Nameexact_genome_1512185335_37_8809_0
Workunit2562540
Created5 Dec 2017, 12:11:57 UTC
Sent5 Dec 2017, 12:21:19 UTC
Report deadline25 Dec 2017, 10:00:17 UTC
Received7 Dec 2017, 8:55:28 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID52322
Run time10 hours 56 min 38 sec
CPU time10 hours 46 min 44 sec
Validate stateInitial
Credit0.00
Device peak FLOPS2.94 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size162.05 MB
Peak swap size160.63 MB
Peak disk usage3.45 MB

Stderr output

<core_client_version>7.6.33</core_client_version>
<![CDATA[
<stderr_txt>
105080585_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: 0.814342
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.00448107
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 0.000179243
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: 20
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 15
read number_validation_images: 10000
read best_validation_predictions: 9814
read best_validation_error: 577.946
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: 8809
read normal distribution: '1 0.974644124507904 -1.00517654418945'
generator_str: '1823877500'
read generator: 1823877500
read generated_by_map:
1 add_edge 1
reading 49 nodes.
reading 167 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: 344.288665771484s, input_fired_time: 3.78274011611938, output_fired_time: 3.78916120529175, propagate_forward_time: 126.525382995605, propagate_backward_time: 205.075119018555, weight_update_time: 0.473873883485794, other_time: 5.11625671386719
epoch time: 27.1734313964844s, input_fired_time: 0.477895587682724, output_fired_time: 0, propagate_forward_time: 25.7928581237793, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.902677536010742
validation[          , genome  8809] predictions:    9793/  10000 (97.93%), best:    9814/10000 (98.14%), error:       632.74664, best error:       577.94611 on epoch:    15, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 326.1860961914s, input_fired_time: 3.6123929024, output_fired_time: 3.5585207939, propagate_forward_time: 119.0488662720, propagate_backward_time: 194.9736633301, weight_update_time: 0.4730742276, other_time: 4.9926452637
epoch time: 25.2870407104s, input_fired_time: 0.4508159459, output_fired_time: 0.0000000000, propagate_forward_time: 23.9753456116, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8608798981
validation[          , genome  8809] predictions:    9749/  10000 (97.49%), best:    9814/10000 (98.14%), error:       757.86926, best error:       577.94611 on epoch:    15, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 335.5769042969s, input_fired_time: 3.7005958557, output_fired_time: 3.6852369308, propagate_forward_time: 122.4178237915, propagate_backward_time: 200.7091674805, weight_update_time: 0.4977325797, other_time: 5.0640869141
epoch time: 26.3905658722s, input_fired_time: 0.4659888744, output_fired_time: 0.0000000000, propagate_forward_time: 25.0431537628, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8814239502
validation[          , genome  8809] predictions:    9824/  10000 (98.24%), best:    9824/10000 (98.24%), error:       569.22681, best error:       569.22681 on epoch:    22, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 348.3642578125s, input_fired_time: 3.7927973270, output_fired_time: 3.8312544823, propagate_forward_time: 127.2529602051, propagate_backward_time: 208.2969512939, weight_update_time: 0.5330019593, other_time: 5.1902923584
epoch time: 25.8452987671s, input_fired_time: 0.4602266848, output_fired_time: 0.0000000000, propagate_forward_time: 24.5153980255, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8696746826
validation[          , genome  8809] predictions:    9814/  10000 (98.14%), best:    9824/10000 (98.24%), error:       617.94403, best error:       569.22681 on epoch:    22, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 346.7976379395s, input_fired_time: 3.7915632725, output_fired_time: 3.7944841385, propagate_forward_time: 127.0483856201, propagate_backward_time: 206.9675445557, weight_update_time: 0.5438825488, other_time: 5.1956481934
epoch time: 24.6578502655s, input_fired_time: 0.4433476627, output_fired_time: 0.0000000000, propagate_forward_time: 23.3610172272, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8534851074
validation[          , genome  8809] predictions:    9819/  10000 (98.19%), best:    9824/10000 (98.24%), error:       576.23590, best error:       569.22681 on epoch:    22, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 350.1582946777s, input_fired_time: 3.8124272823, output_fired_time: 3.8410336971, propagate_forward_time: 128.4590454102, propagate_backward_time: 208.8236236572, weight_update_time: 0.5553199649, other_time: 5.2221527100
epoch time: 25.4765033722s, input_fired_time: 0.4558104575, output_fired_time: 0.0000000000, propagate_forward_time: 24.1410827637, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8796100616
validation[          , genome  8809] predictions:    9802/  10000 (98.02%), best:    9824/10000 (98.24%), error:       650.27411, best error:       569.22681 on epoch:    22, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 348.3601074219s, input_fired_time: 3.7902104855, output_fired_time: 3.8449196815, propagate_forward_time: 127.1395797729, propagate_backward_time: 208.3744201660, weight_update_time: 0.5611153841, other_time: 5.2109680176
epoch time: 27.8760967255s, input_fired_time: 0.4849000573, output_fired_time: 0.0000000000, propagate_forward_time: 26.4855823517, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9056148529
validation[          , genome  8809] predictions:    9812/  10000 (98.12%), best:    9824/10000 (98.24%), error:       617.74603, best error:       569.22681 on epoch:    22, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 352.3175354004s, input_fired_time: 3.8267972469, output_fired_time: 3.8723878860, propagate_forward_time: 128.7149810791, propagate_backward_time: 210.6731872559, weight_update_time: 0.5646097660, other_time: 5.2302093506
epoch time: 27.6102561951s, input_fired_time: 0.4829590619, output_fired_time: 0.0000000000, propagate_forward_time: 26.2204494476, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9068470001
validation[          , genome  8809] predictions:    9809/  10000 (98.09%), best:    9824/10000 (98.24%), error:       639.53345, best error:       569.22681 on epoch:    22, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 358.7302856445s, input_fired_time: 3.8697240353, output_fired_time: 3.9360861778, propagate_forward_time: 131.0618286133, propagate_backward_time: 214.5801086426, weight_update_time: 0.5705504417, other_time: 5.2825317383
epoch time: 27.2782917023s, input_fired_time: 0.4773373604, output_fired_time: 0.0000000000, propagate_forward_time: 25.9104728699, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8904819489
validation[          , genome  8809] predictions:    9809/  10000 (98.09%), best:    9824/10000 (98.24%), error:       658.23822, best error:       569.22681 on epoch:    22, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 358.0698547363s, input_fired_time: 3.8752841949, output_fired_time: 3.9083275795, propagate_forward_time: 131.4120330811, propagate_backward_time: 213.5818328857, weight_update_time: 0.5762736201, other_time: 5.2923889160
epoch time: 27.8866424561s, input_fired_time: 0.4848141074, output_fired_time: 0.0000000000, propagate_forward_time: 26.4951915741, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9066371918
validation[          , genome  8809] predictions:    9814/  10000 (98.14%), best:    9824/10000 (98.24%), error:       588.25952, best error:       569.22681 on epoch:    22, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 357.7783203125s, input_fired_time: 3.8702311516, output_fired_time: 3.9315690994, propagate_forward_time: 130.8527526855, propagate_backward_time: 213.8343200684, weight_update_time: 0.5694518089, other_time: 5.2894287109
epoch time: 26.7040481567s, input_fired_time: 0.4768441021, output_fired_time: 0.0000000000, propagate_forward_time: 25.3390522003, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8881511688
validation[          , genome  8809] predictions:    9811/  10000 (98.11%), best:    9824/10000 (98.24%), error:       569.33118, best error:       569.22681 on epoch:    22, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 353.9388732910s, input_fired_time: 3.8310847282, output_fired_time: 3.8803253174, propagate_forward_time: 129.0542907715, propagate_backward_time: 211.9105987549, weight_update_time: 0.5670480728, other_time: 5.2625885010
epoch time: 26.3915481567s, input_fired_time: 0.4658565521, output_fired_time: 0.0000000000, propagate_forward_time: 25.0301990509, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8954925537
validation[          , genome  8809] predictions:    9810/  10000 (98.10%), best:    9824/10000 (98.24%), error:       588.69073, best error:       569.22681 on epoch:    22, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 357.7861938477s, input_fired_time: 3.8772649765, output_fired_time: 3.9247107506, propagate_forward_time: 131.2488250732, propagate_backward_time: 213.4709777832, weight_update_time: 0.5742479563, other_time: 5.2644195557
epoch time: 27.9090442657s, input_fired_time: 0.4871018827, output_fired_time: 0.0000000000, propagate_forward_time: 26.5096874237, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9122543335
validation[          , genome  8809] predictions:    9833/  10000 (98.33%), best:    9833/10000 (98.33%), error:       508.40982, best error:       508.40982 on epoch:    32, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 359.9417419434s, input_fired_time: 3.8835785389, output_fired_time: 3.9437432289, propagate_forward_time: 131.0122985840, propagate_backward_time: 215.7950286865, weight_update_time: 0.5712064505, other_time: 5.3070831299
epoch time: 28.0579891205s, input_fired_time: 0.4921124279, output_fired_time: 0.0000000000, propagate_forward_time: 26.6547832489, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9110927582
validation[          , genome  8809] predictions:    9816/  10000 (98.16%), best:    9833/10000 (98.33%), error:       577.78333, best error:       508.40982 on epoch:    32, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 355.5571594238s, input_fired_time: 3.8446321487, output_fired_time: 3.9263079166, propagate_forward_time: 129.7017364502, propagate_backward_time: 212.8262176514, weight_update_time: 0.5679471493, other_time: 5.2582702637
epoch time: 27.6389026642s, input_fired_time: 0.4878377914, output_fired_time: 0.0000000000, propagate_forward_time: 26.2450981140, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9059677124
validation[          , genome  8809] predictions:    9833/  10000 (98.33%), best:    9833/10000 (98.33%), error:       535.14996, best error:       508.40982 on epoch:    32, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 354.2307739258s, input_fired_time: 3.8422954082, output_fired_time: 3.8701515198, propagate_forward_time: 129.8703155518, propagate_backward_time: 211.3946685791, weight_update_time: 0.5663973093, other_time: 5.2533569336
epoch time: 28.0317096710s, input_fired_time: 0.4892855287, output_fired_time: 0.0000000000, propagate_forward_time: 26.6357116699, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9067115784
validation[          , genome  8809] predictions:    9821/  10000 (98.21%), best:    9833/10000 (98.33%), error:       550.49750, best error:       508.40982 on epoch:    32, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 359.4330749512s, input_fired_time: 3.8886132240, output_fired_time: 3.9383978844, propagate_forward_time: 131.1911773682, propagate_backward_time: 215.1238555908, weight_update_time: 0.5692179203, other_time: 5.2910461426
epoch time: 27.8847274780s, input_fired_time: 0.4884958267, output_fired_time: 0.0000000000, propagate_forward_time: 26.4880790710, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9081535339
validation[          , genome  8809] predictions:    9770/  10000 (97.70%), best:    9833/10000 (98.33%), error:       702.33636, best error:       508.40982 on epoch:    32, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 357.8022155762s, input_fired_time: 3.8805403709, output_fired_time: 3.9383573532, propagate_forward_time: 130.6504364014, propagate_backward_time: 214.0431060791, weight_update_time: 0.5716278553, other_time: 5.2897644043
epoch time: 26.4468097687s, input_fired_time: 0.4719284177, output_fired_time: 0.0000000000, propagate_forward_time: 25.0909690857, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8839130402
validation[          , genome  8809] predictions:    9826/  10000 (98.26%), best:    9833/10000 (98.33%), error:       552.93823, best error:       508.40982 on epoch:    32, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 351.7546997070s, input_fired_time: 3.8370816708, output_fired_time: 3.8609466553, propagate_forward_time: 128.4279327393, propagate_backward_time: 210.3802490234, weight_update_time: 0.5673055053, other_time: 5.2485198975
epoch time: 27.3796749115s, input_fired_time: 0.4893199205, output_fired_time: 0.0000000000, propagate_forward_time: 25.9833049774, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9070491791
validation[          , genome  8809] predictions:    9848/  10000 (98.48%), best:    9848/10000 (98.48%), error:       487.81464, best error:       487.81464 on epoch:    38, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 356.8504028320s, input_fired_time: 3.8930075169, output_fired_time: 3.9343168736, propagate_forward_time: 130.5762176514, propagate_backward_time: 213.1515045166, weight_update_time: 0.5731279254, other_time: 5.2953491211
epoch time: 27.2940158844s, input_fired_time: 0.4833890796, output_fired_time: 0.0000000000, propagate_forward_time: 25.8981418610, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9124851227
validation[          , genome  8809] predictions:    9800/  10000 (98.00%), best:    9848/10000 (98.48%), error:       624.19165, best error:       487.81464 on epoch:    38, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 360.0920410156s, input_fired_time: 3.8997695446, output_fired_time: 3.9341611862, propagate_forward_time: 131.3592987061, propagate_backward_time: 215.5952758789, weight_update_time: 0.5716616511, other_time: 5.3035125732
epoch time: 27.5114860535s, input_fired_time: 0.4826407433, output_fired_time: 0.0000000000, propagate_forward_time: 26.1371574402, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8916873932
validation[          , genome  8809] predictions:    9810/  10000 (98.10%), best:    9848/10000 (98.48%), error:       587.81036, best error:       487.81464 on epoch:    38, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 355.4242858887s, input_fired_time: 3.8690388203, output_fired_time: 3.9143114090, propagate_forward_time: 129.9664001465, propagate_backward_time: 212.4120025635, weight_update_time: 0.5663080215, other_time: 5.2625274658
epoch time: 28.2501392365s, input_fired_time: 0.4938993752, output_fired_time: 0.0000000000, propagate_forward_time: 26.8493156433, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9069232941
validation[          , genome  8809] predictions:    9827/  10000 (98.27%), best:    9848/10000 (98.48%), error:       517.96094, best error:       487.81464 on epoch:    38, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 360.9954833984s, input_fired_time: 3.9101824760, output_fired_time: 3.9456436634, propagate_forward_time: 131.5475158691, propagate_backward_time: 216.2960205078, weight_update_time: 0.5740845203, other_time: 5.2961120605
epoch time: 27.1943225861s, input_fired_time: 0.4778105617, output_fired_time: 0.0000000000, propagate_forward_time: 25.8312149048, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8852977753
validation[          , genome  8809] predictions:    9811/  10000 (98.11%), best:    9848/10000 (98.48%), error:       596.23883, best error:       487.81464 on epoch:    38, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 358.4143676758s, input_fired_time: 3.8805596828, output_fired_time: 3.9266419411, propagate_forward_time: 130.7563018799, propagate_backward_time: 214.5496063232, weight_update_time: 0.5739703774, other_time: 5.3012695313
epoch time: 27.6653461456s, input_fired_time: 0.4890055060, output_fired_time: 0.0000000000, propagate_forward_time: 26.2730274200, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9033126831
validation[          , genome  8809] predictions:    9808/  10000 (98.08%), best:    9848/10000 (98.48%), error:       587.52460, best error:       487.81464 on epoch:    38, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 357.4432373047s, input_fired_time: 3.8787577152, output_fired_time: 3.9150068760, propagate_forward_time: 130.2755432129, propagate_backward_time: 214.0684661865, weight_update_time: 0.5744035840, other_time: 5.3054656982
epoch time: 28.2598018646s, input_fired_time: 0.4920488000, output_fired_time: 0.0000000000, propagate_forward_time: 26.8575210571, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9102325439
validation[          , genome  8809] predictions:    9815/  10000 (98.15%), best:    9848/10000 (98.48%), error:       551.44037, best error:       487.81464 on epoch:    38, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 360.2527770996s, input_fired_time: 3.9018847942, output_fired_time: 3.9282343388, propagate_forward_time: 131.6839904785, propagate_backward_time: 215.4519042969, weight_update_time: 0.5681595206, other_time: 5.2867736816
epoch time: 27.4481773376s, input_fired_time: 0.4829096198, output_fired_time: 0.0000000000, propagate_forward_time: 26.0634021759, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9018650055
validation[          , genome  8809] predictions:    9827/  10000 (98.27%), best:    9848/10000 (98.48%), error:       544.09680, best error:       487.81464 on epoch:    38, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 360.3772277832s, input_fired_time: 3.8761818409, output_fired_time: 3.9319996834, propagate_forward_time: 131.1987915039, propagate_backward_time: 216.0820007324, weight_update_time: 0.5690836906, other_time: 5.2882385254
epoch time: 26.7692756653s, input_fired_time: 0.4771481156, output_fired_time: 0.0000000000, propagate_forward_time: 25.4045886993, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8875389099
validation[          , genome  8809] predictions:    9836/  10000 (98.36%), best:    9848/10000 (98.48%), error:       535.46466, best error:       487.81464 on epoch:    38, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 357.9519348145s, input_fired_time: 3.8664138317, output_fired_time: 3.9087939262, propagate_forward_time: 130.4820098877, propagate_backward_time: 214.4093933105, weight_update_time: 0.5722664595, other_time: 5.2853240967
epoch time: 27.5112972260s, input_fired_time: 0.4878418148, output_fired_time: 0.0000000000, propagate_forward_time: 26.1198959351, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9035587311
validation[          , genome  8809] predictions:    9804/  10000 (98.04%), best:    9848/10000 (98.48%), error:       590.12012, best error:       487.81464 on epoch:    38, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 357.7640686035s, input_fired_time: 3.8848869801, output_fired_time: 3.9280955791, propagate_forward_time: 130.6380767822, propagate_backward_time: 214.0271148682, weight_update_time: 0.5676366687, other_time: 5.2858886719
epoch time: 28.3376216888s, input_fired_time: 0.4975085258, output_fired_time: 0.0000000000, propagate_forward_time: 26.9170780182, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9230346680
validation[          , genome  8809] predictions:    9821/  10000 (98.21%), best:    9848/10000 (98.48%), error:       575.48016, best error:       487.81464 on epoch:    38, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 357.4703063965s, input_fired_time: 3.8737463951, output_fired_time: 3.9048235416, propagate_forward_time: 130.3593139648, propagate_backward_time: 214.0592651367, weight_update_time: 0.5707471967, other_time: 5.2731628418
epoch time: 27.1739807129s, input_fired_time: 0.4852032661, output_fired_time: 0.0000000000, propagate_forward_time: 25.7869472504, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9018306732
validation[          , genome  8809] predictions:    9832/  10000 (98.32%), best:    9848/10000 (98.48%), error:       508.66559, best error:       487.81464 on epoch:    38, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 359.0129089355s, input_fired_time: 3.8954157829, output_fired_time: 3.9273216724, propagate_forward_time: 130.5810852051, propagate_backward_time: 215.3179321289, weight_update_time: 0.5753337741, other_time: 5.2911682129
epoch time: 27.9917240143s, input_fired_time: 0.4909789562, output_fired_time: 0.0000000000, propagate_forward_time: 26.5973415375, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9034042358
validation[          , genome  8809] predictions:    9819/  10000 (98.19%), best:    9848/10000 (98.48%), error:       573.40222, best error:       487.81464 on epoch:    38, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 360.3371276855s, input_fired_time: 3.9106717110, output_fired_time: 3.9453258514, propagate_forward_time: 131.6628112793, propagate_backward_time: 215.4953460693, weight_update_time: 0.5753176808, other_time: 5.3229827881
epoch time: 27.4360904694s, input_fired_time: 0.4879570901, output_fired_time: 0.0000000000, propagate_forward_time: 26.0428714752, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9052619934
validation[          , genome  8809] predictions:    9841/  10000 (98.41%), best:    9848/10000 (98.48%), error:       518.20343, best error:       487.81464 on epoch:    38, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 358.7897338867s, input_fired_time: 3.8934819698, output_fired_time: 3.9228835106, propagate_forward_time: 130.6956024170, propagate_backward_time: 214.9660491943, weight_update_time: 0.5794909596, other_time: 5.3117065430
epoch time: 28.0590667725s, input_fired_time: 0.4903526604, output_fired_time: 0.0000000000, propagate_forward_time: 26.6718673706, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8968467712
validation[          , genome  8809] predictions:    9849/  10000 (98.49%), best:    9849/10000 (98.49%), error:       473.41525, best error:       473.41525 on epoch:    52, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 360.6583251953s, input_fired_time: 3.8995304108, output_fired_time: 3.9427208900, propagate_forward_time: 131.6712036133, propagate_backward_time: 215.8444976807, weight_update_time: 0.5759124160, other_time: 5.3003692627
epoch time: 28.0730266571s, input_fired_time: 0.4900307059, output_fired_time: 0.0000000000, propagate_forward_time: 26.6736221313, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9093742371
validation[          , genome  8809] predictions:    9832/  10000 (98.32%), best:    9849/10000 (98.49%), error:       541.71252, best error:       473.41525 on epoch:    52, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 363.3463439941s, input_fired_time: 3.9236910343, output_fired_time: 3.9834508896, propagate_forward_time: 132.8311004639, propagate_backward_time: 217.2980499268, weight_update_time: 0.5739356875, other_time: 5.3100280762
epoch time: 27.3958358765s, input_fired_time: 0.4870659113, output_fired_time: 0.0000000000, propagate_forward_time: 26.0061626434, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9026069641
validation[          , genome  8809] predictions:    9837/  10000 (98.37%), best:    9849/10000 (98.49%), error:       510.42569, best error:       473.41525 on epoch:    52, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 360.7614746094s, input_fired_time: 3.9114203453, output_fired_time: 3.9599859715, propagate_forward_time: 131.2117462158, propagate_backward_time: 216.3683471680, weight_update_time: 0.5747202635, other_time: 5.3099822998
epoch time: 27.8260936737s, input_fired_time: 0.4838138223, output_fired_time: 0.0000000000, propagate_forward_time: 26.4579696655, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8843097687
validation[          , genome  8809] predictions:    9819/  10000 (98.19%), best:    9849/10000 (98.49%), error:       623.14551, best error:       473.41525 on epoch:    52, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 361.3392944336s, input_fired_time: 3.8979527950, output_fired_time: 3.9452137947, propagate_forward_time: 131.9128417969, propagate_backward_time: 216.2709503174, weight_update_time: 0.5734614730, other_time: 5.3123321533
epoch time: 27.6219215393s, input_fired_time: 0.4927966595, output_fired_time: 0.0000000000, propagate_forward_time: 26.2231140137, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9060115814
validation[          , genome  8809] predictions:    9841/  10000 (98.41%), best:    9849/10000 (98.49%), error:       489.54718, best error:       473.41525 on epoch:    52, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 360.1163330078s, input_fired_time: 3.8995225430, output_fired_time: 3.9221880436, propagate_forward_time: 131.7443695068, propagate_backward_time: 215.2631988525, weight_update_time: 0.5695218444, other_time: 5.2870483398
epoch time: 26.2788867950s, input_fired_time: 0.4652831852, output_fired_time: 0.0000000000, propagate_forward_time: 24.9415225983, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8720817566
validation[          , genome  8809] predictions:    9827/  10000 (98.27%), best:    9849/10000 (98.49%), error:       525.69061, best error:       473.41525 on epoch:    52, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 358.2947998047s, input_fired_time: 3.9080426693, output_fired_time: 3.9424316883, propagate_forward_time: 130.6240081787, propagate_backward_time: 214.5317382813, weight_update_time: 0.5725044608, other_time: 5.2885589600
epoch time: 26.6991195679s, input_fired_time: 0.4702188373, output_fired_time: 0.0000000000, propagate_forward_time: 25.3546333313, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8742675781
validation[          , genome  8809] predictions:    9827/  10000 (98.27%), best:    9849/10000 (98.49%), error:       526.89240, best error:       473.41525 on epoch:    52, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 355.9676818848s, input_fired_time: 3.8754510880, output_fired_time: 3.9196667671, propagate_forward_time: 129.5686645508, propagate_backward_time: 213.3002014160, weight_update_time: 0.5670332313, other_time: 5.3036804199
epoch time: 28.0261516571s, input_fired_time: 0.4937699139, output_fired_time: 0.0000000000, propagate_forward_time: 26.6179599762, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9144210815
validation[          , genome  8809] predictions:    9782/  10000 (97.82%), best:    9849/10000 (98.49%), error:       705.70007, best error:       473.41525 on epoch:    52, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 361.6275329590s, input_fired_time: 3.9221563339, output_fired_time: 3.9500024319, propagate_forward_time: 131.9537048340, propagate_backward_time: 216.5063323975, weight_update_time: 0.5749176741, other_time: 5.2953338623
epoch time: 27.9731979370s, input_fired_time: 0.4917067885, output_fired_time: 0.0000000000, propagate_forward_time: 26.5780868530, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9034042358
validation[          , genome  8809] predictions:    9842/  10000 (98.42%), best:    9849/10000 (98.49%), error:       508.34525, best error:       473.41525 on epoch:    52, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 361.9775390625s, input_fired_time: 3.9106376171, output_fired_time: 3.9414236546, propagate_forward_time: 132.5092773438, propagate_backward_time: 216.3187561035, weight_update_time: 0.5714461207, other_time: 5.2974243164
epoch time: 27.7949886322s, input_fired_time: 0.4881079495, output_fired_time: 0.0000000000, propagate_forward_time: 26.3994617462, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9074192047
validation[          , genome  8809] predictions:    9851/  10000 (98.51%), best:    9851/10000 (98.51%), error:       469.87399, best error:       469.87399 on epoch:    61, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 361.7733154297s, input_fired_time: 3.9167280197, output_fired_time: 3.9662189484, propagate_forward_time: 132.1552581787, propagate_backward_time: 216.4398803711, weight_update_time: 0.5743981004, other_time: 5.2952423096
epoch time: 26.6495876312s, input_fired_time: 0.4759210944, output_fired_time: 0.0000000000, propagate_forward_time: 25.2823848724, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8912811279
validation[          , genome  8809] predictions:    9844/  10000 (98.44%), best:    9851/10000 (98.51%), error:       492.26819, best error:       469.87399 on epoch:    61, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 362.7146911621s, input_fired_time: 3.9361310005, output_fired_time: 3.9727122784, propagate_forward_time: 132.6764221191, propagate_backward_time: 216.8006439209, weight_update_time: 0.5767725706, other_time: 5.3287811279
epoch time: 26.6367912292s, input_fired_time: 0.4758847952, output_fired_time: 0.0000000000, propagate_forward_time: 25.2665843964, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8943214417
validation[          , genome  8809] predictions:    9832/  10000 (98.32%), best:    9851/10000 (98.51%), error:       528.64618, best error:       469.87399 on epoch:    61, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 361.5734863281s, input_fired_time: 3.9143564701, output_fired_time: 3.9441349506, propagate_forward_time: 132.3371582031, propagate_backward_time: 216.0832824707, weight_update_time: 0.5713502169, other_time: 5.2945556641
epoch time: 26.6583576202s, input_fired_time: 0.4825227857, output_fired_time: 0.0000000000, propagate_forward_time: 25.2767028809, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8991317749
validation[          , genome  8809] predictions:    9840/  10000 (98.40%), best:    9851/10000 (98.51%), error:       513.23108, best error:       469.87399 on epoch:    61, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 361.9895019531s, input_fired_time: 3.9168753624, output_fired_time: 3.9448511600, propagate_forward_time: 132.3580780029, propagate_backward_time: 216.4647064209, weight_update_time: 0.5716159940, other_time: 5.3049926758
epoch time: 27.7206687927s, input_fired_time: 0.4891844392, output_fired_time: 0.0000000000, propagate_forward_time: 26.3325271606, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8989562988
validation[          , genome  8809] predictions:    9839/  10000 (98.39%), best:    9851/10000 (98.51%), error:       485.63181, best error:       469.87399 on epoch:    61, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 358.1471252441s, input_fired_time: 3.8955798149, output_fired_time: 3.9027080536, propagate_forward_time: 130.1420288086, propagate_backward_time: 214.9218902588, weight_update_time: 0.5674788952, other_time: 5.2849273682
epoch time: 27.8134613037s, input_fired_time: 0.4903379977, output_fired_time: 0.0000000000, propagate_forward_time: 26.4276256561, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8954982758
validation[          , genome  8809] predictions:    9838/  10000 (98.38%), best:    9851/10000 (98.51%), error:       517.04785, best error:       469.87399 on epoch:    61, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 359.7070007324s, input_fired_time: 3.9090368748, output_fired_time: 3.9407427311, propagate_forward_time: 131.4154815674, propagate_backward_time: 215.1539611816, weight_update_time: 0.5694127083, other_time: 5.2877960205
epoch time: 27.1300945282s, input_fired_time: 0.4818216264, output_fired_time: 0.0000000000, propagate_forward_time: 25.7619152069, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8863582611
validation[          , genome  8809] predictions:    9840/  10000 (98.40%), best:    9851/10000 (98.51%), error:       493.15158, best error:       469.87399 on epoch:    61, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 355.7380981445s, input_fired_time: 3.8977689743, output_fired_time: 3.9020025730, propagate_forward_time: 130.0627288818, propagate_backward_time: 212.5890960693, weight_update_time: 0.5662988424, other_time: 5.2864990234
epoch time: 28.2148132324s, input_fired_time: 0.4955412149, output_fired_time: 0.0000000000, propagate_forward_time: 26.8103408813, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9089317322
validation[          , genome  8809] predictions:    9832/  10000 (98.32%), best:    9851/10000 (98.51%), error:       540.08575, best error:       469.87399 on epoch:    61, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 360.1796569824s, input_fired_time: 3.9156031609, output_fired_time: 3.9499905109, propagate_forward_time: 131.5222320557, propagate_backward_time: 215.4907226563, weight_update_time: 0.5714604855, other_time: 5.3011322021
epoch time: 27.7596111298s, input_fired_time: 0.4918783307, output_fired_time: 0.0000000000, propagate_forward_time: 26.3550167084, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9127159119
validation[          , genome  8809] predictions:    9842/  10000 (98.42%), best:    9851/10000 (98.51%), error:       531.74963, best error:       469.87399 on epoch:    61, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 357.1861267090s, input_fired_time: 3.8904047012, output_fired_time: 3.9209806919, propagate_forward_time: 130.2474060059, propagate_backward_time: 213.8457031250, weight_update_time: 0.5688995719, other_time: 5.2816162109
epoch time: 27.7974987030s, input_fired_time: 0.4924533963, output_fired_time: 0.0000000000, propagate_forward_time: 26.4088993073, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8961467743
validation[          , genome  8809] predictions:    9831/  10000 (98.31%), best:    9851/10000 (98.51%), error:       553.72174, best error:       469.87399 on epoch:    61, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 358.4188842773s, input_fired_time: 3.8878192902, output_fired_time: 3.9382266998, propagate_forward_time: 130.5224151611, propagate_backward_time: 214.7870483398, weight_update_time: 0.5676997900, other_time: 5.2833709717
epoch time: 27.8778152466s, input_fired_time: 0.4872479439, output_fired_time: 0.0000000000, propagate_forward_time: 26.4860534668, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9045143127
validation[          , genome  8809] predictions:    9830/  10000 (98.30%), best:    9851/10000 (98.51%), error:       566.43085, best error:       469.87399 on epoch:    61, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 356.7581787109s, input_fired_time: 3.8824174404, output_fired_time: 3.9075815678, propagate_forward_time: 130.2468872070, propagate_backward_time: 213.4658203125, weight_update_time: 0.5633950233, other_time: 5.2554626465
epoch time: 27.6185417175s, input_fired_time: 0.4956419170, output_fired_time: 0.0000000000, propagate_forward_time: 26.2188644409, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9040355682
validation[          , genome  8809] predictions:    9827/  10000 (98.27%), best:    9851/10000 (98.51%), error:       520.70172, best error:       469.87399 on epoch:    61, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 360.4591674805s, input_fired_time: 3.9041955471, output_fired_time: 3.9405467510, propagate_forward_time: 131.5032043457, propagate_backward_time: 215.8403472900, weight_update_time: 0.5697683096, other_time: 5.2708587646
epoch time: 27.3092956543s, input_fired_time: 0.4875924587, output_fired_time: 0.0000000000, propagate_forward_time: 25.9218025208, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8999004364
validation[          , genome  8809] predictions:    9837/  10000 (98.37%), best:    9851/10000 (98.51%), error:       522.58502, best error:       469.87399 on epoch:    61, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 358.0911560059s, input_fired_time: 3.8896741867, output_fired_time: 3.9064922333, propagate_forward_time: 130.6528778076, propagate_backward_time: 214.3465728760, weight_update_time: 0.5676576495, other_time: 5.2955322266
epoch time: 27.4748592377s, input_fired_time: 0.4906722605, output_fired_time: 0.0000000000, propagate_forward_time: 26.0875644684, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8966217041
validation[          , genome  8809] predictions:    9835/  10000 (98.35%), best:    9851/10000 (98.51%), error:       490.83191, best error:       469.87399 on epoch:    61, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 357.6816101074s, input_fired_time: 3.9012691975, output_fired_time: 3.9249663353, propagate_forward_time: 130.5577545166, propagate_backward_time: 214.0239868164, weight_update_time: 0.5664745569, other_time: 5.2736358643
epoch time: 28.3882923126s, input_fired_time: 0.4950278401, output_fired_time: 0.0000000000, propagate_forward_time: 26.9977684021, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8954963684
validation[          , genome  8809] predictions:    9828/  10000 (98.28%), best:    9851/10000 (98.51%), error:       567.34174, best error:       469.87399 on epoch:    61, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 358.9829101563s, input_fired_time: 3.9068157673, output_fired_time: 3.9461100101, propagate_forward_time: 130.8339843750, propagate_backward_time: 214.9838409424, weight_update_time: 0.5778461695, other_time: 5.3121490479
epoch time: 27.0455093384s, input_fired_time: 0.4825849831, output_fired_time: 0.0000000000, propagate_forward_time: 25.6702919006, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8926315308
validation[          , genome  8809] predictions:    9833/  10000 (98.33%), best:    9851/10000 (98.51%), error:       518.54388, best error:       469.87399 on epoch:    61, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 361.8263244629s, input_fired_time: 3.9274899960, output_fired_time: 3.9557619095, propagate_forward_time: 132.0714416504, propagate_backward_time: 216.5167541504, weight_update_time: 0.5803668499, other_time: 5.3548889160
epoch time: 27.5799503326s, input_fired_time: 0.4946647584, output_fired_time: 0.0000000000, propagate_forward_time: 26.1869926453, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8982925415
validation[          , genome  8809] predictions:    9837/  10000 (98.37%), best:    9851/10000 (98.51%), error:       530.91992, best error:       469.87399 on epoch:    61, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 361.7643737793s, input_fired_time: 3.9238600731, output_fired_time: 3.9537558556, propagate_forward_time: 132.2939453125, propagate_backward_time: 216.2716979980, weight_update_time: 0.5778135657, other_time: 5.3211059570
epoch time: 27.9227809906s, input_fired_time: 0.4904870689, output_fired_time: 0.0000000000, propagate_forward_time: 26.5245380402, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9077568054
validation[          , genome  8809] predictions:    9854/  10000 (98.54%), best:    9854/10000 (98.54%), error:       448.74210, best error:       448.74210 on epoch:    78, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 362.0510559082s, input_fired_time: 3.9312458038, output_fired_time: 3.9776303768, propagate_forward_time: 132.3646545410, propagate_backward_time: 216.4924926758, weight_update_time: 0.5719543099, other_time: 5.2850341797
epoch time: 27.4206390381s, input_fired_time: 0.4876749516, output_fired_time: 0.0000000000, propagate_forward_time: 26.0435009003, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8894634247
validation[          , genome  8809] predictions:    9817/  10000 (98.17%), best:    9854/10000 (98.54%), error:       578.62390, best error:       448.74210 on epoch:    78, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 363.0780639648s, input_fired_time: 3.9289553165, output_fired_time: 3.9732892513, propagate_forward_time: 132.5185699463, propagate_backward_time: 217.3498077393, weight_update_time: 0.5717686415, other_time: 5.3074340820
epoch time: 27.4765853882s, input_fired_time: 0.4909296632, output_fired_time: 0.0000000000, propagate_forward_time: 26.0822715759, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9033832550
validation[          , genome  8809] predictions:    9852/  10000 (98.52%), best:    9854/10000 (98.54%), error:       483.15021, best error:       448.74210 on epoch:    78, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 360.5180969238s, input_fired_time: 3.9228024483, output_fired_time: 3.9588360786, propagate_forward_time: 131.7641906738, propagate_backward_time: 215.5785827637, weight_update_time: 0.5728734136, other_time: 5.2937011719
epoch time: 26.5016326904s, input_fired_time: 0.4708141983, output_fired_time: 0.0000000000, propagate_forward_time: 25.1470184326, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8838005066
validation[          , genome  8809] predictions:    9833/  10000 (98.33%), best:    9854/10000 (98.54%), error:       534.36017, best error:       448.74210 on epoch:    78, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 358.8820190430s, input_fired_time: 3.9191167355, output_fired_time: 3.9272811413, propagate_forward_time: 131.1070861816, propagate_backward_time: 214.6015777588, weight_update_time: 0.5701160431, other_time: 5.3269500732
epoch time: 28.1046524048s, input_fired_time: 0.4974603057, output_fired_time: 0.0000000000, propagate_forward_time: 26.6944904327, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9127025604
validation[          , genome  8809] predictions:    9844/  10000 (98.44%), best:    9854/10000 (98.54%), error:       502.16565, best error:       448.74210 on epoch:    78, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 361.7395324707s, input_fired_time: 3.9249212742, output_fired_time: 3.9665324688, propagate_forward_time: 132.4967498779, propagate_backward_time: 216.0277404785, weight_update_time: 0.5739796162, other_time: 5.3235931396
epoch time: 27.7959842682s, input_fired_time: 0.4902160764, output_fired_time: 0.0000000000, propagate_forward_time: 26.4029464722, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9028224945
validation[          , genome  8809] predictions:    9822/  10000 (98.22%), best:    9854/10000 (98.54%), error:       562.86688, best error:       448.74210 on epoch:    78, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 361.0495605469s, input_fired_time: 3.9314923286, output_fired_time: 3.9627022743, propagate_forward_time: 132.1762237549, propagate_backward_time: 215.6644592285, weight_update_time: 0.5736050010, other_time: 5.3146820068
epoch time: 28.1982917786s, input_fired_time: 0.4946298003, output_fired_time: 0.0000000000, propagate_forward_time: 26.8041725159, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8994903564
validation[          , genome  8809] predictions:    9845/  10000 (98.45%), best:    9854/10000 (98.54%), error:       482.51370, best error:       448.74210 on epoch:    78, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 362.3298339844s, input_fired_time: 3.9388785362, output_fired_time: 3.9649820328, propagate_forward_time: 132.2081146240, propagate_backward_time: 216.9118804932, weight_update_time: 0.5800406337, other_time: 5.3059692383
epoch time: 27.7795677185s, input_fired_time: 0.4954553545, output_fired_time: 0.0000000000, propagate_forward_time: 26.3794078827, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9047050476
validation[          , genome  8809] predictions:    9836/  10000 (98.36%), best:    9854/10000 (98.54%), error:       511.54257, best error:       448.74210 on epoch:    78, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 362.2095031738s, input_fired_time: 3.9258265495, output_fired_time: 3.9656839371, propagate_forward_time: 132.3453521729, propagate_backward_time: 216.6733856201, weight_update_time: 0.5743316412, other_time: 5.2992553711
epoch time: 28.1046581268s, input_fired_time: 0.4937044382, output_fired_time: 0.0000000000, propagate_forward_time: 26.7091541290, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9018001556
validation[          , genome  8809] predictions:    9845/  10000 (98.45%), best:    9854/10000 (98.54%), error:       523.61938, best error:       448.74210 on epoch:    78, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 356.7144165039s, input_fired_time: 3.8883435726, output_fired_time: 3.9246771336, propagate_forward_time: 129.7342834473, propagate_backward_time: 213.9428863525, weight_update_time: 0.5646364689, other_time: 5.2242279053
epoch time: 28.2222957611s, input_fired_time: 0.4972098768, output_fired_time: 0.0000000000, propagate_forward_time: 26.8136730194, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9114131927
validation[          , genome  8809] predictions:    9849/  10000 (98.49%), best:    9854/10000 (98.54%), error:       489.14948, best error:       448.74210 on epoch:    78, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 362.5241394043s, input_fired_time: 3.9291236401, output_fired_time: 3.9631087780, propagate_forward_time: 132.1959991455, propagate_backward_time: 217.1430816650, weight_update_time: 0.5711796880, other_time: 5.2928161621
epoch time: 28.2429065704s, input_fired_time: 0.4950003326, output_fired_time: 0.0000000000, propagate_forward_time: 26.8425426483, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9053630829
validation[          , genome  8809] predictions:    9848/  10000 (98.48%), best:    9854/10000 (98.54%), error:       488.52237, best error:       448.74210 on epoch:    78, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 360.7011413574s, input_fired_time: 3.9288942814, output_fired_time: 3.9481239319, propagate_forward_time: 131.8932952881, propagate_backward_time: 215.6428527832, weight_update_time: 0.5698078871, other_time: 5.2879791260
epoch time: 28.0202865601s, input_fired_time: 0.4961355627, output_fired_time: 0.0000000000, propagate_forward_time: 26.6207923889, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9033584595
validation[          , genome  8809] predictions:    9844/  10000 (98.44%), best:    9854/10000 (98.54%), error:       488.94678, best error:       448.74210 on epoch:    78, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 360.2605590820s, input_fired_time: 3.9200437069, output_fired_time: 3.9315087795, propagate_forward_time: 131.3054656982, propagate_backward_time: 215.8086700439, weight_update_time: 0.5702983141, other_time: 5.2948608398
epoch time: 27.7551746368s, input_fired_time: 0.4946118295, output_fired_time: 0.0000000000, propagate_forward_time: 26.3505039215, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9100589752
validation[          , genome  8809] predictions:    9840/  10000 (98.40%), best:    9854/10000 (98.54%), error:       516.17041, best error:       448.74210 on epoch:    78, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 360.1362915039s, input_fired_time: 3.9224202633, output_fired_time: 3.9217219353, propagate_forward_time: 131.7663726807, propagate_backward_time: 215.2229156494, weight_update_time: 0.5754829049, other_time: 5.3028564453
epoch time: 27.7381839752s, input_fired_time: 0.4895519614, output_fired_time: 0.0000000000, propagate_forward_time: 26.3316535950, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9169788361
validation[          , genome  8809] predictions:    9856/  10000 (98.56%), best:    9854/10000 (98.54%), error:       466.03241, best error:       448.74210 on epoch:    78, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 362.7464599609s, input_fired_time: 3.9448876381, output_fired_time: 3.9676101208, propagate_forward_time: 132.8100128174, propagate_backward_time: 216.7170562744, weight_update_time: 0.5753081441, other_time: 5.3068847656
epoch time: 27.8394966125s, input_fired_time: 0.4993140996, output_fired_time: 0.0000000000, propagate_forward_time: 26.4308853149, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9092979431
validation[          , genome  8809] predictions:    9846/  10000 (98.46%), best:    9854/10000 (98.54%), error:       494.87952, best error:       448.74210 on epoch:    78, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 362.8714294434s, input_fired_time: 3.9423716068, output_fired_time: 3.9494154453, propagate_forward_time: 132.5732269287, propagate_backward_time: 217.0890655518, weight_update_time: 0.5727405548, other_time: 5.3173522949
epoch time: 28.6575756073s, input_fired_time: 0.5029859543, output_fired_time: 0.0000000000, propagate_forward_time: 27.2507495880, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9038410187
validation[          , genome  8809] predictions:    9854/  10000 (98.54%), best:    9854/10000 (98.54%), error:       492.21030, best error:       448.74210 on epoch:    78, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 361.9010314941s, input_fired_time: 3.9461681843, output_fired_time: 3.9473788738, propagate_forward_time: 132.0145568848, propagate_backward_time: 216.6750030518, weight_update_time: 0.5711849332, other_time: 5.3179168701
epoch time: 27.8242092133s, input_fired_time: 0.4949291050, output_fired_time: 0.0000000000, propagate_forward_time: 26.4264335632, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9028472900
validation[          , genome  8809] predictions:    9821/  10000 (98.21%), best:    9854/10000 (98.54%), error:       570.93445, best error:       448.74210 on epoch:    78, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 361.5709838867s, input_fired_time: 3.9265537262, output_fired_time: 3.9574222565, propagate_forward_time: 131.9198455811, propagate_backward_time: 216.4454650879, weight_update_time: 0.5718464255, other_time: 5.3217010498
epoch time: 28.2130661011s, input_fired_time: 0.4980359972, output_fired_time: 0.0000000000, propagate_forward_time: 26.8111381531, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9038925171
validation[          , genome  8809] predictions:    9840/  10000 (98.40%), best:    9854/10000 (98.54%), error:       487.25937, best error:       448.74210 on epoch:    78, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 365.4728393555s, input_fired_time: 3.9449241161, output_fired_time: 3.9916677475, propagate_forward_time: 133.5421752930, propagate_backward_time: 218.6667327881, weight_update_time: 0.5778343678, other_time: 5.3273468018
epoch time: 28.1028137207s, input_fired_time: 0.5012983084, output_fired_time: 0.0000000000, propagate_forward_time: 26.6955451965, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9059696198
validation[          , genome  8809] predictions:    9813/  10000 (98.13%), best:    9854/10000 (98.54%), error:       572.80219, best error:       448.74210 on epoch:    78, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 364.7901000977s, input_fired_time: 3.9593298435, output_fired_time: 4.0012159348, propagate_forward_time: 133.1165771484, propagate_backward_time: 218.3834991455, weight_update_time: 0.5735480785, other_time: 5.3294830322
epoch time: 28.0366363525s, input_fired_time: 0.4988177419, output_fired_time: 0.0000000000, propagate_forward_time: 26.6220111847, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9158077240
validation[          , genome  8809] predictions:    9842/  10000 (98.42%), best:    9854/10000 (98.54%), error:       493.55771, best error:       448.74210 on epoch:    78, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 365.5504760742s, input_fired_time: 3.9637196064, output_fired_time: 4.0027308464, propagate_forward_time: 133.4673767090, propagate_backward_time: 218.7512969971, weight_update_time: 0.5754367113, other_time: 5.3653717041
epoch time: 28.0818443298s, input_fired_time: 0.4952434301, output_fired_time: 0.0000000000, propagate_forward_time: 26.6772594452, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9093418121
validation[          , genome  8809] predictions:    9852/  10000 (98.52%), best:    9854/10000 (98.54%), error:       476.68106, best error:       448.74210 on epoch:    78, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 363.9303588867s, input_fired_time: 3.9673578739, output_fired_time: 3.9756331444, propagate_forward_time: 132.8427124023, propagate_backward_time: 217.8161926270, weight_update_time: 0.5744541883, other_time: 5.3284606934
epoch time: 27.9339828491s, input_fired_time: 0.4942623377, output_fired_time: 0.0000000000, propagate_forward_time: 26.5437793732, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8959407806
validation[          , genome  8809] predictions:    9842/  10000 (98.42%), best:    9854/10000 (98.54%), error:       513.55609, best error:       448.74210 on epoch:    78, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 364.2781677246s, input_fired_time: 3.9443657398, output_fired_time: 3.9902925491, propagate_forward_time: 133.0957794189, propagate_backward_time: 217.9192657471, weight_update_time: 0.5734679103, other_time: 5.3284606934
epoch time: 27.7873954773s, input_fired_time: 0.4995332360, output_fired_time: 0.0000000000, propagate_forward_time: 26.3815326691, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9063301086
validation[          , genome  8809] predictions:    9857/  10000 (98.57%), best:    9854/10000 (98.54%), error:       459.68381, best error:       448.74210 on epoch:    78, 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: 141.5150756836s, input_fired_time: 2.4897720814, output_fired_time: 0.0000000000, propagate_forward_time: 134.4444274902, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.5808715820
best training[          , genome  8809] predictions:   49959/  50000 (99.92%), best:    9854/10000 (98.54%), error:       390.39429, best error:       448.74210 on epoch:    78, 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: 28.2248363495s, input_fired_time: 0.4932014048, output_fired_time: 0.0000000000, propagate_forward_time: 26.8337383270, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8978958130
   testing[          , genome  8809] predictions:    9856/  10000 (98.56%), best:    9854/10000 (98.54%), error:       446.01102, best error:       448.74210 on epoch:    78, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
16:54:51 (6840): called boinc_finish(0)

</stderr_txt>
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