Nameexact_genome_1518178202_55_18405_0
Workunit2992836
Created9 Feb 2018, 20:57:51 UTC
Sent9 Feb 2018, 21:07:18 UTC
Report deadline17 Mar 2018, 16:46:00 UTC
Received12 Feb 2018, 19:50:44 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID67154
Run time1 days 0 hours 49 min 6 sec
CPU time1 days 0 hours 47 min 51 sec
Validate stateInitial
Credit0.00
Device peak FLOPS2.89 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size167.86 MB
Peak swap size170.49 MB
Peak disk usage2.22 MB

Stderr output

<core_client_version>7.8.4</core_client_version>
<![CDATA[
<stderr_txt>
ime: 0.0000000000, propagate_forward_time: 57.5858268738, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4823341370
validation[          , genome 18405] predictions:    9810/  10000 (98.10%), best:    9851/10000 (98.51%), error:       586.15851, best error:       476.80313 on epoch:    19, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 824.3730468750s, input_fired_time: 8.7148180008, output_fired_time: 9.8451681137, propagate_forward_time: 287.3490295410, propagate_backward_time: 509.5432739258, weight_update_time: 1.2336965799, other_time: 8.9207153320
epoch time: 59.9573173523s, input_fired_time: 0.9183021784, output_fired_time: 0.0000000000, propagate_forward_time: 57.5802383423, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4587783813
validation[          , genome 18405] predictions:    9837/  10000 (98.37%), best:    9851/10000 (98.51%), error:       540.75934, best error:       476.80313 on epoch:    19, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 825.0827026367s, input_fired_time: 8.7441082001, output_fired_time: 9.8713865280, propagate_forward_time: 286.9488830566, propagate_backward_time: 510.6149902344, weight_update_time: 1.2367171049, other_time: 8.9033203125
epoch time: 59.8751258850s, input_fired_time: 0.9139031768, output_fired_time: 0.0000000000, propagate_forward_time: 57.4938278198, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4673957825
validation[          , genome 18405] predictions:    9850/  10000 (98.50%), best:    9851/10000 (98.51%), error:       496.90628, best error:       476.80313 on epoch:    19, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 821.8109741211s, input_fired_time: 8.7036046982, output_fired_time: 9.7941560745, propagate_forward_time: 286.4998168945, propagate_backward_time: 507.9123535156, weight_update_time: 1.2325476408, other_time: 8.9010620117
epoch time: 59.8006553650s, input_fired_time: 0.9199281931, output_fired_time: 0.0000000000, propagate_forward_time: 57.4269599915, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4537658691
validation[          , genome 18405] predictions:    9855/  10000 (98.55%), best:    9851/10000 (98.51%), error:       492.42139, best error:       476.80313 on epoch:    19, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 822.5416870117s, input_fired_time: 8.7052030563, output_fired_time: 9.7977037430, propagate_forward_time: 287.1983032227, propagate_backward_time: 507.9765319824, weight_update_time: 1.2333974838, other_time: 8.8639221191
epoch time: 59.9681510925s, input_fired_time: 0.9265788794, output_fired_time: 0.0000000000, propagate_forward_time: 57.5670509338, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4745216370
validation[          , genome 18405] predictions:    9840/  10000 (98.40%), best:    9851/10000 (98.51%), error:       527.76599, best error:       476.80313 on epoch:    19, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 814.2124023438s, input_fired_time: 8.6438055038, output_fired_time: 9.7249441147, propagate_forward_time: 284.1502685547, propagate_backward_time: 502.8004150391, weight_update_time: 1.2354737520, other_time: 8.8930053711
epoch time: 59.8238563538s, input_fired_time: 0.9265840650, output_fired_time: 0.0000000000, propagate_forward_time: 57.4296417236, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4676322937
validation[          , genome 18405] predictions:    9858/  10000 (98.58%), best:    9858/10000 (98.58%), error:       448.71109, best error:       448.71109 on epoch:    25, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 821.4830322266s, input_fired_time: 8.7244434357, output_fired_time: 9.7804813385, propagate_forward_time: 286.4676513672, propagate_backward_time: 507.6044311523, weight_update_time: 1.2310255766, other_time: 8.9060668945
epoch time: 59.3745422363s, input_fired_time: 0.9137750864, output_fired_time: 0.0000000000, propagate_forward_time: 57.0050239563, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4557418823
validation[          , genome 18405] predictions:    9833/  10000 (98.33%), best:    9858/10000 (98.58%), error:       513.46942, best error:       448.71109 on epoch:    25, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

arguments:
	'../../projects/csgrid.org_csg/exact_client_0.33_x86_64-pc-linux-gnu'
	'--training_file'
	'training_samples.bin'
	'--validation_file'
	'validation_samples.bin'
	'--testing_file'
	'testing_samples.bin'
	'--genome_file'
	'input_genome.txt'
	'--output_file'
	'output_genome.txt'
	'--checkpoint_file'
	'checkpoint.txt'
converting arguments to vector
boincified training filename: '../../projects/csgrid.org_csg/mnist_training_50k.bin'
boincified validation filename: '../../projects/csgrid.org_csg/mnist_validation_10k.bin'
boincified testing filename: '../../projects/csgrid.org_csg/mnist_testing_new.bin'
boincified genome filename: '../../projects/csgrid.org_csg/exact_genome_1518178202_55_18405.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1518178202_55_18405_0_r646443672_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: 0.867332
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.0031293
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 0.000125172
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: 27
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 25
read number_validation_images: 10000
read best_validation_predictions: 9858
read best_validation_error: 448.711
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: 18405
read normal distribution: '1 0 0'
generator_str: '1058182684'
read generator: 1058182684
read generated_by_map:
1 disable_edge 1
reading 80 nodes.
reading 191 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: 823.245056152344s, input_fired_time: 8.77035045623779, output_fired_time: 9.82836055755615, propagate_forward_time: 287.195037841797, propagate_backward_time: 508.427337646484, weight_update_time: 1.24073946475983, other_time: 9.02395629882812
epoch time: 59.6759567260742s, input_fired_time: 0.923088610172272, output_fired_time: 0, propagate_forward_time: 57.273509979248, propagate_backward_time: 0, weight_update_time: 0, other_time: 1.4793586730957
validation[          , genome 18405] predictions:    9855/  10000 (98.55%), best:    9858/10000 (98.58%), error:       471.91385, best error:       448.71109 on epoch:    25, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 816.3517456055s, input_fired_time: 8.7237319946, output_fired_time: 9.7405214310, propagate_forward_time: 284.8338928223, propagate_backward_time: 503.8569030762, weight_update_time: 1.2357636690, other_time: 9.1966857910
epoch time: 57.9500198364s, input_fired_time: 0.8989716768, output_fired_time: 0.0000000000, propagate_forward_time: 55.6052665710, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4457817078
validation[          , genome 18405] predictions:    9850/  10000 (98.50%), best:    9858/10000 (98.58%), error:       496.92291, best error:       448.71109 on epoch:    25, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 817.7542724609s, input_fired_time: 8.6997222900, output_fired_time: 9.7347421646, propagate_forward_time: 285.2145385742, propagate_backward_time: 505.1849670410, weight_update_time: 1.2304599285, other_time: 8.9203186035
epoch time: 59.8922195435s, input_fired_time: 0.9228683710, output_fired_time: 0.0000000000, propagate_forward_time: 57.4986076355, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4707450867
validation[          , genome 18405] predictions:    9828/  10000 (98.28%), best:    9858/10000 (98.58%), error:       529.94904, best error:       448.71109 on epoch:    25, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 818.1867065430s, input_fired_time: 8.7067375183, output_fired_time: 9.7537374496, propagate_forward_time: 285.8300170898, propagate_backward_time: 504.9681396484, weight_update_time: 1.2359176874, other_time: 8.9281005859
epoch time: 59.5005836487s, input_fired_time: 0.9192096591, output_fired_time: 0.0000000000, propagate_forward_time: 57.1006813049, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4806938171
validation[          , genome 18405] predictions:    9808/  10000 (98.08%), best:    9858/10000 (98.58%), error:       663.17438, best error:       448.71109 on epoch:    25, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 816.1380004883s, input_fired_time: 8.6912479401, output_fired_time: 9.7299499512, propagate_forward_time: 285.0879821777, propagate_backward_time: 503.6790771484, weight_update_time: 1.2333612442, other_time: 8.9497070312
epoch time: 59.1897048950s, input_fired_time: 0.9185271859, output_fired_time: 0.0000000000, propagate_forward_time: 56.8146095276, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4565696716
validation[          , genome 18405] predictions:    9763/  10000 (97.63%), best:    9858/10000 (98.58%), error:       765.04572, best error:       448.71109 on epoch:    25, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 813.8810424805s, input_fired_time: 8.6702947617, output_fired_time: 9.6805896759, propagate_forward_time: 284.5226135254, propagate_backward_time: 502.0753173828, weight_update_time: 1.2314305305, other_time: 8.9322204590
epoch time: 60.0361671448s, input_fired_time: 0.9285964370, output_fired_time: 0.0000000000, propagate_forward_time: 57.6313438416, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4762268066
validation[          , genome 18405] predictions:    9849/  10000 (98.49%), best:    9858/10000 (98.58%), error:       524.53552, best error:       448.71109 on epoch:    25, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 816.9017944336s, input_fired_time: 8.6849403381, output_fired_time: 9.7227582932, propagate_forward_time: 285.3747863770, propagate_backward_time: 504.1452941895, weight_update_time: 1.2311947346, other_time: 8.9739685059
epoch time: 59.6306991577s, input_fired_time: 0.9171642661, output_fired_time: 0.0000000000, propagate_forward_time: 57.2469062805, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4666290283
validation[          , genome 18405] predictions:    9878/  10000 (98.78%), best:    9878/10000 (98.78%), error:       418.92020, best error:       418.92020 on epoch:    33, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 820.8599853516s, input_fired_time: 8.7150707245, output_fired_time: 9.8015584946, propagate_forward_time: 286.2748413086, propagate_backward_time: 507.1240539551, weight_update_time: 1.2347552776, other_time: 8.9444274902
epoch time: 59.7221717834s, input_fired_time: 0.9285130501, output_fired_time: 0.0000000000, propagate_forward_time: 57.3287506104, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4649085999
validation[          , genome 18405] predictions:    9862/  10000 (98.62%), best:    9878/10000 (98.78%), error:       443.34885, best error:       418.92020 on epoch:    33, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 820.8726806641s, input_fired_time: 8.7433462143, output_fired_time: 9.7941122055, propagate_forward_time: 286.1567382812, propagate_backward_time: 507.1950073242, weight_update_time: 1.2324889898, other_time: 8.9834594727
epoch time: 58.9018020630s, input_fired_time: 0.9201478362, output_fired_time: 0.0000000000, propagate_forward_time: 56.5126800537, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4689750671
validation[          , genome 18405] predictions:    9861/  10000 (98.61%), best:    9878/10000 (98.78%), error:       421.38303, best error:       418.92020 on epoch:    33, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 821.3070678711s, input_fired_time: 8.7610139847, output_fired_time: 9.7917537689, propagate_forward_time: 286.4916076660, propagate_backward_time: 507.2665405273, weight_update_time: 1.2315542698, other_time: 8.9961547852
epoch time: 59.2866935730s, input_fired_time: 0.9356365204, output_fired_time: 0.0000000000, propagate_forward_time: 56.8225936890, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5284652710
validation[          , genome 18405] predictions:    9815/  10000 (98.15%), best:    9878/10000 (98.78%), error:       575.47833, best error:       418.92020 on epoch:    33, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 821.5610961914s, input_fired_time: 8.7916746140, output_fired_time: 9.8048553467, propagate_forward_time: 286.3335876465, propagate_backward_time: 507.3742980957, weight_update_time: 1.2408605814, other_time: 9.2566833496
epoch time: 59.8615684509s, input_fired_time: 0.9314163923, output_fired_time: 0.0000000000, propagate_forward_time: 57.4593391418, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4708137512
validation[          , genome 18405] predictions:    9830/  10000 (98.30%), best:    9878/10000 (98.78%), error:       549.25659, best error:       418.92020 on epoch:    33, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 818.8505859375s, input_fired_time: 8.7226562500, output_fired_time: 9.7550230026, propagate_forward_time: 286.1610412598, propagate_backward_time: 505.1950683594, weight_update_time: 1.2359888554, other_time: 9.0168457031
epoch time: 59.5921783447s, input_fired_time: 0.9231148362, output_fired_time: 0.0000000000, propagate_forward_time: 57.2023048401, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4667587280
validation[          , genome 18405] predictions:    9856/  10000 (98.56%), best:    9878/10000 (98.78%), error:       452.42569, best error:       418.92020 on epoch:    33, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 814.9533081055s, input_fired_time: 8.7063903809, output_fired_time: 9.7018871307, propagate_forward_time: 284.3583984375, propagate_backward_time: 503.2487487793, weight_update_time: 1.2279218435, other_time: 8.9378967285
epoch time: 59.3532180786s, input_fired_time: 0.9260576367, output_fired_time: 0.0000000000, propagate_forward_time: 56.9606590271, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4665031433
validation[          , genome 18405] predictions:    9862/  10000 (98.62%), best:    9878/10000 (98.78%), error:       475.24878, best error:       418.92020 on epoch:    33, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 814.7259521484s, input_fired_time: 8.7053327560, output_fired_time: 9.6996126175, propagate_forward_time: 284.3400573730, propagate_backward_time: 503.0092773438, weight_update_time: 1.2267637253, other_time: 8.9717102051
epoch time: 59.7822151184s, input_fired_time: 0.9316043854, output_fired_time: 0.0000000000, propagate_forward_time: 57.3782577515, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4723510742
validation[          , genome 18405] predictions:    9839/  10000 (98.39%), best:    9878/10000 (98.78%), error:       487.80231, best error:       418.92020 on epoch:    33, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 822.6538085938s, input_fired_time: 8.7708549500, output_fired_time: 9.8116378784, propagate_forward_time: 286.9736328125, propagate_backward_time: 508.1253051758, weight_update_time: 1.2339189053, other_time: 8.9723510742
epoch time: 58.2456016541s, input_fired_time: 0.9036113620, output_fired_time: 0.0000000000, propagate_forward_time: 55.8773002625, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4646911621
validation[          , genome 18405] predictions:    9851/  10000 (98.51%), best:    9878/10000 (98.78%), error:       445.46924, best error:       418.92020 on epoch:    33, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 818.5650634766s, input_fired_time: 8.7313022614, output_fired_time: 9.7570734024, propagate_forward_time: 285.7453308105, propagate_backward_time: 505.4002075195, weight_update_time: 1.2320003510, other_time: 8.9310913086
epoch time: 59.9194755554s, input_fired_time: 0.9317539334, output_fired_time: 0.0000000000, propagate_forward_time: 57.4816513062, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5060691833
validation[          , genome 18405] predictions:    9853/  10000 (98.53%), best:    9878/10000 (98.78%), error:       483.01907, best error:       418.92020 on epoch:    33, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 814.8579711914s, input_fired_time: 8.7101192474, output_fired_time: 9.7023887634, propagate_forward_time: 284.7887573242, propagate_backward_time: 502.6485595703, weight_update_time: 1.2290045023, other_time: 9.0081176758
epoch time: 59.2473106384s, input_fired_time: 0.9248241186, output_fired_time: 0.0000000000, propagate_forward_time: 56.8609008789, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4615859985
validation[          , genome 18405] predictions:    9869/  10000 (98.69%), best:    9869/10000 (98.69%), error:       408.28592, best error:       408.28592 on epoch:    43, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 814.8835449219s, input_fired_time: 8.7065982819, output_fired_time: 9.6914119720, propagate_forward_time: 284.9620361328, propagate_backward_time: 502.6083679199, weight_update_time: 1.2303115129, other_time: 8.9151306152
epoch time: 59.4323196411s, input_fired_time: 0.9268588424, output_fired_time: 0.0000000000, propagate_forward_time: 57.0380935669, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4673690796
validation[          , genome 18405] predictions:    9877/  10000 (98.77%), best:    9877/10000 (98.77%), error:       358.01190, best error:       358.01190 on epoch:    44, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 821.1285400391s, input_fired_time: 8.7488136292, output_fired_time: 9.8096189499, propagate_forward_time: 286.4422912598, propagate_backward_time: 507.1754150391, weight_update_time: 1.2364758253, other_time: 8.9523925781
epoch time: 59.9352455139s, input_fired_time: 0.9332142472, output_fired_time: 0.0000000000, propagate_forward_time: 57.5359382629, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4660911560
validation[          , genome 18405] predictions:    9883/  10000 (98.83%), best:    9877/10000 (98.77%), error:       393.25089, best error:       358.01190 on epoch:    44, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 817.8369140625s, input_fired_time: 8.7439289093, output_fired_time: 9.7477226257, propagate_forward_time: 285.1034851074, propagate_backward_time: 505.2753601074, weight_update_time: 1.2319717407, other_time: 8.9663391113
epoch time: 59.8736610413s, input_fired_time: 0.9396640062, output_fired_time: 0.0000000000, propagate_forward_time: 57.4635314941, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4704666138
validation[          , genome 18405] predictions:    9869/  10000 (98.69%), best:    9877/10000 (98.77%), error:       451.94589, best error:       358.01190 on epoch:    44, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 818.6983032227s, input_fired_time: 8.7490968704, output_fired_time: 9.7814817429, propagate_forward_time: 285.6315612793, propagate_backward_time: 505.6247863770, weight_update_time: 1.2322322130, other_time: 8.9113464355
epoch time: 59.8387107849s, input_fired_time: 0.9301515818, output_fired_time: 0.0000000000, propagate_forward_time: 57.4532432556, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4553146362
validation[          , genome 18405] predictions:    9883/  10000 (98.83%), best:    9877/10000 (98.77%), error:       374.14951, best error:       358.01190 on epoch:    44, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 823.3753662109s, input_fired_time: 8.7829561234, output_fired_time: 9.8180828094, propagate_forward_time: 286.9666137695, propagate_backward_time: 508.8158874512, weight_update_time: 1.2367244959, other_time: 8.9918518066
epoch time: 59.8163986206s, input_fired_time: 0.9321714640, output_fired_time: 0.0000000000, propagate_forward_time: 57.4211387634, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4630889893
validation[          , genome 18405] predictions:    9820/  10000 (98.20%), best:    9877/10000 (98.77%), error:       554.74695, best error:       358.01190 on epoch:    44, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 817.6472778320s, input_fired_time: 8.7570323944, output_fired_time: 9.7597904205, propagate_forward_time: 285.6311950684, propagate_backward_time: 504.5868835449, weight_update_time: 1.2316063643, other_time: 8.9123840332
epoch time: 59.3847694397s, input_fired_time: 0.9350743294, output_fired_time: 0.0000000000, propagate_forward_time: 56.9825439453, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4671516418
validation[          , genome 18405] predictions:    9837/  10000 (98.37%), best:    9877/10000 (98.77%), error:       465.83725, best error:       358.01190 on epoch:    44, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 816.6110229492s, input_fired_time: 8.7526874542, output_fired_time: 9.7238454819, propagate_forward_time: 284.9404296875, propagate_backward_time: 504.2522888184, weight_update_time: 1.2338136435, other_time: 8.9418029785
epoch time: 59.5076255798s, input_fired_time: 0.9322757125, output_fired_time: 0.0000000000, propagate_forward_time: 57.1086769104, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4666748047
validation[          , genome 18405] predictions:    9876/  10000 (98.76%), best:    9877/10000 (98.77%), error:       402.43369, best error:       358.01190 on epoch:    44, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 820.1118164062s, input_fired_time: 8.7728843689, output_fired_time: 9.7752113342, propagate_forward_time: 286.0652770996, propagate_backward_time: 506.5571899414, weight_update_time: 1.2334372997, other_time: 8.9412231445
epoch time: 59.8281097412s, input_fired_time: 0.9380865097, output_fired_time: 0.0000000000, propagate_forward_time: 57.4213180542, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4687042236
validation[          , genome 18405] predictions:    9884/  10000 (98.84%), best:    9877/10000 (98.77%), error:       375.16138, best error:       358.01190 on epoch:    44, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 820.9003295898s, input_fired_time: 8.7745018005, output_fired_time: 9.7942447662, propagate_forward_time: 286.3389892578, propagate_backward_time: 507.0770568848, weight_update_time: 1.2352359295, other_time: 8.9155578613
epoch time: 59.8944892883s, input_fired_time: 0.9409406185, output_fired_time: 0.0000000000, propagate_forward_time: 57.4978294373, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4557189941
validation[          , genome 18405] predictions:    9864/  10000 (98.64%), best:    9877/10000 (98.77%), error:       445.31241, best error:       358.01190 on epoch:    44, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 823.0963745117s, input_fired_time: 8.8062725067, output_fired_time: 9.8225412369, propagate_forward_time: 287.1234130859, propagate_backward_time: 508.4038085938, weight_update_time: 1.2319355011, other_time: 8.9403076172
epoch time: 59.8087615967s, input_fired_time: 0.9386404157, output_fired_time: 0.0000000000, propagate_forward_time: 57.3951454163, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4749755859
validation[          , genome 18405] predictions:    9894/  10000 (98.94%), best:    9877/10000 (98.77%), error:       365.58521, best error:       358.01190 on epoch:    44, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 819.5721435547s, input_fired_time: 8.7863836288, output_fired_time: 9.7679376602, propagate_forward_time: 285.9053955078, propagate_backward_time: 506.1322631836, weight_update_time: 1.2348946333, other_time: 8.9801635742
epoch time: 59.7540473938s, input_fired_time: 0.9395993352, output_fired_time: 0.0000000000, propagate_forward_time: 57.3618698120, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4525794983
validation[          , genome 18405] predictions:    9883/  10000 (98.83%), best:    9877/10000 (98.77%), error:       390.23605, best error:       358.01190 on epoch:    44, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 817.5988769531s, input_fired_time: 8.7772541046, output_fired_time: 9.7476177216, propagate_forward_time: 285.2313232422, propagate_backward_time: 504.8854675293, weight_update_time: 1.2299342155, other_time: 8.9571838379
epoch time: 59.3694915771s, input_fired_time: 0.9366354942, output_fired_time: 0.0000000000, propagate_forward_time: 56.9712104797, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4616470337
validation[          , genome 18405] predictions:    9896/  10000 (98.96%), best:    9896/10000 (98.96%), error:       347.34756, best error:       347.34756 on epoch:    55, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 819.9248046875s, input_fired_time: 8.7878732681, output_fired_time: 9.7960824966, propagate_forward_time: 285.8439331055, propagate_backward_time: 506.5650329590, weight_update_time: 1.2319501638, other_time: 8.9318542480
epoch time: 59.7488365173s, input_fired_time: 0.9338860512, output_fired_time: 0.0000000000, propagate_forward_time: 57.3444404602, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4705085754
validation[          , genome 18405] predictions:    9879/  10000 (98.79%), best:    9896/10000 (98.96%), error:       397.48651, best error:       347.34756 on epoch:    55, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 822.4081420898s, input_fired_time: 8.7950973511, output_fired_time: 9.7988519669, propagate_forward_time: 287.0487365723, propagate_backward_time: 507.8314819336, weight_update_time: 1.2326083183, other_time: 8.9340209961
epoch time: 59.7292900085s, input_fired_time: 0.9357786179, output_fired_time: 0.0000000000, propagate_forward_time: 57.3384284973, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4550819397
validation[          , genome 18405] predictions:    9889/  10000 (98.89%), best:    9896/10000 (98.96%), error:       355.56625, best error:       347.34756 on epoch:    55, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 816.7544555664s, input_fired_time: 8.7787895203, output_fired_time: 9.7373075485, propagate_forward_time: 284.7814025879, propagate_backward_time: 504.4756774902, weight_update_time: 1.2310519218, other_time: 8.9812316895
epoch time: 59.4646720886s, input_fired_time: 0.9395161271, output_fired_time: 0.0000000000, propagate_forward_time: 57.0492210388, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4759330750
validation[          , genome 18405] predictions:    9890/  10000 (98.90%), best:    9896/10000 (98.96%), error:       350.62265, best error:       347.34756 on epoch:    55, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 814.8912353516s, input_fired_time: 8.7607069016, output_fired_time: 9.7353944778, propagate_forward_time: 284.0720214844, propagate_backward_time: 503.3677978516, weight_update_time: 1.2360813618, other_time: 8.9553222656
epoch time: 59.9054374695s, input_fired_time: 0.9731519818, output_fired_time: 0.0000000000, propagate_forward_time: 57.4436492920, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4886360168
validation[          , genome 18405] predictions:    9880/  10000 (98.80%), best:    9896/10000 (98.96%), error:       402.38025, best error:       347.34756 on epoch:    55, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 814.7730712891s, input_fired_time: 8.7713413239, output_fired_time: 9.7120971680, propagate_forward_time: 284.3478393555, propagate_backward_time: 503.0032043457, weight_update_time: 1.2319697142, other_time: 8.9385681152
epoch time: 59.3297080994s, input_fired_time: 0.9351238608, output_fired_time: 0.0000000000, propagate_forward_time: 56.9465751648, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4480094910
validation[          , genome 18405] predictions:    9862/  10000 (98.62%), best:    9896/10000 (98.96%), error:       426.53873, best error:       347.34756 on epoch:    55, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 820.5802001953s, input_fired_time: 8.8617916107, output_fired_time: 9.7848138809, propagate_forward_time: 286.2032775879, propagate_backward_time: 506.4937438965, weight_update_time: 1.2345774174, other_time: 9.2366027832
epoch time: 59.9463195801s, input_fired_time: 0.9470127821, output_fired_time: 0.0000000000, propagate_forward_time: 57.5175476074, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4817581177
validation[          , genome 18405] predictions:    9863/  10000 (98.63%), best:    9896/10000 (98.96%), error:       444.38843, best error:       347.34756 on epoch:    55, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 822.1508178711s, input_fired_time: 8.8364458084, output_fired_time: 9.8156862259, propagate_forward_time: 286.7267456055, propagate_backward_time: 507.8154907227, weight_update_time: 1.2381534576, other_time: 8.9564819336
epoch time: 59.9976463318s, input_fired_time: 0.9466685653, output_fired_time: 0.0000000000, propagate_forward_time: 57.5736465454, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4773330688
validation[          , genome 18405] predictions:    9854/  10000 (98.54%), best:    9896/10000 (98.96%), error:       455.15628, best error:       347.34756 on epoch:    55, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 822.7802734375s, input_fired_time: 8.8508262634, output_fired_time: 9.8174934387, propagate_forward_time: 287.4514465332, propagate_backward_time: 507.6800842285, weight_update_time: 1.2417004108, other_time: 8.9804382324
epoch time: 60.2475242615s, input_fired_time: 1.0195319653, output_fired_time: 0.0000000000, propagate_forward_time: 57.3648529053, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8631401062
validation[          , genome 18405] predictions:    9895/  10000 (98.95%), best:    9896/10000 (98.96%), error:       354.27713, best error:       347.34756 on epoch:    55, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 820.1401367188s, input_fired_time: 8.8455286026, output_fired_time: 9.8326463699, propagate_forward_time: 285.8757629395, propagate_backward_time: 506.2724304199, weight_update_time: 1.2387788296, other_time: 9.3137512207
epoch time: 59.7253875732s, input_fired_time: 0.9432207346, output_fired_time: 0.0000000000, propagate_forward_time: 57.3111381531, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4710273743
validation[          , genome 18405] predictions:    9856/  10000 (98.56%), best:    9896/10000 (98.96%), error:       468.68970, best error:       347.34756 on epoch:    55, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 820.0891113281s, input_fired_time: 8.8194780350, output_fired_time: 9.7669181824, propagate_forward_time: 286.3228454590, propagate_backward_time: 506.1980895996, weight_update_time: 1.2385102510, other_time: 8.9818420410
epoch time: 59.3811759949s, input_fired_time: 0.9369208217, output_fired_time: 0.0000000000, propagate_forward_time: 56.9819564819, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4622993469
validation[          , genome 18405] predictions:    9891/  10000 (98.91%), best:    9891/10000 (98.91%), error:       341.94006, best error:       341.94006 on epoch:    65, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 818.4639892578s, input_fired_time: 8.8487615585, output_fired_time: 9.7375860214, propagate_forward_time: 285.6622009277, propagate_backward_time: 505.0623474121, weight_update_time: 1.2350090742, other_time: 9.1531066895
epoch time: 59.4670829773s, input_fired_time: 0.9464831948, output_fired_time: 0.0000000000, propagate_forward_time: 57.0678520203, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4527473450
validation[          , genome 18405] predictions:    9888/  10000 (98.88%), best:    9891/10000 (98.91%), error:       360.25775, best error:       341.94006 on epoch:    65, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 821.6513061523s, input_fired_time: 8.8448715210, output_fired_time: 9.7792367935, propagate_forward_time: 287.1774902344, propagate_backward_time: 506.9237670898, weight_update_time: 1.2352185249, other_time: 8.9259643555
epoch time: 60.0313720703s, input_fired_time: 0.9467403293, output_fired_time: 0.0000000000, propagate_forward_time: 57.6359596252, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4486732483
validation[          , genome 18405] predictions:    9879/  10000 (98.79%), best:    9891/10000 (98.91%), error:       377.06885, best error:       341.94006 on epoch:    65, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 822.2401733398s, input_fired_time: 8.8384628296, output_fired_time: 9.7950887680, propagate_forward_time: 287.3599243164, propagate_backward_time: 507.3318176270, weight_update_time: 1.2379903793, other_time: 8.9148864746
epoch time: 60.1000556946s, input_fired_time: 0.9491991401, output_fired_time: 0.0000000000, propagate_forward_time: 57.6948509216, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4560050964
validation[          , genome 18405] predictions:    9876/  10000 (98.76%), best:    9891/10000 (98.91%), error:       406.42764, best error:       341.94006 on epoch:    65, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 824.0289306641s, input_fired_time: 8.8525247574, output_fired_time: 9.8374481201, propagate_forward_time: 287.8411254883, propagate_backward_time: 508.5954284668, weight_update_time: 1.2397476435, other_time: 8.9023742676
epoch time: 58.5313186646s, input_fired_time: 0.9220488667, output_fired_time: 0.0000000000, propagate_forward_time: 56.1559753418, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4532928467
validation[          , genome 18405] predictions:    9879/  10000 (98.79%), best:    9891/10000 (98.91%), error:       395.31412, best error:       341.94006 on epoch:    65, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 825.3695068359s, input_fired_time: 8.8646430969, output_fired_time: 9.8485155106, propagate_forward_time: 287.8977661133, propagate_backward_time: 509.8606262207, weight_update_time: 1.2378562689, other_time: 8.8979797363
epoch time: 59.9232368469s, input_fired_time: 0.9454300404, output_fired_time: 0.0000000000, propagate_forward_time: 57.5300559998, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4477500916
validation[          , genome 18405] predictions:    9877/  10000 (98.77%), best:    9891/10000 (98.91%), error:       384.04080, best error:       341.94006 on epoch:    65, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 824.5604248047s, input_fired_time: 8.8679666519, output_fired_time: 9.8406972885, propagate_forward_time: 287.4635314941, propagate_backward_time: 509.4664001465, weight_update_time: 1.2359888554, other_time: 8.9217834473
epoch time: 59.9410133362s, input_fired_time: 0.9503621459, output_fired_time: 0.0000000000, propagate_forward_time: 57.5278739929, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4627761841
validation[          , genome 18405] predictions:    9887/  10000 (98.87%), best:    9891/10000 (98.91%), error:       373.95053, best error:       341.94006 on epoch:    65, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 820.7913818359s, input_fired_time: 8.8665046692, output_fired_time: 9.7840738297, propagate_forward_time: 286.4774169922, propagate_backward_time: 506.6010742188, weight_update_time: 1.2370486259, other_time: 9.0623168945
epoch time: 59.9075393677s, input_fired_time: 0.9479091167, output_fired_time: 0.0000000000, propagate_forward_time: 57.5108528137, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4487762451
validation[          , genome 18405] predictions:    9899/  10000 (98.99%), best:    9891/10000 (98.91%), error:       347.09686, best error:       341.94006 on epoch:    65, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 825.3362426758s, input_fired_time: 8.8778610229, output_fired_time: 9.8568611145, propagate_forward_time: 287.7090759277, propagate_backward_time: 509.9702758789, weight_update_time: 1.2352354527, other_time: 8.9221801758
epoch time: 60.0518760681s, input_fired_time: 0.9587951303, output_fired_time: 0.0000000000, propagate_forward_time: 57.6252212524, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4678611755
validation[          , genome 18405] predictions:    9892/  10000 (98.92%), best:    9891/10000 (98.91%), error:       379.61349, best error:       341.94006 on epoch:    65, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 823.9238281250s, input_fired_time: 8.8501863480, output_fired_time: 9.8247652054, propagate_forward_time: 287.5891723633, propagate_backward_time: 508.7861938477, weight_update_time: 1.2369610071, other_time: 8.8735351562
epoch time: 59.9825363159s, input_fired_time: 0.9449157715, output_fired_time: 0.0000000000, propagate_forward_time: 57.5895881653, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4480323792
validation[          , genome 18405] predictions:    9887/  10000 (98.87%), best:    9891/10000 (98.91%), error:       367.69055, best error:       341.94006 on epoch:    65, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 825.6875000000s, input_fired_time: 8.8693094254, output_fired_time: 9.8426828384, propagate_forward_time: 287.9841613770, propagate_backward_time: 510.1203308105, weight_update_time: 1.2376608849, other_time: 8.8710021973
epoch time: 60.0320205688s, input_fired_time: 0.9434249997, output_fired_time: 0.0000000000, propagate_forward_time: 57.6362915039, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4523048401
validation[          , genome 18405] predictions:    9881/  10000 (98.81%), best:    9891/10000 (98.91%), error:       383.25690, best error:       341.94006 on epoch:    65, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 818.8253173828s, input_fired_time: 8.8266630173, output_fired_time: 9.7397108078, propagate_forward_time: 285.4682922363, propagate_backward_time: 505.9007568359, weight_update_time: 1.2416136265, other_time: 8.8898925781
epoch time: 59.8677940369s, input_fired_time: 0.9471414685, output_fired_time: 0.0000000000, propagate_forward_time: 57.4590148926, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4616394043
validation[          , genome 18405] predictions:    9872/  10000 (98.72%), best:    9891/10000 (98.91%), error:       426.31039, best error:       341.94006 on epoch:    65, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 822.7710571289s, input_fired_time: 8.8621978760, output_fired_time: 9.8322505951, propagate_forward_time: 286.3740539551, propagate_backward_time: 508.7616882324, weight_update_time: 1.2350747585, other_time: 8.9408264160
epoch time: 59.9592971802s, input_fired_time: 0.9510595202, output_fired_time: 0.0000000000, propagate_forward_time: 57.5482940674, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4599418640
validation[          , genome 18405] predictions:    9903/  10000 (99.03%), best:    9903/10000 (99.03%), error:       319.24161, best error:       319.24161 on epoch:    77, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 821.5058593750s, input_fired_time: 8.8561010361, output_fired_time: 9.8183078766, propagate_forward_time: 286.1052856445, propagate_backward_time: 507.7921752930, weight_update_time: 1.2398267984, other_time: 8.9340209961
epoch time: 60.0778579712s, input_fired_time: 0.9571291804, output_fired_time: 0.0000000000, propagate_forward_time: 57.6494865417, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4712409973
validation[          , genome 18405] predictions:    9894/  10000 (98.94%), best:    9903/10000 (99.03%), error:       344.36032, best error:       319.24161 on epoch:    77, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 820.1951904297s, input_fired_time: 8.8492069244, output_fired_time: 9.7813158035, propagate_forward_time: 286.4018859863, propagate_backward_time: 506.2295532227, weight_update_time: 1.2426900864, other_time: 8.9332885742
epoch time: 59.9187927246s, input_fired_time: 0.9486802816, output_fired_time: 0.0000000000, propagate_forward_time: 57.5085411072, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4615707397
validation[          , genome 18405] predictions:    9872/  10000 (98.72%), best:    9903/10000 (99.03%), error:       400.59836, best error:       319.24161 on epoch:    77, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 823.5040283203s, input_fired_time: 8.8818359375, output_fired_time: 9.8077020645, propagate_forward_time: 287.7016601562, propagate_backward_time: 508.1775207520, weight_update_time: 1.2378274202, other_time: 8.9353332520
epoch time: 59.9785995483s, input_fired_time: 0.9523569345, output_fired_time: 0.0000000000, propagate_forward_time: 57.5660858154, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4601554871
validation[          , genome 18405] predictions:    9905/  10000 (99.05%), best:    9903/10000 (99.03%), error:       333.18021, best error:       319.24161 on epoch:    77, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 826.0487670898s, input_fired_time: 8.8958158493, output_fired_time: 9.8340234756, propagate_forward_time: 288.3295898438, propagate_backward_time: 510.0398254395, weight_update_time: 1.2389565706, other_time: 8.9494934082
epoch time: 60.0147743225s, input_fired_time: 0.9506070018, output_fired_time: 0.0000000000, propagate_forward_time: 57.6069412231, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4572257996
validation[          , genome 18405] predictions:    9902/  10000 (99.02%), best:    9903/10000 (99.03%), error:       331.64856, best error:       319.24161 on epoch:    77, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 820.4840698242s, input_fired_time: 8.8662805557, output_fired_time: 9.7761125565, propagate_forward_time: 286.3160400391, propagate_backward_time: 506.6200256348, weight_update_time: 1.2401956320, other_time: 8.9056091309
epoch time: 59.5269508362s, input_fired_time: 0.9463619590, output_fired_time: 0.0000000000, propagate_forward_time: 57.1264991760, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4540901184
validation[          , genome 18405] predictions:    9895/  10000 (98.95%), best:    9903/10000 (99.03%), error:       342.66434, best error:       319.24161 on epoch:    77, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 816.8213500977s, input_fired_time: 8.8460464478, output_fired_time: 9.7244701385, propagate_forward_time: 285.2279357910, propagate_backward_time: 504.1461791992, weight_update_time: 1.2340770960, other_time: 8.8766479492
epoch time: 58.0754280090s, input_fired_time: 0.9281286597, output_fired_time: 0.0000000000, propagate_forward_time: 55.7040824890, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4432182312
validation[          , genome 18405] predictions:    9901/  10000 (99.01%), best:    9903/10000 (99.03%), error:       327.24127, best error:       319.24161 on epoch:    77, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 819.4234008789s, input_fired_time: 8.8350801468, output_fired_time: 9.7765264511, propagate_forward_time: 286.0424804688, propagate_backward_time: 505.8828430176, weight_update_time: 1.2426083088, other_time: 8.8864440918
epoch time: 60.0466766357s, input_fired_time: 0.9508047700, output_fired_time: 0.0000000000, propagate_forward_time: 57.6438865662, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4519844055
validation[          , genome 18405] predictions:    9897/  10000 (98.97%), best:    9903/10000 (99.03%), error:       343.04376, best error:       319.24161 on epoch:    77, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 821.5485839844s, input_fired_time: 8.8951444626, output_fired_time: 9.7992830276, propagate_forward_time: 286.7520446777, propagate_backward_time: 506.9680786133, weight_update_time: 1.2359784842, other_time: 9.1340942383
epoch time: 59.1676979065s, input_fired_time: 0.9464328289, output_fired_time: 0.0000000000, propagate_forward_time: 56.7500305176, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4712333679
validation[          , genome 18405] predictions:    9898/  10000 (98.98%), best:    9903/10000 (99.03%), error:       344.00476, best error:       319.24161 on epoch:    77, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 819.7889404297s, input_fired_time: 8.8622894287, output_fired_time: 9.7919034958, propagate_forward_time: 285.9035644531, propagate_backward_time: 506.2568359375, weight_update_time: 1.2417311668, other_time: 8.9743041992
epoch time: 59.7615776062s, input_fired_time: 0.9569124579, output_fired_time: 0.0000000000, propagate_forward_time: 57.3161468506, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4885177612
validation[          , genome 18405] predictions:    9894/  10000 (98.94%), best:    9903/10000 (99.03%), error:       355.07330, best error:       319.24161 on epoch:    77, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 817.0393066406s, input_fired_time: 8.8416996002, output_fired_time: 9.7530279160, propagate_forward_time: 284.9310913086, propagate_backward_time: 504.5347900391, weight_update_time: 1.2343691587, other_time: 8.9786987305
epoch time: 59.7063446045s, input_fired_time: 0.9532403946, output_fired_time: 0.0000000000, propagate_forward_time: 57.2834243774, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4696807861
validation[          , genome 18405] predictions:    9896/  10000 (98.96%), best:    9903/10000 (99.03%), error:       343.84167, best error:       319.24161 on epoch:    77, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 822.2562255859s, input_fired_time: 8.8747272491, output_fired_time: 9.8100605011, propagate_forward_time: 286.9273071289, propagate_backward_time: 507.6786499023, weight_update_time: 1.2316701412, other_time: 8.9654541016
epoch time: 59.6435012817s, input_fired_time: 0.9509011507, output_fired_time: 0.0000000000, propagate_forward_time: 57.2238998413, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4687004089
validation[          , genome 18405] predictions:    9899/  10000 (98.99%), best:    9903/10000 (99.03%), error:       330.75284, best error:       319.24161 on epoch:    77, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 821.3858642578s, input_fired_time: 8.8814373016, output_fired_time: 9.7900362015, propagate_forward_time: 286.6966247559, propagate_backward_time: 507.0419616699, weight_update_time: 1.2316412926, other_time: 8.9758605957
epoch time: 59.3614234924s, input_fired_time: 0.9494194388, output_fired_time: 0.0000000000, propagate_forward_time: 56.9518852234, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4601173401
validation[          , genome 18405] predictions:    9889/  10000 (98.89%), best:    9903/10000 (99.03%), error:       362.52048, best error:       319.24161 on epoch:    77, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 816.3612670898s, input_fired_time: 8.8496789932, output_fired_time: 9.7580690384, propagate_forward_time: 284.7986450195, propagate_backward_time: 503.9661560059, weight_update_time: 1.2346873283, other_time: 8.9887390137
epoch time: 59.5809860229s, input_fired_time: 0.9592058659, output_fired_time: 0.0000000000, propagate_forward_time: 57.1502075195, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4715728760
validation[          , genome 18405] predictions:    9905/  10000 (99.05%), best:    9903/10000 (99.03%), error:       330.83710, best error:       319.24161 on epoch:    77, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 824.3766479492s, input_fired_time: 8.8976945877, output_fired_time: 9.8426923752, propagate_forward_time: 287.4809265137, propagate_backward_time: 509.1968688965, weight_update_time: 1.2345961332, other_time: 8.9584045410
epoch time: 59.9926071167s, input_fired_time: 0.9568514824, output_fired_time: 0.0000000000, propagate_forward_time: 57.5677032471, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4680519104
validation[          , genome 18405] predictions:    9886/  10000 (98.86%), best:    9903/10000 (99.03%), error:       364.64355, best error:       319.24161 on epoch:    77, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 822.0169677734s, input_fired_time: 8.8819923401, output_fired_time: 9.8174333572, propagate_forward_time: 286.6820373535, propagate_backward_time: 507.6481933594, weight_update_time: 1.2390906811, other_time: 8.9873046875
epoch time: 59.9652900696s, input_fired_time: 0.9604493976, output_fired_time: 0.0000000000, propagate_forward_time: 57.5381698608, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4666709900
validation[          , genome 18405] predictions:    9896/  10000 (98.96%), best:    9903/10000 (99.03%), error:       349.32547, best error:       319.24161 on epoch:    77, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 822.9616699219s, input_fired_time: 8.9147996902, output_fired_time: 9.8118200302, propagate_forward_time: 287.1517944336, propagate_backward_time: 508.0936584473, weight_update_time: 1.2352520227, other_time: 8.9895935059
epoch time: 59.9308013916s, input_fired_time: 0.9633104205, output_fired_time: 0.0000000000, propagate_forward_time: 57.4699020386, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4975891113
validation[          , genome 18405] predictions:    9907/  10000 (99.07%), best:    9903/10000 (99.03%), error:       331.50067, best error:       319.24161 on epoch:    77, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 818.1882934570s, input_fired_time: 8.8500900269, output_fired_time: 9.7903156281, propagate_forward_time: 285.5772399902, propagate_backward_time: 505.0209350586, weight_update_time: 1.2348040342, other_time: 8.9496459961
epoch time: 60.4718017578s, input_fired_time: 0.9622305036, output_fired_time: 0.0000000000, propagate_forward_time: 58.0258941650, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4836769104
validation[          , genome 18405] predictions:    9901/  10000 (99.01%), best:    9903/10000 (99.03%), error:       332.04520, best error:       319.24161 on epoch:    77, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 821.8961181641s, input_fired_time: 8.8954048157, output_fired_time: 9.8309593201, propagate_forward_time: 286.5640258789, propagate_backward_time: 507.6229858398, weight_update_time: 1.2373592854, other_time: 8.9827880859
epoch time: 59.8747215271s, input_fired_time: 0.9595928192, output_fired_time: 0.0000000000, propagate_forward_time: 57.4414367676, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4736938477
validation[          , genome 18405] predictions:    9885/  10000 (98.85%), best:    9903/10000 (99.03%), error:       366.69394, best error:       319.24161 on epoch:    77, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 820.0696411133s, input_fired_time: 8.8884630203, output_fired_time: 9.7892293930, propagate_forward_time: 285.8670959473, propagate_backward_time: 506.5862121582, weight_update_time: 1.2318518162, other_time: 8.9385681152
epoch time: 59.7237548828s, input_fired_time: 0.9598643184, output_fired_time: 0.0000000000, propagate_forward_time: 57.3013381958, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4625511169
validation[          , genome 18405] predictions:    9898/  10000 (98.98%), best:    9903/10000 (99.03%), error:       343.19354, best error:       319.24161 on epoch:    77, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 820.0603637695s, input_fired_time: 8.8982038498, output_fired_time: 9.7863674164, propagate_forward_time: 285.8901672363, propagate_backward_time: 506.5568237305, weight_update_time: 1.2324199677, other_time: 8.9287719727
epoch time: 59.8549385071s, input_fired_time: 0.9543054700, output_fired_time: 0.0000000000, propagate_forward_time: 57.4416847229, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4589500427
validation[          , genome 18405] predictions:    9891/  10000 (98.91%), best:    9903/10000 (99.03%), error:       381.28232, best error:       319.24161 on epoch:    77, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 824.6688842773s, input_fired_time: 8.9339408875, output_fired_time: 9.8454494476, propagate_forward_time: 287.4606628418, propagate_backward_time: 509.5135498047, weight_update_time: 1.2357319593, other_time: 8.9152832031
epoch time: 60.0339088440s, input_fired_time: 0.9583802819, output_fired_time: 0.0000000000, propagate_forward_time: 57.6026840210, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4728431702
validation[          , genome 18405] predictions:    9901/  10000 (99.01%), best:    9903/10000 (99.03%), error:       326.91641, best error:       319.24161 on epoch:    77, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 822.1605834961s, input_fired_time: 8.9430389404, output_fired_time: 9.8240985870, propagate_forward_time: 286.5979919434, propagate_backward_time: 507.5851135254, weight_update_time: 1.2389135361, other_time: 9.2102966309
epoch time: 58.6674842834s, input_fired_time: 0.9395722151, output_fired_time: 0.0000000000, propagate_forward_time: 56.2675476074, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4603652954
validation[          , genome 18405] predictions:    9891/  10000 (98.91%), best:    9903/10000 (99.03%), error:       347.49939, best error:       319.24161 on epoch:    77, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 822.6705322266s, input_fired_time: 8.9116935730, output_fired_time: 9.8136758804, propagate_forward_time: 287.2622680664, propagate_backward_time: 507.7446289062, weight_update_time: 1.2388995886, other_time: 8.9382934570
epoch time: 59.4712219238s, input_fired_time: 0.9555074573, output_fired_time: 0.0000000000, propagate_forward_time: 57.0583457947, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4573669434
validation[          , genome 18405] predictions:    9905/  10000 (99.05%), best:    9903/10000 (99.03%), error:       321.49274, best error:       319.24161 on epoch:    77, 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: 296.1705322266s, input_fired_time: 4.7345094681, output_fired_time: 0.0000000000, propagate_forward_time: 284.0982666016, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.3377685547
best training[          , genome 18405] predictions:   49985/  50000 (99.97%), best:    9903/10000 (99.03%), error:       212.94662, best error:       319.24161 on epoch:    77, 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: 59.4555320740s, input_fired_time: 0.9359323978, output_fired_time: 0.0000000000, propagate_forward_time: 57.0615653992, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.4580345154
   testing[          , genome 18405] predictions:    9898/  10000 (98.98%), best:    9903/10000 (99.03%), error:       324.86572, best error:       319.24161 on epoch:    77, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
12:48:59 (14932): called boinc_finish(0)

</stderr_txt>
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