Nameexact_genome_1512185335_39_8366_2
Workunit2560287
Created7 Dec 2017, 10:49:59 UTC
Sent7 Dec 2017, 10:59:28 UTC
Report deadline23 Dec 2017, 21:31:13 UTC
Received9 Dec 2017, 11:27:49 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID52322
Run time9 hours 5 min 54 sec
CPU time9 hours 0 min 32 sec
Validate stateValid
Credit4,109.68
Device peak FLOPS2.94 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size160.04 MB
Peak swap size158.78 MB
Peak disk usage3.33 MB

Stderr output

<core_client_version>7.6.33</core_client_version>
<![CDATA[
<stderr_txt>
r339756361_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: 18
read number_validation_images: 10000
read best_validation_predictions: 9827
read best_validation_error: 546.494
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: 8366
read normal distribution: '1 -1.44329476356506 0.207092806696892'
generator_str: '1293113229'
read generator: 1293113229
read generated_by_map:
1 change_size 1
reading 40 nodes.
reading 127 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: 296.498443603516s, input_fired_time: 2.96612811088562, output_fired_time: 3.03581547737122, propagate_forward_time: 111.608947753906, propagate_backward_time: 174.444671630859, weight_update_time: 0.355513721704483, other_time: 4.44287109375
epoch time: 23.414587020874s, input_fired_time: 0.366240650415421, output_fired_time: 0, propagate_forward_time: 22.2631664276123, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.785179138183594
validation[          , genome  8366] predictions:    9781/  10000 (97.81%), best:    9827/10000 (98.27%), error:       632.37866, best error:       546.49353 on epoch:    18, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 295.6993713379s, input_fired_time: 2.9535155296, output_fired_time: 3.0350251198, propagate_forward_time: 111.1065597534, propagate_backward_time: 174.1608123779, weight_update_time: 0.3565417230, other_time: 4.4434356689
epoch time: 23.5371246338s, input_fired_time: 0.3653035164, output_fired_time: 0.0000000000, propagate_forward_time: 22.3894557953, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7823657990
validation[          , genome  8366] predictions:    9802/  10000 (98.02%), best:    9827/10000 (98.27%), error:       653.68146, best error:       546.49353 on epoch:    18, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 294.7884826660s, input_fired_time: 2.9470446110, output_fired_time: 3.0128560066, propagate_forward_time: 110.6562271118, propagate_backward_time: 173.7241210938, weight_update_time: 0.3560824692, other_time: 4.4482421875
epoch time: 23.2567329407s, input_fired_time: 0.3615123630, output_fired_time: 0.0000000000, propagate_forward_time: 22.1138572693, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7813625336
validation[          , genome  8366] predictions:    9821/  10000 (98.21%), best:    9827/10000 (98.27%), error:       592.55902, best error:       546.49353 on epoch:    18, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 296.4690856934s, input_fired_time: 2.9630224705, output_fired_time: 3.0371165276, propagate_forward_time: 111.5044174194, propagate_backward_time: 174.4853973389, weight_update_time: 0.3564815521, other_time: 4.4791412354
epoch time: 23.3194980621s, input_fired_time: 0.3632165492, output_fired_time: 0.0000000000, propagate_forward_time: 22.1841316223, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7721500397
validation[          , genome  8366] predictions:    9750/  10000 (97.50%), best:    9827/10000 (98.27%), error:       751.88251, best error:       546.49353 on epoch:    18, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 295.3718872070s, input_fired_time: 2.9605436325, output_fired_time: 2.9953858852, propagate_forward_time: 111.1254882813, propagate_backward_time: 173.8609466553, weight_update_time: 0.3583835661, other_time: 4.4295196533
epoch time: 23.4568901062s, input_fired_time: 0.3645173013, output_fired_time: 0.0000000000, propagate_forward_time: 22.3227024078, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7696704865
validation[          , genome  8366] predictions:    9782/  10000 (97.82%), best:    9827/10000 (98.27%), error:       638.64178, best error:       546.49353 on epoch:    18, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 296.6871032715s, input_fired_time: 2.9536304474, output_fired_time: 3.0261106491, propagate_forward_time: 111.5561828613, propagate_backward_time: 174.7082061768, weight_update_time: 0.3565305471, other_time: 4.4429473877
epoch time: 23.7727832794s, input_fired_time: 0.3674069345, output_fired_time: 0.0000000000, propagate_forward_time: 22.6226196289, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7827568054
validation[          , genome  8366] predictions:    9819/  10000 (98.19%), best:    9827/10000 (98.27%), error:       565.81824, best error:       546.49353 on epoch:    18, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 296.5978088379s, input_fired_time: 2.9696326256, output_fired_time: 3.0277397633, propagate_forward_time: 111.8787231445, propagate_backward_time: 174.2765655518, weight_update_time: 0.3594804704, other_time: 4.4451446533
epoch time: 23.2503700256s, input_fired_time: 0.3625980020, output_fired_time: 0.0000000000, propagate_forward_time: 22.1050910950, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7826805115
validation[          , genome  8366] predictions:    9815/  10000 (98.15%), best:    9827/10000 (98.27%), error:       588.50995, best error:       546.49353 on epoch:    18, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 296.3549194336s, input_fired_time: 2.9569113255, output_fired_time: 3.0253465176, propagate_forward_time: 111.5202331543, propagate_backward_time: 174.4170074463, weight_update_time: 0.3596939743, other_time: 4.4354095459
epoch time: 23.4212188721s, input_fired_time: 0.3652954996, output_fired_time: 0.0000000000, propagate_forward_time: 22.2768936157, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7790298462
validation[          , genome  8366] predictions:    9792/  10000 (97.92%), best:    9827/10000 (98.27%), error:       703.83868, best error:       546.49353 on epoch:    18, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 296.4267883301s, input_fired_time: 2.9520277977, output_fired_time: 3.0212783813, propagate_forward_time: 111.2561187744, propagate_backward_time: 174.7829895020, weight_update_time: 0.3590040803, other_time: 4.4143829346
epoch time: 23.6514568329s, input_fired_time: 0.3673949540, output_fired_time: 0.0000000000, propagate_forward_time: 22.5016784668, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7823829651
validation[          , genome  8366] predictions:    9794/  10000 (97.94%), best:    9827/10000 (98.27%), error:       659.87781, best error:       546.49353 on epoch:    18, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 296.9025268555s, input_fired_time: 2.9696044922, output_fired_time: 3.0451872349, propagate_forward_time: 111.4634780884, propagate_backward_time: 174.9560852051, weight_update_time: 0.3549056053, other_time: 4.4681701660
epoch time: 23.2960376740s, input_fired_time: 0.3657157421, output_fired_time: 0.0000000000, propagate_forward_time: 22.1576824188, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7726402283
validation[          , genome  8366] predictions:    9808/  10000 (98.08%), best:    9827/10000 (98.27%), error:       647.68768, best error:       546.49353 on epoch:    18, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 297.3181152344s, input_fired_time: 2.9673964977, output_fired_time: 3.0357398987, propagate_forward_time: 111.7645111084, propagate_backward_time: 175.0948028564, weight_update_time: 0.3593116701, other_time: 4.4556579590
epoch time: 23.4121437073s, input_fired_time: 0.3652122021, output_fired_time: 0.0000000000, propagate_forward_time: 22.2741527557, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7727794647
validation[          , genome  8366] predictions:    9770/  10000 (97.70%), best:    9827/10000 (98.27%), error:       701.94135, best error:       546.49353 on epoch:    18, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 296.9945983887s, input_fired_time: 2.9671924114, output_fired_time: 3.0394320488, propagate_forward_time: 111.5926055908, propagate_backward_time: 174.9439849854, weight_update_time: 0.3584196568, other_time: 4.4513854980
epoch time: 23.6345062256s, input_fired_time: 0.3696902990, output_fired_time: 0.0000000000, propagate_forward_time: 22.4903011322, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7745151520
validation[          , genome  8366] predictions:    9782/  10000 (97.82%), best:    9827/10000 (98.27%), error:       637.96173, best error:       546.49353 on epoch:    18, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 294.2303771973s, input_fired_time: 2.9466989040, output_fired_time: 3.0172779560, propagate_forward_time: 110.4817657471, propagate_backward_time: 173.3557434082, weight_update_time: 0.3568230569, other_time: 4.4289093018
epoch time: 23.4990348816s, input_fired_time: 0.3715315759, output_fired_time: 0.0000000000, propagate_forward_time: 22.3341617584, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7933406830
validation[          , genome  8366] predictions:    9831/  10000 (98.31%), best:    9831/10000 (98.31%), error:       533.78271, best error:       533.78271 on epoch:    32, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 295.9927368164s, input_fired_time: 2.9514749050, output_fired_time: 3.0399351120, propagate_forward_time: 111.3669281006, propagate_backward_time: 174.1808471680, weight_update_time: 0.3568471670, other_time: 4.4535369873
epoch time: 23.1270999908s, input_fired_time: 0.3606803417, output_fired_time: 0.0000000000, propagate_forward_time: 22.0046386719, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7617816925
validation[          , genome  8366] predictions:    9807/  10000 (98.07%), best:    9831/10000 (98.31%), error:       584.08551, best error:       533.78271 on epoch:    32, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 296.7510070801s, input_fired_time: 2.9775614738, output_fired_time: 3.0302937031, propagate_forward_time: 111.6951446533, propagate_backward_time: 174.5914764404, weight_update_time: 0.3573412299, other_time: 4.4565124512
epoch time: 22.9951686859s, input_fired_time: 0.3636411726, output_fired_time: 0.0000000000, propagate_forward_time: 21.8552703857, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7762565613
validation[          , genome  8366] predictions:    9832/  10000 (98.32%), best:    9831/10000 (98.31%), error:       555.44946, best error:       533.78271 on epoch:    32, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 296.6753845215s, input_fired_time: 2.9639759064, output_fired_time: 3.0311932564, propagate_forward_time: 111.6607131958, propagate_backward_time: 174.5680084229, weight_update_time: 0.3592844009, other_time: 4.4514923096
epoch time: 23.3109207153s, input_fired_time: 0.3648609817, output_fired_time: 0.0000000000, propagate_forward_time: 22.1663608551, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7796993256
validation[          , genome  8366] predictions:    9828/  10000 (98.28%), best:    9831/10000 (98.31%), error:       561.60394, best error:       533.78271 on epoch:    32, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 296.8747558594s, input_fired_time: 2.9721336365, output_fired_time: 3.0427813530, propagate_forward_time: 111.5583877563, propagate_backward_time: 174.8393402100, weight_update_time: 0.3632670343, other_time: 4.4621124268
epoch time: 23.5734519958s, input_fired_time: 0.3689464927, output_fired_time: 0.0000000000, propagate_forward_time: 22.4289569855, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7755489349
validation[          , genome  8366] predictions:    9815/  10000 (98.15%), best:    9831/10000 (98.31%), error:       595.44269, best error:       533.78271 on epoch:    32, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 296.2268371582s, input_fired_time: 2.9712150097, output_fired_time: 3.0318908691, propagate_forward_time: 111.2641372681, propagate_backward_time: 174.5032958984, weight_update_time: 0.3579671085, other_time: 4.4562988281
epoch time: 22.6993618011s, input_fired_time: 0.3672231138, output_fired_time: 0.0000000000, propagate_forward_time: 21.5515537262, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7805843353
validation[          , genome  8366] predictions:    9787/  10000 (97.87%), best:    9831/10000 (98.31%), error:       682.04510, best error:       533.78271 on epoch:    32, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 297.4381103516s, input_fired_time: 2.9782407284, output_fired_time: 3.0499525070, propagate_forward_time: 111.7529754639, propagate_backward_time: 175.2254943848, weight_update_time: 0.3540481627, other_time: 4.4314422607
epoch time: 23.7560729980s, input_fired_time: 0.3729743958, output_fired_time: 0.0000000000, propagate_forward_time: 22.5957603455, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7873382568
validation[          , genome  8366] predictions:    9807/  10000 (98.07%), best:    9831/10000 (98.31%), error:       609.76044, best error:       533.78271 on epoch:    32, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 297.4175109863s, input_fired_time: 2.9759616852, output_fired_time: 3.0462937355, propagate_forward_time: 111.8571472168, propagate_backward_time: 175.0811157227, weight_update_time: 0.3579198420, other_time: 4.4570007324
epoch time: 23.4434509277s, input_fired_time: 0.3638424277, output_fired_time: 0.0000000000, propagate_forward_time: 22.3052253723, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7743835449
validation[          , genome  8366] predictions:    9791/  10000 (97.91%), best:    9831/10000 (98.31%), error:       732.93933, best error:       533.78271 on epoch:    32, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 298.8578491211s, input_fired_time: 2.9711763859, output_fired_time: 3.0522937775, propagate_forward_time: 112.3743972778, propagate_backward_time: 175.9878845215, weight_update_time: 0.3616984189, other_time: 4.4720764160
epoch time: 23.1658191681s, input_fired_time: 0.3652879000, output_fired_time: 0.0000000000, propagate_forward_time: 22.0119209290, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7886104584
validation[          , genome  8366] predictions:    9813/  10000 (98.13%), best:    9831/10000 (98.31%), error:       577.07098, best error:       533.78271 on epoch:    32, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 296.0805053711s, input_fired_time: 2.9757485390, output_fired_time: 3.0442512035, propagate_forward_time: 111.3028259277, propagate_backward_time: 174.3154296875, weight_update_time: 0.3532263637, other_time: 4.4422607422
epoch time: 23.1694698334s, input_fired_time: 0.3639705777, output_fired_time: 0.0000000000, propagate_forward_time: 22.0245456696, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7809543610
validation[          , genome  8366] predictions:    9852/  10000 (98.52%), best:    9852/10000 (98.52%), error:       488.33542, best error:       488.33542 on epoch:    41, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 295.3406677246s, input_fired_time: 2.9680974483, output_fired_time: 3.0293443203, propagate_forward_time: 111.2165832520, propagate_backward_time: 173.6664276123, weight_update_time: 0.3573791385, other_time: 4.4601898193
epoch time: 23.5566425323s, input_fired_time: 0.3751554489, output_fired_time: 0.0000000000, propagate_forward_time: 22.3858070374, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7956809998
validation[          , genome  8366] predictions:    9848/  10000 (98.48%), best:    9852/10000 (98.52%), error:       497.82419, best error:       488.33542 on epoch:    41, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 297.4980773926s, input_fired_time: 2.9862277508, output_fired_time: 3.0429122448, propagate_forward_time: 111.6302947998, propagate_backward_time: 175.3886566162, weight_update_time: 0.3599461019, other_time: 4.4499816895
epoch time: 23.2519721985s, input_fired_time: 0.3687479198, output_fired_time: 0.0000000000, propagate_forward_time: 22.1003665924, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7828578949
validation[          , genome  8366] predictions:    9786/  10000 (97.86%), best:    9852/10000 (98.52%), error:       659.51373, best error:       488.33542 on epoch:    41, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 296.1549682617s, input_fired_time: 2.9712297916, output_fired_time: 3.0203680992, propagate_forward_time: 111.1647186279, propagate_backward_time: 174.5471038818, weight_update_time: 0.3551023901, other_time: 4.4515686035
epoch time: 23.1416473389s, input_fired_time: 0.3654601574, output_fired_time: 0.0000000000, propagate_forward_time: 21.9959888458, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7801990509
validation[          , genome  8366] predictions:    9828/  10000 (98.28%), best:    9852/10000 (98.52%), error:       529.12469, best error:       488.33542 on epoch:    41, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 295.2977600098s, input_fired_time: 2.9682364464, output_fired_time: 3.0141794682, propagate_forward_time: 110.8347473145, propagate_backward_time: 174.0603179932, weight_update_time: 0.3532107472, other_time: 4.4202728271
epoch time: 23.6859741211s, input_fired_time: 0.3683339059, output_fired_time: 0.0000000000, propagate_forward_time: 22.5346431732, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7829971313
validation[          , genome  8366] predictions:    9802/  10000 (98.02%), best:    9852/10000 (98.52%), error:       607.10980, best error:       488.33542 on epoch:    41, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 296.4941711426s, input_fired_time: 2.9694471359, output_fired_time: 3.0382213593, propagate_forward_time: 111.3749771118, propagate_backward_time: 174.6391143799, weight_update_time: 0.3590520024, other_time: 4.4724273682
epoch time: 22.5335006714s, input_fired_time: 0.3608230948, output_fired_time: 0.0000000000, propagate_forward_time: 21.3990249634, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7736530304
validation[          , genome  8366] predictions:    9817/  10000 (98.17%), best:    9852/10000 (98.52%), error:       555.85675, best error:       488.33542 on epoch:    41, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 294.6023864746s, input_fired_time: 2.9634289742, output_fired_time: 3.0367913246, propagate_forward_time: 110.4738922119, propagate_backward_time: 173.7096099854, weight_update_time: 0.3512055874, other_time: 4.4186401367
epoch time: 24.0509586334s, input_fired_time: 0.3744202554, output_fired_time: 0.0000000000, propagate_forward_time: 22.8799724579, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7965660095
validation[          , genome  8366] predictions:    9827/  10000 (98.27%), best:    9852/10000 (98.52%), error:       531.91742, best error:       488.33542 on epoch:    41, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 296.8118896484s, input_fired_time: 2.9850294590, output_fired_time: 3.0458509922, propagate_forward_time: 111.4969177246, propagate_backward_time: 174.8538208008, weight_update_time: 0.3581028581, other_time: 4.4302978516
epoch time: 23.5755538940s, input_fired_time: 0.3722479343, output_fired_time: 0.0000000000, propagate_forward_time: 22.4235210419, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7797851563
validation[          , genome  8366] predictions:    9794/  10000 (97.94%), best:    9852/10000 (98.52%), error:       653.78955, best error:       488.33542 on epoch:    41, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 295.5100402832s, input_fired_time: 2.9698314667, output_fired_time: 3.0218369961, propagate_forward_time: 110.9983901978, propagate_backward_time: 174.0638427734, weight_update_time: 0.3588752151, other_time: 4.4561462402
epoch time: 23.2929706573s, input_fired_time: 0.3702365756, output_fired_time: 0.0000000000, propagate_forward_time: 22.1406383514, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7820949554
validation[          , genome  8366] predictions:    9831/  10000 (98.31%), best:    9852/10000 (98.52%), error:       559.49780, best error:       488.33542 on epoch:    41, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 295.2406311035s, input_fired_time: 2.9530692101, output_fired_time: 3.0203278065, propagate_forward_time: 110.6746902466, propagate_backward_time: 174.1532287598, weight_update_time: 0.3563788533, other_time: 4.4393310547
epoch time: 23.7437534332s, input_fired_time: 0.3717974126, output_fired_time: 0.0000000000, propagate_forward_time: 22.5886001587, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7833557129
validation[          , genome  8366] predictions:    9840/  10000 (98.40%), best:    9852/10000 (98.52%), error:       519.60529, best error:       488.33542 on epoch:    41, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 294.4823303223s, input_fired_time: 2.9607405663, output_fired_time: 3.0128352642, propagate_forward_time: 110.5620040894, propagate_backward_time: 173.5162200928, weight_update_time: 0.3538071513, other_time: 4.4304962158
epoch time: 23.6343975067s, input_fired_time: 0.3714300394, output_fired_time: 0.0000000000, propagate_forward_time: 22.4786357880, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7843322754
validation[          , genome  8366] predictions:    9833/  10000 (98.33%), best:    9852/10000 (98.52%), error:       540.24347, best error:       488.33542 on epoch:    41, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 295.0235290527s, input_fired_time: 2.9695518017, output_fired_time: 3.0158753395, propagate_forward_time: 110.8385314941, propagate_backward_time: 173.7672882080, weight_update_time: 0.3542877436, other_time: 4.4322967529
epoch time: 23.7272911072s, input_fired_time: 0.3710156679, output_fired_time: 0.0000000000, propagate_forward_time: 22.5670623779, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7892131805
validation[          , genome  8366] predictions:    9833/  10000 (98.33%), best:    9852/10000 (98.52%), error:       546.12079, best error:       488.33542 on epoch:    41, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 297.1196899414s, input_fired_time: 2.9878888130, output_fired_time: 3.0315067768, propagate_forward_time: 111.9586639404, propagate_backward_time: 174.6905975342, weight_update_time: 0.3541271389, other_time: 4.4510498047
epoch time: 23.1331195831s, input_fired_time: 0.3664855659, output_fired_time: 0.0000000000, propagate_forward_time: 21.9904174805, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7762165070
validation[          , genome  8366] predictions:    9815/  10000 (98.15%), best:    9852/10000 (98.52%), error:       598.01038, best error:       488.33542 on epoch:    41, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 295.8115844727s, input_fired_time: 2.9713108540, output_fired_time: 3.0563309193, propagate_forward_time: 110.8250122070, propagate_backward_time: 174.5233306885, weight_update_time: 0.3557856977, other_time: 4.4355926514
epoch time: 22.2341079712s, input_fired_time: 0.3564982712, output_fired_time: 0.0000000000, propagate_forward_time: 21.1052169800, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7723922729
validation[          , genome  8366] predictions:    9838/  10000 (98.38%), best:    9852/10000 (98.52%), error:       505.24451, best error:       488.33542 on epoch:    41, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 297.3518981934s, input_fired_time: 2.9782369137, output_fired_time: 3.0431120396, propagate_forward_time: 111.5227508545, propagate_backward_time: 175.3572998047, weight_update_time: 0.3565464020, other_time: 4.4504852295
epoch time: 23.6404266357s, input_fired_time: 0.3709973991, output_fired_time: 0.0000000000, propagate_forward_time: 22.4786548615, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7907752991
validation[          , genome  8366] predictions:    9818/  10000 (98.18%), best:    9852/10000 (98.52%), error:       559.69403, best error:       488.33542 on epoch:    41, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 296.4614257813s, input_fired_time: 2.9867472649, output_fired_time: 3.0388607979, propagate_forward_time: 111.1568527222, propagate_backward_time: 174.8120422363, weight_update_time: 0.3595783710, other_time: 4.4669189453
epoch time: 22.9514350891s, input_fired_time: 0.3696102202, output_fired_time: 0.0000000000, propagate_forward_time: 21.7994117737, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7824134827
validation[          , genome  8366] predictions:    9839/  10000 (98.39%), best:    9852/10000 (98.52%), error:       507.05396, best error:       488.33542 on epoch:    41, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 295.7524414063s, input_fired_time: 2.9793858528, output_fired_time: 3.0367405415, propagate_forward_time: 110.7184448242, propagate_backward_time: 174.5717926025, weight_update_time: 0.3532882631, other_time: 4.4460601807
epoch time: 23.6506462097s, input_fired_time: 0.3710268140, output_fired_time: 0.0000000000, propagate_forward_time: 22.4921646118, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7874546051
validation[          , genome  8366] predictions:    9796/  10000 (97.96%), best:    9852/10000 (98.52%), error:       630.11292, best error:       488.33542 on epoch:    41, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 297.4803466797s, input_fired_time: 2.9851047993, output_fired_time: 3.0440487862, propagate_forward_time: 111.6850738525, propagate_backward_time: 175.3118286133, weight_update_time: 0.3552052379, other_time: 4.4542999268
epoch time: 23.3686065674s, input_fired_time: 0.3681670129, output_fired_time: 0.0000000000, propagate_forward_time: 22.2226161957, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7778224945
validation[          , genome  8366] predictions:    9842/  10000 (98.42%), best:    9852/10000 (98.52%), error:       542.95099, best error:       488.33542 on epoch:    41, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 296.4992065430s, input_fired_time: 2.9894855022, output_fired_time: 3.0429141521, propagate_forward_time: 111.3684158325, propagate_backward_time: 174.6261901855, weight_update_time: 0.3556938767, other_time: 4.4722290039
epoch time: 23.1221714020s, input_fired_time: 0.3700975776, output_fired_time: 0.0000000000, propagate_forward_time: 21.9657421112, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7863311768
validation[          , genome  8366] predictions:    9808/  10000 (98.08%), best:    9852/10000 (98.52%), error:       589.29291, best error:       488.33542 on epoch:    41, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 295.5873718262s, input_fired_time: 2.9805555344, output_fired_time: 3.0235674381, propagate_forward_time: 110.9292373657, propagate_backward_time: 174.2044982910, weight_update_time: 0.3553599119, other_time: 4.4495239258
epoch time: 23.2832660675s, input_fired_time: 0.3677855134, output_fired_time: 0.0000000000, propagate_forward_time: 22.1433544159, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7721252441
validation[          , genome  8366] predictions:    9806/  10000 (98.06%), best:    9852/10000 (98.52%), error:       576.38397, best error:       488.33542 on epoch:    41, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 297.1820678711s, input_fired_time: 3.0027675629, output_fired_time: 3.0441026688, propagate_forward_time: 111.4558868408, propagate_backward_time: 175.2583312988, weight_update_time: 0.3552666605, other_time: 4.4209747314
epoch time: 23.5410709381s, input_fired_time: 0.3710418940, output_fired_time: 0.0000000000, propagate_forward_time: 22.4013309479, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7686977386
validation[          , genome  8366] predictions:    9823/  10000 (98.23%), best:    9852/10000 (98.52%), error:       525.45050, best error:       488.33542 on epoch:    41, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 294.5376892090s, input_fired_time: 2.9732155800, output_fired_time: 3.0254690647, propagate_forward_time: 110.4891510010, propagate_backward_time: 173.6017303467, weight_update_time: 0.3544087112, other_time: 4.4481201172
epoch time: 23.4225826263s, input_fired_time: 0.3689869940, output_fired_time: 0.0000000000, propagate_forward_time: 22.2611389160, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7924575806
validation[          , genome  8366] predictions:    9810/  10000 (98.10%), best:    9852/10000 (98.52%), error:       598.52692, best error:       488.33542 on epoch:    41, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 296.7538452148s, input_fired_time: 2.9840013981, output_fired_time: 3.0326077938, propagate_forward_time: 111.3009033203, propagate_backward_time: 174.9760589600, weight_update_time: 0.3567006290, other_time: 4.4602813721
epoch time: 22.6437377930s, input_fired_time: 0.3612278402, output_fired_time: 0.0000000000, propagate_forward_time: 21.5204715729, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7620391846
validation[          , genome  8366] predictions:    9847/  10000 (98.47%), best:    9852/10000 (98.52%), error:       512.89117, best error:       488.33542 on epoch:    41, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 292.0924072266s, input_fired_time: 2.9521319866, output_fired_time: 2.9850862026, propagate_forward_time: 109.7302246094, propagate_backward_time: 172.0160980225, weight_update_time: 0.3549385667, other_time: 4.4088897705
epoch time: 23.2024211884s, input_fired_time: 0.3665690720, output_fired_time: 0.0000000000, propagate_forward_time: 22.0538215637, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7820301056
validation[          , genome  8366] predictions:    9812/  10000 (98.12%), best:    9852/10000 (98.52%), error:       560.75647, best error:       488.33542 on epoch:    41, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 296.8246765137s, input_fired_time: 2.9820396900, output_fired_time: 3.0370128155, propagate_forward_time: 111.6400299072, propagate_backward_time: 174.7321166992, weight_update_time: 0.3550666869, other_time: 4.4334869385
epoch time: 23.2686862946s, input_fired_time: 0.3691881895, output_fired_time: 0.0000000000, propagate_forward_time: 22.1117095947, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7877883911
validation[          , genome  8366] predictions:    9828/  10000 (98.28%), best:    9852/10000 (98.52%), error:       548.47870, best error:       488.33542 on epoch:    41, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 298.2547302246s, input_fired_time: 3.0011243820, output_fired_time: 3.0435366631, propagate_forward_time: 112.0010833740, propagate_backward_time: 175.7589111328, weight_update_time: 0.3552679718, other_time: 4.4500579834
epoch time: 23.8198089600s, input_fired_time: 0.3725728691, output_fired_time: 0.0000000000, propagate_forward_time: 22.6535396576, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7936973572
validation[          , genome  8366] predictions:    9839/  10000 (98.39%), best:    9852/10000 (98.52%), error:       530.86743, best error:       488.33542 on epoch:    41, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 298.7457885742s, input_fired_time: 3.0007276535, output_fired_time: 3.0629472733, propagate_forward_time: 112.1212310791, propagate_backward_time: 176.1032562256, weight_update_time: 0.3553044498, other_time: 4.4576110840
epoch time: 23.4141292572s, input_fired_time: 0.3705219626, output_fired_time: 0.0000000000, propagate_forward_time: 22.2579002380, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7857074738
validation[          , genome  8366] predictions:    9794/  10000 (97.94%), best:    9852/10000 (98.52%), error:       632.81360, best error:       488.33542 on epoch:    41, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 296.4605102539s, input_fired_time: 2.9893879890, output_fired_time: 3.0295341015, propagate_forward_time: 111.4181594849, propagate_backward_time: 174.5893707275, weight_update_time: 0.3547005057, other_time: 4.4340667725
epoch time: 23.7006263733s, input_fired_time: 0.3713147044, output_fired_time: 0.0000000000, propagate_forward_time: 22.5472335815, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7820777893
validation[          , genome  8366] predictions:    9826/  10000 (98.26%), best:    9852/10000 (98.52%), error:       551.79041, best error:       488.33542 on epoch:    41, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 297.1044311523s, input_fired_time: 2.9890406132, output_fired_time: 3.0138950348, propagate_forward_time: 111.4863662720, propagate_backward_time: 175.1857757568, weight_update_time: 0.3604664505, other_time: 4.4293670654
epoch time: 23.4413452148s, input_fired_time: 0.3681967258, output_fired_time: 0.0000000000, propagate_forward_time: 22.2940864563, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7790622711
validation[          , genome  8366] predictions:    9836/  10000 (98.36%), best:    9852/10000 (98.52%), error:       524.52466, best error:       488.33542 on epoch:    41, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 295.8013000488s, input_fired_time: 2.9770705700, output_fired_time: 3.0032312870, propagate_forward_time: 111.1575622559, propagate_backward_time: 174.2462615967, weight_update_time: 0.3533791602, other_time: 4.4171600342
epoch time: 23.4629325867s, input_fired_time: 0.3697976768, output_fired_time: 0.0000000000, propagate_forward_time: 22.3203811646, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7727546692
validation[          , genome  8366] predictions:    9840/  10000 (98.40%), best:    9852/10000 (98.52%), error:       496.84656, best error:       488.33542 on epoch:    41, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 296.3548889160s, input_fired_time: 2.9777472019, output_fired_time: 3.0367972851, propagate_forward_time: 110.8448791504, propagate_backward_time: 175.0629119873, weight_update_time: 0.3548370600, other_time: 4.4325408936
epoch time: 23.3871860504s, input_fired_time: 0.3714064956, output_fired_time: 0.0000000000, propagate_forward_time: 22.2265796661, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7891998291
validation[          , genome  8366] predictions:    9839/  10000 (98.39%), best:    9852/10000 (98.52%), error:       544.24829, best error:       488.33542 on epoch:    41, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 297.2392883301s, input_fired_time: 2.9865245819, output_fired_time: 3.0353052616, propagate_forward_time: 112.0059051514, propagate_backward_time: 174.7808380127, weight_update_time: 0.3582151234, other_time: 4.4307250977
epoch time: 23.3709125519s, input_fired_time: 0.3774735332, output_fired_time: 0.0000000000, propagate_forward_time: 22.2067813873, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7866573334
validation[          , genome  8366] predictions:    9800/  10000 (98.00%), best:    9852/10000 (98.52%), error:       613.47345, best error:       488.33542 on epoch:    41, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 296.5839538574s, input_fired_time: 3.0025026798, output_fired_time: 3.0434639454, propagate_forward_time: 111.4481353760, propagate_backward_time: 174.6487731934, weight_update_time: 0.3587542176, other_time: 4.4410858154
epoch time: 23.4742603302s, input_fired_time: 0.3730936944, output_fired_time: 0.0000000000, propagate_forward_time: 22.3227081299, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7784576416
validation[          , genome  8366] predictions:    9843/  10000 (98.43%), best:    9852/10000 (98.52%), error:       495.47357, best error:       488.33542 on epoch:    41, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 296.6900024414s, input_fired_time: 2.9908676147, output_fired_time: 3.0418562889, propagate_forward_time: 111.0859527588, propagate_backward_time: 175.1301422119, weight_update_time: 0.3595235348, other_time: 4.4411621094
epoch time: 23.1532478333s, input_fired_time: 0.3683810532, output_fired_time: 0.0000000000, propagate_forward_time: 22.0084762573, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7763900757
validation[          , genome  8366] predictions:    9834/  10000 (98.34%), best:    9852/10000 (98.52%), error:       522.32153, best error:       488.33542 on epoch:    41, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 296.0681457520s, input_fired_time: 2.9901673794, output_fired_time: 3.0238857269, propagate_forward_time: 110.9722900391, propagate_backward_time: 174.6152191162, weight_update_time: 0.3583941460, other_time: 4.4665679932
epoch time: 23.7155590057s, input_fired_time: 0.3726485372, output_fired_time: 0.0000000000, propagate_forward_time: 22.5627593994, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7801513672
validation[          , genome  8366] predictions:    9839/  10000 (98.39%), best:    9852/10000 (98.52%), error:       505.64017, best error:       488.33542 on epoch:    41, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 294.9168395996s, input_fired_time: 2.9892435074, output_fired_time: 3.0147342682, propagate_forward_time: 110.7948150635, propagate_backward_time: 173.6853637695, weight_update_time: 0.3524178565, other_time: 4.4326629639
epoch time: 23.3536491394s, input_fired_time: 0.3718485236, output_fired_time: 0.0000000000, propagate_forward_time: 22.2040958405, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7777042389
validation[          , genome  8366] predictions:    9852/  10000 (98.52%), best:    9852/10000 (98.52%), error:       474.41254, best error:       474.41254 on epoch:    76, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 297.2762756348s, input_fired_time: 2.9912624359, output_fired_time: 3.0318627357, propagate_forward_time: 111.5024108887, propagate_backward_time: 175.2850341797, weight_update_time: 0.3579953909, other_time: 4.4656982422
epoch time: 23.6733036041s, input_fired_time: 0.3747493327, output_fired_time: 0.0000000000, propagate_forward_time: 22.5227737427, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7757797241
validation[          , genome  8366] predictions:    9831/  10000 (98.31%), best:    9852/10000 (98.52%), error:       537.47125, best error:       474.41254 on epoch:    76, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 294.9215698242s, input_fired_time: 2.9739875793, output_fired_time: 3.0083172321, propagate_forward_time: 110.6631240845, propagate_backward_time: 173.8475036621, weight_update_time: 0.3538954854, other_time: 4.4286193848
epoch time: 23.5605506897s, input_fired_time: 0.3743460476, output_fired_time: 0.0000000000, propagate_forward_time: 22.4134578705, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7727470398
validation[          , genome  8366] predictions:    9819/  10000 (98.19%), best:    9852/10000 (98.52%), error:       578.83295, best error:       474.41254 on epoch:    76, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 294.6055908203s, input_fired_time: 2.9750514030, output_fired_time: 3.0062291622, propagate_forward_time: 110.7049942017, propagate_backward_time: 173.5122222900, weight_update_time: 0.3529570699, other_time: 4.4071197510
epoch time: 23.3321285248s, input_fired_time: 0.3758639991, output_fired_time: 0.0000000000, propagate_forward_time: 22.1562538147, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8000106812
validation[          , genome  8366] predictions:    9836/  10000 (98.36%), best:    9852/10000 (98.52%), error:       530.83423, best error:       474.41254 on epoch:    76, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 295.5823059082s, input_fired_time: 2.9839522839, output_fired_time: 3.0158257484, propagate_forward_time: 110.8666763306, propagate_backward_time: 174.2942047119, weight_update_time: 0.3553481400, other_time: 4.4216461182
epoch time: 22.9994430542s, input_fired_time: 0.3659080565, output_fired_time: 0.0000000000, propagate_forward_time: 21.8662490845, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7672863007
validation[          , genome  8366] predictions:    9790/  10000 (97.90%), best:    9852/10000 (98.52%), error:       714.46338, best error:       474.41254 on epoch:    76, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 296.2568359375s, input_fired_time: 2.9786489010, output_fired_time: 3.0179543495, propagate_forward_time: 110.9876708984, propagate_backward_time: 174.8511352539, weight_update_time: 0.3530920446, other_time: 4.4214477539
epoch time: 23.3013496399s, input_fired_time: 0.3664444089, output_fired_time: 0.0000000000, propagate_forward_time: 22.1634712219, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7714347839
validation[          , genome  8366] predictions:    9809/  10000 (98.09%), best:    9852/10000 (98.52%), error:       531.72137, best error:       474.41254 on epoch:    76, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 298.2597961426s, input_fired_time: 2.9904692173, output_fired_time: 3.0584137440, propagate_forward_time: 111.6567840576, propagate_backward_time: 176.1184539795, weight_update_time: 0.3567799032, other_time: 4.4356689453
epoch time: 23.0596122742s, input_fired_time: 0.3665530980, output_fired_time: 0.0000000000, propagate_forward_time: 21.9267711639, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7662887573
validation[          , genome  8366] predictions:    9827/  10000 (98.27%), best:    9852/10000 (98.52%), error:       523.14734, best error:       474.41254 on epoch:    76, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 296.6894226074s, input_fired_time: 2.9983837605, output_fired_time: 3.0575776100, propagate_forward_time: 111.4382858276, propagate_backward_time: 174.7833404541, weight_update_time: 0.3543643951, other_time: 4.4118194580
epoch time: 23.5387229919s, input_fired_time: 0.3712876439, output_fired_time: 0.0000000000, propagate_forward_time: 22.3923740387, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7750606537
validation[          , genome  8366] predictions:    9820/  10000 (98.20%), best:    9852/10000 (98.52%), error:       560.69562, best error:       474.41254 on epoch:    76, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 296.3460388184s, input_fired_time: 2.9896185398, output_fired_time: 3.0373582840, propagate_forward_time: 111.2163696289, propagate_backward_time: 174.6709289551, weight_update_time: 0.3551794887, other_time: 4.4317626953
epoch time: 23.5943832397s, input_fired_time: 0.3774543703, output_fired_time: 0.0000000000, propagate_forward_time: 22.4407482147, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7761802673
validation[          , genome  8366] predictions:    9795/  10000 (97.95%), best:    9852/10000 (98.52%), error:       609.05011, best error:       474.41254 on epoch:    76, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 295.2413024902s, input_fired_time: 2.9789044857, output_fired_time: 3.0211904049, propagate_forward_time: 110.9145889282, propagate_backward_time: 173.9027099609, weight_update_time: 0.3548531830, other_time: 4.4239196777
epoch time: 23.5580730438s, input_fired_time: 0.3737756908, output_fired_time: 0.0000000000, propagate_forward_time: 22.3983879089, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7859096527
validation[          , genome  8366] predictions:    9827/  10000 (98.27%), best:    9852/10000 (98.52%), error:       527.77905, best error:       474.41254 on epoch:    76, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 297.7999572754s, input_fired_time: 3.0055389404, output_fired_time: 3.0362803936, propagate_forward_time: 111.9533004761, propagate_backward_time: 175.3457336426, weight_update_time: 0.3557060063, other_time: 4.4591064453
epoch time: 23.9491024017s, input_fired_time: 0.3812609911, output_fired_time: 0.0000000000, propagate_forward_time: 22.7809658051, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7868747711
validation[          , genome  8366] predictions:    9823/  10000 (98.23%), best:    9852/10000 (98.52%), error:       557.07336, best error:       474.41254 on epoch:    76, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 295.0530090332s, input_fired_time: 2.9724459648, output_fired_time: 3.0133092403, propagate_forward_time: 110.6223144531, propagate_backward_time: 174.0284423828, weight_update_time: 0.3553466797, other_time: 4.4165039063
epoch time: 23.4772033691s, input_fired_time: 0.3784729838, output_fired_time: 0.0000000000, propagate_forward_time: 22.3126792908, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7860507965
validation[          , genome  8366] predictions:    9823/  10000 (98.23%), best:    9852/10000 (98.52%), error:       531.93793, best error:       474.41254 on epoch:    76, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 295.4106140137s, input_fired_time: 2.9880616665, output_fired_time: 3.0254082680, propagate_forward_time: 110.6466674805, propagate_backward_time: 174.3388977051, weight_update_time: 0.3577927351, other_time: 4.4115600586
epoch time: 23.6319351196s, input_fired_time: 0.3773545921, output_fired_time: 0.0000000000, propagate_forward_time: 22.4726123810, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7819690704
validation[          , genome  8366] predictions:    9806/  10000 (98.06%), best:    9852/10000 (98.52%), error:       586.41656, best error:       474.41254 on epoch:    76, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 297.0612487793s, input_fired_time: 2.9938180447, output_fired_time: 3.0439574718, propagate_forward_time: 111.6019973755, propagate_backward_time: 174.9838104248, weight_update_time: 0.3575873077, other_time: 4.4376983643
epoch time: 23.9482555389s, input_fired_time: 0.3738608062, output_fired_time: 0.0000000000, propagate_forward_time: 22.7941360474, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7802581787
validation[          , genome  8366] predictions:    9836/  10000 (98.36%), best:    9852/10000 (98.52%), error:       538.43939, best error:       474.41254 on epoch:    76, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 298.6003112793s, input_fired_time: 2.9972543716, output_fired_time: 3.0642244816, propagate_forward_time: 112.1869201660, propagate_backward_time: 175.9169921875, weight_update_time: 0.3585528731, other_time: 4.4349060059
epoch time: 23.4441280365s, input_fired_time: 0.3710913658, output_fired_time: 0.0000000000, propagate_forward_time: 22.2978649139, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7751712799
validation[          , genome  8366] predictions:    9817/  10000 (98.17%), best:    9852/10000 (98.52%), error:       583.14941, best error:       474.41254 on epoch:    76, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 297.6292724609s, input_fired_time: 3.0000629425, output_fired_time: 3.0411229134, propagate_forward_time: 111.3818740845, propagate_backward_time: 175.7810974121, weight_update_time: 0.3527216315, other_time: 4.4251098633
epoch time: 22.9674282074s, input_fired_time: 0.3685030043, output_fired_time: 0.0000000000, propagate_forward_time: 21.8348102570, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7641143799
validation[          , genome  8366] predictions:    9785/  10000 (97.85%), best:    9852/10000 (98.52%), error:       713.75793, best error:       474.41254 on epoch:    76, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 296.2357482910s, input_fired_time: 3.0037329197, output_fired_time: 3.0242416859, propagate_forward_time: 111.1312637329, propagate_backward_time: 174.6121978760, weight_update_time: 0.3575588763, other_time: 4.4643402100
epoch time: 23.9605693817s, input_fired_time: 0.3793614507, output_fired_time: 0.0000000000, propagate_forward_time: 22.8008308411, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7803764343
validation[          , genome  8366] predictions:    9836/  10000 (98.36%), best:    9852/10000 (98.52%), error:       524.60883, best error:       474.41254 on epoch:    76, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 297.2194213867s, input_fired_time: 2.9969468117, output_fired_time: 3.0346994400, propagate_forward_time: 111.3053436279, propagate_backward_time: 175.4506835938, weight_update_time: 0.3537110686, other_time: 4.4317474365
epoch time: 23.0993537903s, input_fired_time: 0.3687635064, output_fired_time: 0.0000000000, propagate_forward_time: 21.9585323334, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7720584869
validation[          , genome  8366] predictions:    9838/  10000 (98.38%), best:    9852/10000 (98.52%), error:       528.28729, best error:       474.41254 on epoch:    76, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 296.8132324219s, input_fired_time: 3.0049421787, output_fired_time: 3.0259103775, propagate_forward_time: 111.6796035767, propagate_backward_time: 174.6655426025, weight_update_time: 0.3575654626, other_time: 4.4372406006
epoch time: 23.4862709045s, input_fired_time: 0.3750333786, output_fired_time: 0.0000000000, propagate_forward_time: 22.3365764618, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7746601105
validation[          , genome  8366] predictions:    9811/  10000 (98.11%), best:    9852/10000 (98.52%), error:       604.56464, best error:       474.41254 on epoch:    76, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 297.3793640137s, input_fired_time: 2.9961967468, output_fired_time: 3.0381569862, propagate_forward_time: 111.5495300293, propagate_backward_time: 175.3578491211, weight_update_time: 0.3537569940, other_time: 4.4376525879
epoch time: 23.5410060883s, input_fired_time: 0.3718921244, output_fired_time: 0.0000000000, propagate_forward_time: 22.3973655701, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7717475891
validation[          , genome  8366] predictions:    9765/  10000 (97.65%), best:    9852/10000 (98.52%), error:       759.42053, best error:       474.41254 on epoch:    76, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 296.4043579102s, input_fired_time: 2.9959506989, output_fired_time: 3.0508427620, propagate_forward_time: 111.3367614746, propagate_backward_time: 174.6067657471, weight_update_time: 0.3547400534, other_time: 4.4140472412
epoch time: 22.9815177917s, input_fired_time: 0.3702205420, output_fired_time: 0.0000000000, propagate_forward_time: 21.8413963318, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7699012756
validation[          , genome  8366] predictions:    9833/  10000 (98.33%), best:    9852/10000 (98.52%), error:       523.87585, best error:       474.41254 on epoch:    76, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 295.6850280762s, input_fired_time: 2.9992012978, output_fired_time: 3.0298562050, propagate_forward_time: 110.8453063965, propagate_backward_time: 174.3921661377, weight_update_time: 0.3554598391, other_time: 4.4185028076
epoch time: 23.6572608948s, input_fired_time: 0.3787249625, output_fired_time: 0.0000000000, propagate_forward_time: 22.4885444641, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7899913788
validation[          , genome  8366] predictions:    9829/  10000 (98.29%), best:    9852/10000 (98.52%), error:       548.32507, best error:       474.41254 on epoch:    76, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 295.9298400879s, input_fired_time: 2.9890429974, output_fired_time: 3.0280220509, propagate_forward_time: 110.9961090088, propagate_backward_time: 174.5048065186, weight_update_time: 0.3577270806, other_time: 4.4118652344
epoch time: 23.4293231964s, input_fired_time: 0.3776681423, output_fired_time: 0.0000000000, propagate_forward_time: 22.2612438202, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7904109955
validation[          , genome  8366] predictions:    9845/  10000 (98.45%), best:    9852/10000 (98.52%), error:       496.18613, best error:       474.41254 on epoch:    76, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 296.3679199219s, input_fired_time: 2.9925467968, output_fired_time: 3.0455257893, propagate_forward_time: 111.0835876465, propagate_backward_time: 174.8519744873, weight_update_time: 0.3534103930, other_time: 4.3942718506
epoch time: 23.3880405426s, input_fired_time: 0.3761802018, output_fired_time: 0.0000000000, propagate_forward_time: 22.2322254181, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7796344757
validation[          , genome  8366] predictions:    9843/  10000 (98.43%), best:    9852/10000 (98.52%), error:       530.60638, best error:       474.41254 on epoch:    76, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 294.4092712402s, input_fired_time: 3.0009448528, output_fired_time: 3.0083258152, propagate_forward_time: 110.4266510010, propagate_backward_time: 173.5329132080, weight_update_time: 0.3558982015, other_time: 4.4404296875
epoch time: 22.6087570190s, input_fired_time: 0.3638450503, output_fired_time: 0.0000000000, propagate_forward_time: 21.4803333282, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7645778656
validation[          , genome  8366] predictions:    9808/  10000 (98.08%), best:    9852/10000 (98.52%), error:       560.14404, best error:       474.41254 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: 117.0781326294s, input_fired_time: 1.8609511852, output_fired_time: 0.0000000000, propagate_forward_time: 111.2578353882, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.9593429565
best training[          , genome  8366] predictions:   49961/  50000 (99.92%), best:    9852/10000 (98.52%), error:       452.97095, best error:       474.41254 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: 23.4534568787s, input_fired_time: 0.3672479689, output_fired_time: 0.0000000000, propagate_forward_time: 22.3173961639, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7688121796
   testing[          , genome  8366] predictions:    9855/  10000 (98.55%), best:    9852/10000 (98.52%), error:       481.46771, best error:       474.41254 on epoch:    76, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
19:27:10 (6048): called boinc_finish(0)

</stderr_txt>
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