions:    9716/  10000 (97.16%), best:    9746/10000 (97.46%), error:       899.43591, best error:       833.15186 on epoch:    24, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 529.0836181641s, input_fired_time: 8.2189044952, output_fired_time: 6.5352602005, propagate_forward_time: 193.7964019775, propagate_backward_time: 296.6530761719, weight_update_time: 1.4911935329, other_time: 23.8799438477
epoch time: 42.8379898071s, input_fired_time: 0.3099697828, output_fired_time: 0.0000000000, propagate_forward_time: 38.7347679138, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7932510376
validation[          , genome  6794] predictions:    9717/  10000 (97.17%), best:    9746/10000 (97.46%), error:       945.50793, best error:       833.15186 on epoch:    24, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 508.5072326660s, input_fired_time: 5.9910230637, output_fired_time: 5.5687918663, propagate_forward_time: 168.1922302246, propagate_backward_time: 314.9987792969, weight_update_time: 0.3816794455, other_time: 13.7564086914
epoch time: 40.5609207153s, input_fired_time: 0.2929525673, output_fired_time: 0.0000000000, propagate_forward_time: 38.3235473633, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9444198608
validation[          , genome  6794] predictions:    9717/  10000 (97.17%), best:    9746/10000 (97.46%), error:       922.77374, best error:       833.15186 on epoch:    24, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 511.0960998535s, input_fired_time: 6.1175174713, output_fired_time: 5.4736833572, propagate_forward_time: 182.1215057373, propagate_backward_time: 303.6660461426, weight_update_time: 1.3680812120, other_time: 13.7173156738
epoch time: 43.9010124207s, input_fired_time: 1.4117009640, output_fired_time: 0.0000000000, propagate_forward_time: 39.7002830505, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7890281677
validation[          , genome  6794] predictions:    9737/  10000 (97.37%), best:    9746/10000 (97.46%), error:       906.56934, best error:       833.15186 on epoch:    24, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 524.4276123047s, input_fired_time: 5.2927827835, output_fired_time: 5.6699590683, propagate_forward_time: 191.6491699219, propagate_backward_time: 306.4822387695, weight_update_time: 0.4102862179, other_time: 15.3334350586
epoch time: 43.1489334106s, input_fired_time: 0.3127568662, output_fired_time: 0.0000000000, propagate_forward_time: 41.0693893433, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7667884827
validation[          , genome  6794] predictions:    9704/  10000 (97.04%), best:    9746/10000 (97.46%), error:       986.39380, best error:       833.15186 on epoch:    24, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 525.1290893555s, input_fired_time: 7.2564892769, output_fired_time: 3.8208029270, propagate_forward_time: 193.1429595947, propagate_backward_time: 298.5455932617, weight_update_time: 1.3815034628, other_time: 22.3632812500
epoch time: 42.8936920166s, input_fired_time: 0.3250605166, output_fired_time: 0.0000000000, propagate_forward_time: 38.6255378723, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.9430923462
validation[          , genome  6794] predictions:    9729/  10000 (97.29%), best:    9746/10000 (97.46%), error:       894.23627, best error:       833.15186 on epoch:    24, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 533.3157958984s, input_fired_time: 7.3307275772, output_fired_time: 2.6363825798, propagate_forward_time: 195.4983215332, propagate_backward_time: 314.3384094238, weight_update_time: 0.3977857232, other_time: 13.5119628906
epoch time: 43.2374305725s, input_fired_time: 0.3264155686, output_fired_time: 0.0000000000, propagate_forward_time: 40.1848907471, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7261238098
validation[          , genome  6794] predictions:    9721/  10000 (97.21%), best:    9746/10000 (97.46%), error:       881.80170, best error:       833.15186 on epoch:    24, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 509.5143127441s, input_fired_time: 12.9634790421, output_fired_time: 2.5202858448, propagate_forward_time: 199.8862762451, propagate_backward_time: 278.5716857910, weight_update_time: 1.0366234779, other_time: 15.5726013184
epoch time: 40.5041847229s, input_fired_time: 1.3885073662, output_fired_time: 0.0000000000, propagate_forward_time: 36.3176269531, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7980499268
validation[          , genome  6794] predictions:    9769/  10000 (97.69%), best:    9769/10000 (97.69%), error:       807.20374, best error:       807.20374 on epoch:    39, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 508.9542846680s, input_fired_time: 5.0071229935, output_fired_time: 5.4757614136, propagate_forward_time: 180.9777679443, propagate_backward_time: 303.7952270508, weight_update_time: 0.3748003244, other_time: 13.6984252930
epoch time: 41.0346031189s, input_fired_time: 0.3006307483, output_fired_time: 0.0000000000, propagate_forward_time: 38.0198478699, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7141227722
validation[          , genome  6794] predictions:    9716/  10000 (97.16%), best:    9769/10000 (97.69%), error:       962.46722, best error:       807.20374 on epoch:    39, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 524.2527465820s, input_fired_time: 8.1921510696, output_fired_time: 7.6351242065, propagate_forward_time: 202.9215240479, propagate_backward_time: 284.1735839844, weight_update_time: 1.3791621923, other_time: 21.3303833008
epoch time: 42.6915473938s, input_fired_time: 0.3200480938, output_fired_time: 0.0000000000, propagate_forward_time: 38.5881576538, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7833404541
validation[          , genome  6794] predictions:    9729/  10000 (97.29%), best:    9769/10000 (97.69%), error:       871.53137, best error:       807.20374 on epoch:    39, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 522.9354858398s, input_fired_time: 6.2169137001, output_fired_time: 5.5432696342, propagate_forward_time: 185.9224853516, propagate_backward_time: 303.1885986328, weight_update_time: 1.3716958761, other_time: 22.0642089844
epoch time: 42.5898437500s, input_fired_time: 0.3083767593, output_fired_time: 0.0000000000, propagate_forward_time: 37.4696388245, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8118286133
validation[          , genome  6794] predictions:    9720/  10000 (97.20%), best:    9769/10000 (97.69%), error:       891.61316, best error:       807.20374 on epoch:    39, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 522.0972290039s, input_fired_time: 12.3377962112, output_fired_time: 3.6666867733, propagate_forward_time: 191.4111785889, propagate_backward_time: 296.8261108398, weight_update_time: 0.3952346146, other_time: 17.8554687500
epoch time: 43.8281631470s, input_fired_time: 0.3156177998, output_fired_time: 0.0000000000, propagate_forward_time: 39.7276153564, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7849311829
validation[          , genome  6794] predictions:    9750/  10000 (97.50%), best:    9769/10000 (97.69%), error:       817.57751, best error:       807.20374 on epoch:    39, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 531.2046508789s, input_fired_time: 10.5642442703, output_fired_time: 11.8259191513, propagate_forward_time: 191.1912689209, propagate_backward_time: 296.9702758789, weight_update_time: 0.4101697505, other_time: 20.6528930664
epoch time: 43.8679466248s, input_fired_time: 1.4089682102, output_fired_time: 0.0000000000, propagate_forward_time: 40.6997451782, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7592315674
validation[          , genome  6794] predictions:    9727/  10000 (97.27%), best:    9769/10000 (97.69%), error:       886.24615, best error:       807.20374 on epoch:    39, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 528.0744628906s, input_fired_time: 11.4510049820, output_fired_time: 7.9941797256, propagate_forward_time: 186.6533660889, propagate_backward_time: 306.7962646484, weight_update_time: 0.3986848593, other_time: 15.1796875000
epoch time: 42.9009819031s, input_fired_time: 0.3270945549, output_fired_time: 0.0000000000, propagate_forward_time: 40.8470916748, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7267951965
validation[          , genome  6794] predictions:    9749/  10000 (97.49%), best:    9769/10000 (97.69%), error:       821.26941, best error:       807.20374 on epoch:    39, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 524.5203247070s, input_fired_time: 5.1635718346, output_fired_time: 2.6129412651, propagate_forward_time: 186.7903289795, propagate_backward_time: 311.4987182617, weight_update_time: 0.3991261423, other_time: 18.4547729492
epoch time: 42.6006126404s, input_fired_time: 0.2923887372, output_fired_time: 0.0000000000, propagate_forward_time: 38.5211868286, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7870368958
validation[          , genome  6794] predictions:    9733/  10000 (97.33%), best:    9769/10000 (97.69%), error:       864.63757, best error:       807.20374 on epoch:    39, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 528.7685546875s, input_fired_time: 7.3620553017, output_fired_time: 4.7043390274, propagate_forward_time: 197.0946807861, propagate_backward_time: 304.4608154297, weight_update_time: 0.3952466249, other_time: 15.1466674805
epoch time: 42.0106658936s, input_fired_time: 0.2973718047, output_fired_time: 0.0000000000, propagate_forward_time: 39.0184593201, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6948356628
validation[          , genome  6794] predictions:    9740/  10000 (97.40%), best:    9769/10000 (97.69%), error:       857.19836, best error:       807.20374 on epoch:    39, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 509.3778991699s, input_fired_time: 4.9937477112, output_fired_time: 2.5163047314, propagate_forward_time: 181.5175781250, propagate_backward_time: 305.5084533691, weight_update_time: 0.3837229013, other_time: 14.8418273926
epoch time: 40.7889289856s, input_fired_time: 0.2970965505, output_fired_time: 0.0000000000, propagate_forward_time: 36.8188552856, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6729774475
validation[          , genome  6794] predictions:    9748/  10000 (97.48%), best:    9769/10000 (97.69%), error:       819.76971, best error:       807.20374 on epoch:    39, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 506.3563842773s, input_fired_time: 9.0653381348, output_fired_time: 5.4698939323, propagate_forward_time: 186.2926940918, propagate_backward_time: 288.8201293945, weight_update_time: 0.3780148923, other_time: 16.7083435059
epoch time: 41.1414642334s, input_fired_time: 0.2969012856, output_fired_time: 0.0000000000, propagate_forward_time: 36.0892295837, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7553329468
validation[          , genome  6794] predictions:    9718/  10000 (97.18%), best:    9769/10000 (97.69%), error:       919.92804, best error:       807.20374 on epoch:    39, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 502.9291381836s, input_fired_time: 7.0648822784, output_fired_time: 4.4726128578, propagate_forward_time: 184.6296386719, propagate_backward_time: 293.1884765625, weight_update_time: 0.3761478066, other_time: 13.5735168457
epoch time: 41.1670455933s, input_fired_time: 0.2951854467, output_fired_time: 0.0000000000, propagate_forward_time: 37.1836013794, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6882591248
validation[          , genome  6794] predictions:    9713/  10000 (97.13%), best:    9769/10000 (97.69%), error:       898.26196, best error:       807.20374 on epoch:    39, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 503.7936706543s, input_fired_time: 11.1315813065, output_fired_time: 4.4817013741, propagate_forward_time: 189.5366821289, propagate_backward_time: 282.0272827148, weight_update_time: 0.3815884888, other_time: 16.6164245605
epoch time: 41.9872589111s, input_fired_time: 0.2945117056, output_fired_time: 0.0000000000, propagate_forward_time: 38.9822845459, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7104644775
validation[          , genome  6794] predictions:    9730/  10000 (97.30%), best:    9769/10000 (97.69%), error:       905.23737, best error:       807.20374 on epoch:    39, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 505.1434020996s, input_fired_time: 14.3492450714, output_fired_time: 5.6671390533, propagate_forward_time: 184.3927612305, propagate_backward_time: 286.8452148438, weight_update_time: 0.3821628690, other_time: 13.8890380859
epoch time: 42.2881851196s, input_fired_time: 0.3088972867, output_fired_time: 0.0000000000, propagate_forward_time: 38.2577819824, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7215042114
validation[          , genome  6794] predictions:    9683/  10000 (96.83%), best:    9769/10000 (97.69%), error:      1038.27319, best error:       807.20374 on epoch:    39, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 504.9830322266s, input_fired_time: 6.2039308548, output_fired_time: 6.4384098053, propagate_forward_time: 193.5380249023, propagate_backward_time: 282.6721191406, weight_update_time: 0.3768056333, other_time: 16.1305541992
epoch time: 42.0957450867s, input_fired_time: 2.2692847252, output_fired_time: 0.0000000000, propagate_forward_time: 38.1156501770, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7108116150
validation[          , genome  6794] predictions:    9732/  10000 (97.32%), best:    9769/10000 (97.69%), error:       896.02130, best error:       807.20374 on epoch:    39, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 508.9181823730s, input_fired_time: 7.9637193680, output_fired_time: 4.5956821442, propagate_forward_time: 175.3540191650, propagate_backward_time: 306.9572448730, weight_update_time: 0.3831510246, other_time: 14.0475158691
epoch time: 40.6849670410s, input_fired_time: 0.3011001945, output_fired_time: 0.0000000000, propagate_forward_time: 34.8398475647, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.5440177917
validation[          , genome  6794] predictions:    9730/  10000 (97.30%), best:    9769/10000 (97.69%), error:       875.21881, best error:       807.20374 on epoch:    39, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 511.3992614746s, input_fired_time: 12.0931911469, output_fired_time: 3.4867777824, propagate_forward_time: 204.5247192383, propagate_backward_time: 273.6586914063, weight_update_time: 1.3704575300, other_time: 17.6358642578
epoch time: 41.9668884277s, input_fired_time: 1.4033788443, output_fired_time: 0.0000000000, propagate_forward_time: 35.9332313538, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6302795410
validation[          , genome  6794] predictions:    9758/  10000 (97.58%), best:    9769/10000 (97.69%), error:       812.66162, best error:       807.20374 on epoch:    39, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 509.2668457031s, input_fired_time: 7.1618833542, output_fired_time: 3.5963623524, propagate_forward_time: 206.2902679443, propagate_backward_time: 276.1931762695, weight_update_time: 0.3818680942, other_time: 16.0251464844
epoch time: 41.1608238220s, input_fired_time: 1.2876615524, output_fired_time: 0.0000000000, propagate_forward_time: 35.9333381653, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.9398231506
validation[          , genome  6794] predictions:    9745/  10000 (97.45%), best:    9769/10000 (97.69%), error:       823.91132, best error:       807.20374 on epoch:    39, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 507.8789062500s, input_fired_time: 9.1789827347, output_fired_time: 5.5840153694, propagate_forward_time: 187.6006317139, propagate_backward_time: 293.6899414063, weight_update_time: 0.3805270493, other_time: 11.8253173828
epoch time: 40.7190093994s, input_fired_time: 0.2966308892, output_fired_time: 0.0000000000, propagate_forward_time: 37.7188606262, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7035179138
validation[          , genome  6794] predictions:    9729/  10000 (97.29%), best:    9769/10000 (97.69%), error:       871.09454, best error:       807.20374 on epoch:    39, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 508.4158020020s, input_fired_time: 7.1883163452, output_fired_time: 4.4769048691, propagate_forward_time: 183.2909698486, propagate_backward_time: 298.7906188965, weight_update_time: 0.3783286214, other_time: 14.6689758301
epoch time: 42.5128974915s, input_fired_time: 1.2937400341, output_fired_time: 0.0000000000, propagate_forward_time: 37.4237098694, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7954483032
validation[          , genome  6794] predictions:    9730/  10000 (97.30%), best:    9769/10000 (97.69%), error:       880.81006, best error:       807.20374 on epoch:    39, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 510.1544189453s, input_fired_time: 7.1199502945, output_fired_time: 6.5911321640, propagate_forward_time: 160.9319305420, propagate_backward_time: 319.6432495117, weight_update_time: 0.3797151148, other_time: 15.8681640625
epoch time: 42.4074554443s, input_fired_time: 0.3004038334, output_fired_time: 0.0000000000, propagate_forward_time: 39.3934555054, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7135963440
validation[          , genome  6794] predictions:    9760/  10000 (97.60%), best:    9760/10000 (97.60%), error:       792.79651, best error:       792.79651 on epoch:    59, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 506.6891174316s, input_fired_time: 6.0908188820, output_fired_time: 5.6693196297, propagate_forward_time: 178.5628814697, propagate_backward_time: 296.2765808105, weight_update_time: 0.3871677518, other_time: 20.0895080566
epoch time: 42.3605690002s, input_fired_time: 1.3936495781, output_fired_time: 0.0000000000, propagate_forward_time: 37.2735137939, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6934051514
validation[          , genome  6794] predictions:    9734/  10000 (97.34%), best:    9760/10000 (97.60%), error:       863.88568, best error:       792.79651 on epoch:    59, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 510.0520629883s, input_fired_time: 8.9812631607, output_fired_time: 5.6805524826, propagate_forward_time: 188.0877380371, propagate_backward_time: 288.3588256836, weight_update_time: 0.3795011044, other_time: 18.9436950684
epoch time: 40.9687690735s, input_fired_time: 0.3058210015, output_fired_time: 0.0000000000, propagate_forward_time: 35.8822479248, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7807006836
validation[          , genome  6794] predictions:    9712/  10000 (97.12%), best:    9760/10000 (97.60%), error:       924.79285, best error:       792.79651 on epoch:    59, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 508.8485412598s, input_fired_time: 5.0462718010, output_fired_time: 3.6206142902, propagate_forward_time: 197.8879852295, propagate_backward_time: 282.4598388672, weight_update_time: 0.3823913038, other_time: 19.8338623047
epoch time: 42.4536056519s, input_fired_time: 0.2982223630, output_fired_time: 0.0000000000, propagate_forward_time: 38.2704696655, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8849143982
validation[          , genome  6794] predictions:    9770/  10000 (97.70%), best:    9770/10000 (97.70%), error:       747.89227, best error:       747.89227 on epoch:    62, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 507.5950927734s, input_fired_time: 5.0137133598, output_fired_time: 6.5488061905, propagate_forward_time: 175.8733978271, propagate_backward_time: 305.2232360840, weight_update_time: 0.3811589479, other_time: 14.9359436035
epoch time: 42.2606201172s, input_fired_time: 1.2671594620, output_fired_time: 0.0000000000, propagate_forward_time: 37.3206329346, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6728286743
validation[          , genome  6794] predictions:    9741/  10000 (97.41%), best:    9770/10000 (97.70%), error:       855.50610, best error:       747.89227 on epoch:    62, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 510.9711608887s, input_fired_time: 5.9880328178, output_fired_time: 5.5879559517, propagate_forward_time: 186.6838531494, propagate_backward_time: 295.6586914063, weight_update_time: 0.3833505809, other_time: 17.0526123047
epoch time: 42.2180900574s, input_fired_time: 0.3067870140, output_fired_time: 0.0000000000, propagate_forward_time: 38.2085418701, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7027626038
validation[          , genome  6794] predictions:    9770/  10000 (97.70%), best:    9770/10000 (97.70%), error:       773.43237, best error:       747.89227 on epoch:    62, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 510.6693420410s, input_fired_time: 8.2028541565, output_fired_time: 6.7931318283, propagate_forward_time: 198.5348052979, propagate_backward_time: 276.4774475098, weight_update_time: 0.3810326159, other_time: 20.6611022949
epoch time: 42.9345359802s, input_fired_time: 0.3040927052, output_fired_time: 0.0000000000, propagate_forward_time: 37.7694015503, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8610420227
validation[          , genome  6794] predictions:    9748/  10000 (97.48%), best:    9770/10000 (97.70%), error:       824.84515, best error:       747.89227 on epoch:    62, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 513.2568359375s, input_fired_time: 9.1434450150, output_fired_time: 6.6948661804, propagate_forward_time: 188.2063446045, propagate_backward_time: 295.4519042969, weight_update_time: 0.3790778518, other_time: 13.7603149414
epoch time: 40.9272270203s, input_fired_time: 1.2877956629, output_fired_time: 0.0000000000, propagate_forward_time: 37.9124717712, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7269592285
validation[          , genome  6794] predictions:    9776/  10000 (97.76%), best:    9770/10000 (97.70%), error:       785.61926, best error:       747.89227 on epoch:    62, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 512.5535888672s, input_fired_time: 9.2903957367, output_fired_time: 7.5522375107, propagate_forward_time: 195.8794860840, propagate_backward_time: 284.2751159668, weight_update_time: 0.3923777640, other_time: 15.5563354492
epoch time: 40.9638786316s, input_fired_time: 0.3007378578, output_fired_time: 0.0000000000, propagate_forward_time: 37.9786415100, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6844978333
validation[          , genome  6794] predictions:    9765/  10000 (97.65%), best:    9765/10000 (97.65%), error:       741.23541, best error:       741.23541 on epoch:    67, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 505.0784301758s, input_fired_time: 8.1862907410, output_fired_time: 5.4156141281, propagate_forward_time: 205.3605804443, propagate_backward_time: 272.4798889160, weight_update_time: 0.3819593191, other_time: 13.6360778809
epoch time: 40.1306610107s, input_fired_time: 1.3958983421, output_fired_time: 0.0000000000, propagate_forward_time: 34.9408226013, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7939414978
validation[          , genome  6794] predictions:    9766/  10000 (97.66%), best:    9765/10000 (97.65%), error:       788.64404, best error:       741.23541 on epoch:    67, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 506.6683959961s, input_fired_time: 7.9919042587, output_fired_time: 5.5849099159, propagate_forward_time: 177.0428771973, propagate_backward_time: 289.1794738770, weight_update_time: 1.3644150496, other_time: 26.8692321777
epoch time: 41.1443061829s, input_fired_time: 0.3078830838, output_fired_time: 0.0000000000, propagate_forward_time: 36.0885009766, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7479209900
validation[          , genome  6794] predictions:    9711/  10000 (97.11%), best:    9765/10000 (97.65%), error:       881.77460, best error:       741.23541 on epoch:    67, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 519.3695678711s, input_fired_time: 7.3128123283, output_fired_time: 4.6586418152, propagate_forward_time: 192.3232727051, propagate_backward_time: 300.0851440430, weight_update_time: 2.4515221119, other_time: 14.9897155762
epoch time: 42.9493331909s, input_fired_time: 0.3173866868, output_fired_time: 0.0000000000, propagate_forward_time: 38.9215164185, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7104301453
validation[          , genome  6794] predictions:    9732/  10000 (97.32%), best:    9765/10000 (97.65%), error:       844.47607, best error:       741.23541 on epoch:    67, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 523.1558227539s, input_fired_time: 6.2303943634, output_fired_time: 3.6662304401, propagate_forward_time: 199.9002838135, propagate_backward_time: 298.0794067383, weight_update_time: 0.3898348808, other_time: 15.2794799805
epoch time: 42.8645973206s, input_fired_time: 0.3135171831, output_fired_time: 0.0000000000, propagate_forward_time: 39.7083320618, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8427467346
validation[          , genome  6794] predictions:    9699/  10000 (96.99%), best:    9765/10000 (97.65%), error:       983.43671, best error:       741.23541 on epoch:    67, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 514.1091918945s, input_fired_time: 9.1329736710, output_fired_time: 4.7059531212, propagate_forward_time: 183.0386352539, propagate_backward_time: 294.3096923828, weight_update_time: 1.3712973595, other_time: 22.9219360352
epoch time: 39.1755180359s, input_fired_time: 0.3026222885, output_fired_time: 0.0000000000, propagate_forward_time: 36.1837348938, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6891593933
validation[          , genome  6794] predictions:    9755/  10000 (97.55%), best:    9765/10000 (97.65%), error:       790.19794, best error:       741.23541 on epoch:    67, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 518.0074462891s, input_fired_time: 6.1080164909, output_fired_time: 4.5005235672, propagate_forward_time: 195.7214202881, propagate_backward_time: 297.5968627930, weight_update_time: 0.3847640157, other_time: 14.0806274414
epoch time: 45.6044960022s, input_fired_time: 0.3265357018, output_fired_time: 0.0000000000, propagate_forward_time: 42.4246597290, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8533020020
validation[          , genome  6794] predictions:    9747/  10000 (97.47%), best:    9765/10000 (97.65%), error:       822.93170, best error:       741.23541 on epoch:    67, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 520.0233764648s, input_fired_time: 6.1856698990, output_fired_time: 4.4741702080, propagate_forward_time: 195.2867279053, propagate_backward_time: 296.0788574219, weight_update_time: 1.4795750380, other_time: 17.9979248047
epoch time: 41.9346580505s, input_fired_time: 0.3012398183, output_fired_time: 0.0000000000, propagate_forward_time: 35.8841094971, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.7493095398
validation[          , genome  6794] predictions:    9772/  10000 (97.72%), best:    9765/10000 (97.65%), error:       769.33850, best error:       741.23541 on epoch:    67, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 510.8696899414s, input_fired_time: 7.2168974876, output_fired_time: 5.4421710968, propagate_forward_time: 200.3273925781, propagate_backward_time: 279.9192810059, weight_update_time: 1.4714956284, other_time: 17.9639587402
epoch time: 39.3101043701s, input_fired_time: 0.3011452854, output_fired_time: 0.0000000000, propagate_forward_time: 36.3109970093, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6979637146
validation[          , genome  6794] predictions:    9745/  10000 (97.45%), best:    9765/10000 (97.65%), error:       828.94196, best error:       741.23541 on epoch:    67, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 504.0925598145s, input_fired_time: 9.1626224518, output_fired_time: 2.5249044895, propagate_forward_time: 200.8617858887, propagate_backward_time: 269.5323486328, weight_update_time: 1.3470156193, other_time: 22.0108947754
epoch time: 42.3395614624s, input_fired_time: 0.3001184165, output_fired_time: 0.0000000000, propagate_forward_time: 39.2462577820, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7931861877
validation[          , genome  6794] predictions:    9763/  10000 (97.63%), best:    9763/10000 (97.63%), error:       718.34174, best error:       718.34174 on epoch:    76, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 507.1748962402s, input_fired_time: 8.1799640656, output_fired_time: 4.6098799706, propagate_forward_time: 184.4885559082, propagate_backward_time: 291.2319946289, weight_update_time: 1.3639637232, other_time: 18.6644897461
epoch time: 42.3045196533s, input_fired_time: 0.3048913181, output_fired_time: 0.0000000000, propagate_forward_time: 39.1807785034, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8188514709
validation[          , genome  6794] predictions:    9741/  10000 (97.41%), best:    9763/10000 (97.63%), error:       824.93347, best error:       718.34174 on epoch:    76, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 504.3917541504s, input_fired_time: 10.9154062271, output_fired_time: 3.4885060787, propagate_forward_time: 197.0959625244, propagate_backward_time: 276.9279785156, weight_update_time: 1.4618760347, other_time: 15.9639282227
epoch time: 42.8879165649s, input_fired_time: 1.2917292118, output_fired_time: 0.0000000000, propagate_forward_time: 37.8535537720, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7426338196
validation[          , genome  6794] predictions:    9760/  10000 (97.60%), best:    9763/10000 (97.63%), error:       763.95801, best error:       718.34174 on epoch:    76, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 506.4883728027s, input_fired_time: 6.1295924187, output_fired_time: 9.6070728302, propagate_forward_time: 154.1259765625, propagate_backward_time: 321.9203491211, weight_update_time: 0.3768989146, other_time: 14.7053833008
epoch time: 42.5642623901s, input_fired_time: 0.3087211251, output_fired_time: 0.0000000000, propagate_forward_time: 39.4548797607, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8006629944
validation[          , genome  6794] predictions:    9743/  10000 (97.43%), best:    9763/10000 (97.63%), error:       808.73492, best error:       718.34174 on epoch:    76, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 509.4132080078s, input_fired_time: 6.0160746574, output_fired_time: 2.5184686184, propagate_forward_time: 189.2964782715, propagate_backward_time: 291.1214599609, weight_update_time: 0.3775846958, other_time: 20.4607238770
epoch time: 42.5416336060s, input_fired_time: 0.3001085818, output_fired_time: 0.0000000000, propagate_forward_time: 38.5353240967, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7061996460
validation[          , genome  6794] predictions:    9752/  10000 (97.52%), best:    9763/10000 (97.63%), error:       784.86542, best error:       718.34174 on epoch:    76, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 505.2294006348s, input_fired_time: 9.1845512390, output_fired_time: 2.5201478004, propagate_forward_time: 178.4549560547, propagate_backward_time: 293.5678100586, weight_update_time: 0.3780324757, other_time: 21.5019531250
epoch time: 42.0587348938s, input_fired_time: 2.3689465523, output_fired_time: 0.0000000000, propagate_forward_time: 35.0349922180, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6547966003
validation[          , genome  6794] predictions:    9769/  10000 (97.69%), best:    9763/10000 (97.63%), error:       755.18262, best error:       718.34174 on epoch:    76, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 505.5245056152s, input_fired_time: 8.0505867004, output_fired_time: 5.5770611763, propagate_forward_time: 218.5304412842, propagate_backward_time: 257.5395202637, weight_update_time: 0.3819195926, other_time: 15.8268737793
epoch time: 42.0695762634s, input_fired_time: 1.2887557745, output_fired_time: 0.0000000000, propagate_forward_time: 38.0720062256, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7088127136
validation[          , genome  6794] predictions:    9752/  10000 (97.52%), best:    9763/10000 (97.63%), error:       801.33685, best error:       718.34174 on epoch:    76, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 504.6909484863s, input_fired_time: 8.4114809036, output_fired_time: 5.4401969910, propagate_forward_time: 177.5114593506, propagate_backward_time: 298.6419372559, weight_update_time: 0.3821335435, other_time: 14.6858825684
epoch time: 41.1967048645s, input_fired_time: 2.3631718159, output_fired_time: 0.0000000000, propagate_forward_time: 33.9634628296, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8700714111
validation[          , genome  6794] predictions:    9756/  10000 (97.56%), best:    9763/10000 (97.63%), error:       812.27899, best error:       718.34174 on epoch:    76, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 506.3308410645s, input_fired_time: 11.2467222214, output_fired_time: 5.5560383797, propagate_forward_time: 189.0317077637, propagate_backward_time: 279.8376159668, weight_update_time: 0.3749648035, other_time: 20.6587524414
epoch time: 42.5246238708s, input_fired_time: 1.2949689627, output_fired_time: 0.0000000000, propagate_forward_time: 39.5004158020, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7292404175
validation[          , genome  6794] predictions:    9734/  10000 (97.34%), best:    9763/10000 (97.63%), error:       855.75079, best error:       718.34174 on epoch:    76, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 507.1665344238s, input_fired_time: 9.0439062119, output_fired_time: 3.4931881428, propagate_forward_time: 183.9365692139, propagate_backward_time: 292.6780090332, weight_update_time: 0.3763329685, other_time: 18.0148620605
epoch time: 42.1323585510s, input_fired_time: 1.2776027918, output_fired_time: 0.0000000000, propagate_forward_time: 38.1395835876, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7151718140
validation[          , genome  6794] predictions:    9753/  10000 (97.53%), best:    9763/10000 (97.63%), error:       788.02496, best error:       718.34174 on epoch:    76, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 504.8719177246s, input_fired_time: 8.0725479126, output_fired_time: 4.5903372765, propagate_forward_time: 178.6625366211, propagate_backward_time: 292.8669433594, weight_update_time: 0.3770630658, other_time: 20.6795654297
epoch time: 41.2452316284s, input_fired_time: 1.2935185432, output_fired_time: 0.0000000000, propagate_forward_time: 36.0566368103, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8950767517
validation[          , genome  6794] predictions:    9774/  10000 (97.74%), best:    9763/10000 (97.63%), error:       755.90491, best error:       718.34174 on epoch:    76, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 505.2939758301s, input_fired_time: 9.2626600266, output_fired_time: 3.5069751740, propagate_forward_time: 205.6290588379, propagate_backward_time: 273.1778869629, weight_update_time: 0.3814891577, other_time: 13.7173767090
epoch time: 41.0395355225s, input_fired_time: 0.3015286624, output_fired_time: 0.0000000000, propagate_forward_time: 37.0434608459, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6945457458
validation[          , genome  6794] predictions:    9757/  10000 (97.57%), best:    9763/10000 (97.63%), error:       781.93933, best error:       718.34174 on epoch:    76, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 503.5736999512s, input_fired_time: 6.9932241440, output_fired_time: 5.5203418732, propagate_forward_time: 189.9417266846, propagate_backward_time: 282.2771911621, weight_update_time: 2.4339580536, other_time: 18.8412170410
epoch time: 42.0961647034s, input_fired_time: 0.3104902506, output_fired_time: 0.0000000000, propagate_forward_time: 37.1225166321, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6631584167
validation[          , genome  6794] predictions:    9724/  10000 (97.24%), best:    9763/10000 (97.63%), error:       874.45367, best error:       718.34174 on epoch:    76, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 519.7656250000s, input_fired_time: 7.2516479492, output_fired_time: 3.5569546223, propagate_forward_time: 191.4269256592, propagate_backward_time: 297.4188842773, weight_update_time: 0.3950197399, other_time: 20.1112060547
epoch time: 44.1622276306s, input_fired_time: 0.3302333653, output_fired_time: 0.0000000000, propagate_forward_time: 41.0731124878, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7588806152
validation[          , genome  6794] predictions:    9731/  10000 (97.31%), best:    9763/10000 (97.63%), error:       838.56799, best error:       718.34174 on epoch:    76, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 518.7346801758s, input_fired_time: 7.1955304146, output_fired_time: 3.5764772892, propagate_forward_time: 172.8076629639, propagate_backward_time: 318.6115112305, weight_update_time: 0.3957103789, other_time: 16.5435180664
epoch time: 39.1642150879s, input_fired_time: 0.3003744185, output_fired_time: 0.0000000000, propagate_forward_time: 35.1569938660, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7068481445
validation[          , genome  6794] predictions:    9707/  10000 (97.07%), best:    9763/10000 (97.63%), error:       937.39063, best error:       718.34174 on epoch:    76, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 502.7830810547s, input_fired_time: 8.0751590729, output_fired_time: 4.5519733429, propagate_forward_time: 165.9231109619, propagate_backward_time: 308.2858581543, weight_update_time: 0.3780705929, other_time: 15.9469909668
epoch time: 39.2030868530s, input_fired_time: 0.3011668921, output_fired_time: 0.0000000000, propagate_forward_time: 32.1515464783, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.7503738403
validation[          , genome  6794] predictions:    9737/  10000 (97.37%), best:    9763/10000 (97.63%), error:       853.59729, best error:       718.34174 on epoch:    76, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 505.8902282715s, input_fired_time: 4.0531072617, output_fired_time: 4.6880874634, propagate_forward_time: 202.3613128662, propagate_backward_time: 272.3216857910, weight_update_time: 1.3600361347, other_time: 22.4660339355
epoch time: 42.1842308044s, input_fired_time: 1.2933537960, output_fired_time: 0.0000000000, propagate_forward_time: 37.2011795044, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6896972656
validation[          , genome  6794] predictions:    9728/  10000 (97.28%), best:    9763/10000 (97.63%), error:       922.97974, best error:       718.34174 on epoch:    76, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 506.8707580566s, input_fired_time: 4.0550866127, output_fired_time: 3.4827721119, propagate_forward_time: 173.8153686523, propagate_backward_time: 303.3554382324, weight_update_time: 1.4289151430, other_time: 22.1621093750
epoch time: 41.0638313293s, input_fired_time: 0.3016730547, output_fired_time: 0.0000000000, propagate_forward_time: 38.0610427856, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7011146545
validation[          , genome  6794] predictions:    9726/  10000 (97.26%), best:    9763/10000 (97.63%), error:       868.53479, best error:       718.34174 on epoch:    76, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 503.0648803711s, input_fired_time: 8.9341917038, output_fired_time: 6.6583075523, propagate_forward_time: 200.7628784180, propagate_backward_time: 272.0051574707, weight_update_time: 0.3778589070, other_time: 14.7043457031
epoch time: 40.8151435852s, input_fired_time: 0.3039930463, output_fired_time: 0.0000000000, propagate_forward_time: 36.8345642090, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6765861511
validation[          , genome  6794] predictions:    9716/  10000 (97.16%), best:    9763/10000 (97.63%), error:       897.37622, best error:       718.34174 on epoch:    76, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 506.3795776367s, input_fired_time: 7.9744405746, output_fired_time: 4.5770487785, propagate_forward_time: 197.0597991943, propagate_backward_time: 271.6111145020, weight_update_time: 1.3548084497, other_time: 25.1571960449
epoch time: 41.4478111267s, input_fired_time: 0.3037791550, output_fired_time: 0.0000000000, propagate_forward_time: 38.4410591125, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7029724121
validation[          , genome  6794] predictions:    9759/  10000 (97.59%), best:    9763/10000 (97.63%), error:       775.71417, best error:       718.34174 on epoch:    76, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 501.2274780273s, input_fired_time: 9.0585432053, output_fired_time: 3.4892826080, propagate_forward_time: 187.4884948730, propagate_backward_time: 287.5851135254, weight_update_time: 1.3645668030, other_time: 13.6060485840
epoch time: 41.3497886658s, input_fired_time: 1.2898111343, output_fired_time: 0.0000000000, propagate_forward_time: 36.3771743774, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6828041077
validation[          , genome  6794] predictions:    9754/  10000 (97.54%), best:    9763/10000 (97.63%), error:       856.97430, best error:       718.34174 on epoch:    76, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 505.2284240723s, input_fired_time: 6.0277657509, output_fired_time: 6.6489405632, propagate_forward_time: 195.4113159180, propagate_backward_time: 280.4244689941, weight_update_time: 0.3752799332, other_time: 16.7159423828
epoch time: 42.2794380188s, input_fired_time: 0.3118692338, output_fired_time: 0.0000000000, propagate_forward_time: 40.2465934753, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7209739685
validation[          , genome  6794] predictions:    9747/  10000 (97.47%), best:    9763/10000 (97.63%), error:       795.29529, best error:       718.34174 on epoch:    76, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 505.4590454102s, input_fired_time: 7.2510728836, output_fired_time: 6.6262521744, propagate_forward_time: 164.5314636230, propagate_backward_time: 310.1048583984, weight_update_time: 0.3778026104, other_time: 16.9454040527
epoch time: 42.2207221985s, input_fired_time: 0.3048375249, output_fired_time: 0.0000000000, propagate_forward_time: 37.2505683899, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6653175354
validation[          , genome  6794] predictions:    9745/  10000 (97.45%), best:    9763/10000 (97.63%), error:       823.81793, best error:       718.34174 on epoch:    76, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 510.8536071777s, input_fired_time: 6.1165428162, output_fired_time: 5.5551900864, propagate_forward_time: 203.5982513428, propagate_backward_time: 277.8178710938, weight_update_time: 0.3823147118, other_time: 17.7657470703
epoch time: 42.6506729126s, input_fired_time: 0.3203075826, output_fired_time: 0.0000000000, propagate_forward_time: 39.6088600159, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7215042114
validation[          , genome  6794] predictions:    9765/  10000 (97.65%), best:    9763/10000 (97.63%), error:       771.79883, best error:       718.34174 on epoch:    76, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 514.3610839844s, input_fired_time: 6.0690054893, output_fired_time: 8.4381847382, propagate_forward_time: 184.7193145752, propagate_backward_time: 301.0319824219, weight_update_time: 0.3831572831, other_time: 14.1026000977
epoch time: 43.8633041382s, input_fired_time: 1.4170017242, output_fired_time: 0.0000000000, propagate_forward_time: 38.6230964661, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8232078552
validation[          , genome  6794] predictions:    9705/  10000 (97.05%), best:    9763/10000 (97.63%), error:       978.86304, best error:       718.34174 on epoch:    76, 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: 208.9084320068s, input_fired_time: 1.5143873692, output_fired_time: 0.0000000000, propagate_forward_time: 192.5335845947, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 14.8604583740
best training[          , genome  6794] predictions:   49631/  50000 (99.26%), best:    9763/10000 (97.63%), error:      1520.35620, best error:       718.34174 on epoch:    76, 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: 44.7023696899s, input_fired_time: 1.2824718952, output_fired_time: 0.0000000000, propagate_forward_time: 40.4825172424, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9373817444
   testing[          , genome  6794] predictions:    9794/  10000 (97.94%), best:    9763/10000 (97.63%), error:       678.62561, best error:       718.34174 on epoch:    76, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
09:09:28 (6108): called boinc_finish(0)

</stderr_txt>
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