Nameexact_genome_1512568488_45_4495_1
Workunit2593702
Created7 Dec 2017, 10:12:01 UTC
Sent7 Dec 2017, 10:13:37 UTC
Report deadline9 Dec 2017, 12:03:07 UTC
Received7 Dec 2017, 23:52:35 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID64142
Run time1 hours 1 min 40 sec
CPU time52 min 30 sec
Validate stateValid
Credit519.01
Device peak FLOPS3.08 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size153.80 MB
Peak swap size156.80 MB
Peak disk usage1.73 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
_time: 2.7629158497, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2804090977
validation[          , genome  4495] predictions:    9523/  10000 (95.23%), best:    9596/10000 (95.96%), error:      1548.31323, best error:      1307.47852 on epoch:    17, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 40.8009643555s, input_fired_time: 0.4889664352, output_fired_time: 0.1988482475, propagate_forward_time: 14.0299100876, propagate_backward_time: 23.6111202240, weight_update_time: 0.0851508752, other_time: 2.4721164703
epoch time: 2.9332597256s, input_fired_time: 0.0269292239, output_fired_time: 0.0000000000, propagate_forward_time: 2.3886609077, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5176696777
validation[          , genome  4495] predictions:    9583/  10000 (95.83%), best:    9596/10000 (95.96%), error:      1386.40381, best error:      1307.47852 on epoch:    17, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 40.6125679016s, input_fired_time: 0.2391214669, output_fired_time: 0.1975907087, propagate_forward_time: 15.4600057602, propagate_backward_time: 22.2534370422, weight_update_time: 0.0847894475, other_time: 2.4624137878
epoch time: 3.3279004097s, input_fired_time: 0.0296649076, output_fired_time: 0.0000000000, propagate_forward_time: 2.9936401844, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3045952320
validation[          , genome  4495] predictions:    9590/  10000 (95.90%), best:    9596/10000 (95.96%), error:      1333.79419, best error:      1307.47852 on epoch:    17, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 43.0019187927s, input_fired_time: 0.4976695478, output_fired_time: 0.4580234587, propagate_forward_time: 15.4488115311, propagate_backward_time: 24.0274887085, weight_update_time: 0.3398482800, other_time: 2.5699272156
epoch time: 2.9548001289s, input_fired_time: 0.0268319510, output_fired_time: 0.0000000000, propagate_forward_time: 2.6559772491, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2719910145
validation[          , genome  4495] predictions:    9601/  10000 (96.01%), best:    9601/10000 (96.01%), error:      1283.01221, best error:      1283.01221 on epoch:    23, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 42.4428634644s, input_fired_time: 0.4947620332, output_fired_time: 0.4552534521, propagate_forward_time: 16.7404289246, propagate_backward_time: 22.4761581421, weight_update_time: 0.0876228437, other_time: 2.2762603760
epoch time: 4.3739757538s, input_fired_time: 0.0358013958, output_fired_time: 0.0000000000, propagate_forward_time: 3.4645178318, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8736565113
validation[          , genome  4495] predictions:    9579/  10000 (95.79%), best:    9601/10000 (96.01%), error:      1342.84924, best error:      1283.01221 on epoch:    23, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 44.5819320679s, input_fired_time: 0.2519976199, output_fired_time: 0.2141935676, propagate_forward_time: 16.6324577332, propagate_backward_time: 25.1464862823, weight_update_time: 0.0916840360, other_time: 2.3367938995
epoch time: 4.3183970451s, input_fired_time: 0.0354818888, output_fired_time: 0.0000000000, propagate_forward_time: 3.4138982296, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8690168858
validation[          , genome  4495] predictions:    9470/  10000 (94.70%), best:    9601/10000 (96.01%), error:      1662.10413, best error:      1283.01221 on epoch:    23, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 44.1101341248s, input_fired_time: 0.2506761551, output_fired_time: 0.2135884017, propagate_forward_time: 17.3039989471, propagate_backward_time: 24.2648620605, weight_update_time: 0.0910087377, other_time: 2.0770092010
epoch time: 3.5852150917s, input_fired_time: 0.0300371442, output_fired_time: 0.0000000000, propagate_forward_time: 3.2496974468, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3054804802
validation[          , genome  4495] predictions:    9569/  10000 (95.69%), best:    9601/10000 (96.01%), error:      1347.66199, best error:      1283.01221 on epoch:    23, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 47.1349372864s, input_fired_time: 0.2610631287, output_fired_time: 0.2268004417, propagate_forward_time: 16.4401302338, propagate_backward_time: 27.2845916748, weight_update_time: 0.0963950679, other_time: 2.9223537445
epoch time: 4.6693315506s, input_fired_time: 0.0361229032, output_fired_time: 0.0000000000, propagate_forward_time: 3.7549288273, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8782799244
validation[          , genome  4495] predictions:    9603/  10000 (96.03%), best:    9603/10000 (96.03%), error:      1252.39722, best error:      1252.39722 on epoch:    27, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 46.2989845276s, input_fired_time: 0.5092518330, output_fired_time: 0.2233781368, propagate_forward_time: 17.9608268738, propagate_backward_time: 24.7037487030, weight_update_time: 0.3449934423, other_time: 2.9017810822
epoch time: 4.7763514519s, input_fired_time: 0.0372124761, output_fired_time: 0.0000000000, propagate_forward_time: 4.1027011871, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6364378929
validation[          , genome  4495] predictions:    9557/  10000 (95.57%), best:    9603/10000 (96.03%), error:      1455.32617, best error:      1252.39722 on epoch:    27, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 44.6340065002s, input_fired_time: 0.2521526515, output_fired_time: 0.4646529555, propagate_forward_time: 17.1476421356, propagate_backward_time: 23.6784095764, weight_update_time: 0.3417253792, other_time: 3.0911502838
epoch time: 3.1843743324s, input_fired_time: 0.0285431314, output_fired_time: 0.0000000000, propagate_forward_time: 2.8662765026, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2895545959
validation[          , genome  4495] predictions:    9598/  10000 (95.98%), best:    9603/10000 (96.03%), error:      1278.35254, best error:      1252.39722 on epoch:    27, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 46.7193984985s, input_fired_time: 0.5093422532, output_fired_time: 0.2238271236, propagate_forward_time: 18.2932643890, propagate_backward_time: 24.7855262756, weight_update_time: 0.0952046365, other_time: 2.9074382782
epoch time: 4.0529308319s, input_fired_time: 0.0338700786, output_fired_time: 0.0000000000, propagate_forward_time: 3.6744072437, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3446533680
validation[          , genome  4495] predictions:    9600/  10000 (96.00%), best:    9603/10000 (96.03%), error:      1302.25232, best error:      1252.39722 on epoch:    27, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 47.1650657654s, input_fired_time: 0.2620212138, output_fired_time: 0.2263470888, propagate_forward_time: 17.2126617432, propagate_backward_time: 27.2879066467, weight_update_time: 0.0968343094, other_time: 2.1761283875
epoch time: 3.0504515171s, input_fired_time: 0.0276445132, output_fired_time: 0.0000000000, propagate_forward_time: 2.7451267242, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2776803970
validation[          , genome  4495] predictions:    9599/  10000 (95.99%), best:    9603/10000 (96.03%), error:      1308.62390, best error:      1252.39722 on epoch:    27, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 46.0888328552s, input_fired_time: 0.2579576671, output_fired_time: 0.2214008272, propagate_forward_time: 16.8740577698, propagate_backward_time: 25.8446846008, weight_update_time: 0.0945323482, other_time: 2.8907318115
epoch time: 3.8692045212s, input_fired_time: 0.0323719382, output_fired_time: 0.0000000000, propagate_forward_time: 3.5077881813, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3290443420
validation[          , genome  4495] predictions:    9524/  10000 (95.24%), best:    9603/10000 (96.03%), error:      1575.45117, best error:      1252.39722 on epoch:    27, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 46.9705581665s, input_fired_time: 0.2607612312, output_fired_time: 0.2251956463, propagate_forward_time: 17.8818206787, propagate_backward_time: 26.4359951019, weight_update_time: 0.0956899449, other_time: 2.1667842865
epoch time: 3.3539350033s, input_fired_time: 0.0300806761, output_fired_time: 0.0000000000, propagate_forward_time: 2.7688853741, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5549690723
validation[          , genome  4495] predictions:    9548/  10000 (95.48%), best:    9603/10000 (96.03%), error:      1401.78308, best error:      1252.39722 on epoch:    27, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 49.6981239319s, input_fired_time: 0.2690134346, output_fired_time: 0.2362214774, propagate_forward_time: 18.9159603119, propagate_backward_time: 27.7780590057, weight_update_time: 0.1004992425, other_time: 2.4988708496
epoch time: 4.1642289162s, input_fired_time: 0.0344588831, output_fired_time: 0.0000000000, propagate_forward_time: 3.7749817371, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3547880650
validation[          , genome  4495] predictions:    9595/  10000 (95.95%), best:    9595/10000 (95.95%), error:      1238.37830, best error:      1238.37830 on epoch:    34, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 45.5787048340s, input_fired_time: 0.2564147711, output_fired_time: 0.4692178369, propagate_forward_time: 16.4344520569, propagate_backward_time: 26.5484848022, weight_update_time: 0.0933388993, other_time: 1.8701324463
epoch time: 4.2086181641s, input_fired_time: 0.0352612138, output_fired_time: 0.0000000000, propagate_forward_time: 3.5641622543, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6091947556
validation[          , genome  4495] predictions:    9616/  10000 (96.16%), best:    9595/10000 (95.95%), error:      1248.26965, best error:      1238.37830 on epoch:    34, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 44.6000518799s, input_fired_time: 0.2535628080, output_fired_time: 0.2144633830, propagate_forward_time: 16.3716831207, propagate_backward_time: 25.6759052277, weight_update_time: 0.0914183110, other_time: 2.0844383240
epoch time: 4.5212717056s, input_fired_time: 0.0368018523, output_fired_time: 0.0000000000, propagate_forward_time: 3.8466045856, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6378653049
validation[          , genome  4495] predictions:    9498/  10000 (94.98%), best:    9595/10000 (95.95%), error:      1560.14319, best error:      1238.37830 on epoch:    34, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 46.2686538696s, input_fired_time: 0.2599283457, output_fired_time: 0.2227113545, propagate_forward_time: 16.6990413666, propagate_backward_time: 25.9417152405, weight_update_time: 0.0947003812, other_time: 3.1452579498
epoch time: 3.9284510612s, input_fired_time: 0.0327840894, output_fired_time: 0.0000000000, propagate_forward_time: 3.5612680912, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3343989849
validation[          , genome  4495] predictions:    9605/  10000 (96.05%), best:    9595/10000 (95.95%), error:      1283.59595, best error:      1238.37830 on epoch:    34, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 44.2005882263s, input_fired_time: 0.5028761625, output_fired_time: 0.2140296996, propagate_forward_time: 16.0699214935, propagate_backward_time: 24.8361454010, weight_update_time: 0.0912478417, other_time: 2.5776138306
epoch time: 3.8723282814s, input_fired_time: 0.0326709487, output_fired_time: 0.0000000000, propagate_forward_time: 3.5100533962, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3296039104
validation[          , genome  4495] predictions:    9571/  10000 (95.71%), best:    9595/10000 (95.95%), error:      1405.01428, best error:      1238.37830 on epoch:    34, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 46.0264701843s, input_fired_time: 0.5091862082, output_fired_time: 0.2214058936, propagate_forward_time: 17.1188259125, propagate_backward_time: 25.2882022858, weight_update_time: 0.0944197252, other_time: 2.8888511658
epoch time: 3.8628976345s, input_fired_time: 0.0328066126, output_fired_time: 0.0000000000, propagate_forward_time: 3.2513525486, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5787384510
validation[          , genome  4495] predictions:    9629/  10000 (96.29%), best:    9595/10000 (95.95%), error:      1270.91968, best error:      1238.37830 on epoch:    34, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 44.5965347290s, input_fired_time: 0.2539077401, output_fired_time: 0.2148828208, propagate_forward_time: 17.1326446533, propagate_backward_time: 24.6599025726, weight_update_time: 0.0914065838, other_time: 2.3351993561
epoch time: 4.0485119820s, input_fired_time: 0.0332351625, output_fired_time: 0.0000000000, propagate_forward_time: 3.6703536510, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3449232578
validation[          , genome  4495] predictions:    9567/  10000 (95.67%), best:    9595/10000 (95.95%), error:      1344.02234, best error:      1238.37830 on epoch:    34, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 50.6654167175s, input_fired_time: 0.5232134461, output_fired_time: 0.4901767373, propagate_forward_time: 19.2164382935, propagate_backward_time: 27.1512603760, weight_update_time: 0.1024633870, other_time: 3.2843284607
epoch time: 4.5357351303s, input_fired_time: 0.0376932733, output_fired_time: 0.0000000000, propagate_forward_time: 4.1096806526, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3883609772
validation[          , genome  4495] predictions:    9564/  10000 (95.64%), best:    9595/10000 (95.95%), error:      1444.88794, best error:      1238.37830 on epoch:    34, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 44.0441932678s, input_fired_time: 0.2535673678, output_fired_time: 0.4628236294, propagate_forward_time: 15.5121536255, propagate_backward_time: 25.7425251007, weight_update_time: 0.0907005295, other_time: 2.0731258392
epoch time: 4.3218598366s, input_fired_time: 0.0358121283, output_fired_time: 0.0000000000, propagate_forward_time: 3.9168078899, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3692400455
validation[          , genome  4495] predictions:    9621/  10000 (96.21%), best:    9621/10000 (96.21%), error:      1221.00085, best error:      1221.00085 on epoch:    42, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

arguments:
	'projects/csgrid.org_csg/exact_client_0.34_windows_x86_64.exe'
	'--training_file'
	'training_samples.bin'
	'--validation_file'
	'validation_samples.bin'
	'--testing_file'
	'testing_samples.bin'
	'--genome_file'
	'input_genome.txt'
	'--output_file'
	'output_genome.txt'
	'--checkpoint_file'
	'checkpoint.txt'
converting arguments to vector
boincified training filename: '../../projects/csgrid.org_csg/mnist_training_50k.bin'
boincified validation filename: '../../projects/csgrid.org_csg/mnist_validation_10k.bin'
boincified testing filename: '../../projects/csgrid.org_csg/mnist_testing_new.bin'
boincified genome filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_45_4495.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_45_4495_1_r1216305421_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: 0.93601
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.00137729
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 5.50915e-05
read weight_decay_delta: 0.95
read batch_size: 50
read epsilon: 1e-07
read alpha: 0.1
read input_dropout_probability: 0
read hidden_dropout_probability: 0
read velocity_reset: 1000
read epoch: 43
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 42
read number_validation_images: 10000
read best_validation_predictions: 9621
read best_validation_error: 1221
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: 4495
read normal distribution: '1 0 0'
generator_str: '647374343'
read generator: 647374343
read generated_by_map:
1 disable_edge 1
reading 18 nodes.
reading 42 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: 37.0185699462891s, input_fired_time: 0.231465592980385, output_fired_time: 0.184326618909836, propagate_forward_time: 13.5348377227783, propagate_backward_time: 21.455394744873, weight_update_time: 0.0788790211081505, other_time: 1.61254692077637
epoch time: 4.55950546264648s, input_fired_time: 0.285863041877747, output_fired_time: 0, propagate_forward_time: 3.90571904182434, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.367923498153687
validation[          , genome  4495] predictions:    9584/  10000 (95.84%), best:    9621/10000 (96.21%), error:      1273.79541, best error:      1221.00085 on epoch:    42, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 33.8456802368s, input_fired_time: 0.2360430062, output_fired_time: 0.1893837899, propagate_forward_time: 12.8659105301, propagate_backward_time: 18.9196796417, weight_update_time: 0.0805923566, other_time: 1.6346645355
epoch time: 2.0561413765s, input_fired_time: 0.0262057055, output_fired_time: 0.0000000000, propagate_forward_time: 1.7757266760, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2542089224
validation[          , genome  4495] predictions:    9622/  10000 (96.22%), best:    9621/10000 (96.21%), error:      1251.09912, best error:      1221.00085 on epoch:    42, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 26.5595188141s, input_fired_time: 0.2267436981, output_fired_time: 0.1769598424, propagate_forward_time: 9.7100400925, propagate_backward_time: 14.9102945328, weight_update_time: 0.0752254650, other_time: 1.5354795456
epoch time: 1.8577347994s, input_fired_time: 0.0248033479, output_fired_time: 0.0000000000, propagate_forward_time: 1.5962162018, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2367151976
validation[          , genome  4495] predictions:    9584/  10000 (95.84%), best:    9621/10000 (96.21%), error:      1278.86743, best error:      1221.00085 on epoch:    42, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 24.5344219208s, input_fired_time: 0.2173918486, output_fired_time: 0.1649988145, propagate_forward_time: 8.9176006317, propagate_backward_time: 13.7887868881, weight_update_time: 0.0706741437, other_time: 1.4456434250
epoch time: 1.8629665375s, input_fired_time: 0.0251863021, output_fired_time: 0.0000000000, propagate_forward_time: 1.6006952524, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2370849848
validation[          , genome  4495] predictions:    9623/  10000 (96.23%), best:    9621/10000 (96.21%), error:      1254.59302, best error:      1221.00085 on epoch:    42, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 23.8301105499s, input_fired_time: 0.2154954821, output_fired_time: 0.1606446803, propagate_forward_time: 8.6502990723, propagate_backward_time: 13.3931589127, weight_update_time: 0.0688528419, other_time: 1.4105119705
epoch time: 2.8515686989s, input_fired_time: 0.0324921906, output_fired_time: 0.0000000000, propagate_forward_time: 2.4934775829, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3255989552
validation[          , genome  4495] predictions:    9382/  10000 (93.82%), best:    9621/10000 (96.21%), error:      1965.00818, best error:      1221.00085 on epoch:    42, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 29.0916919708s, input_fired_time: 0.2376183122, output_fired_time: 0.1903539300, propagate_forward_time: 10.7090826035, propagate_backward_time: 16.3118743896, weight_update_time: 0.0812692344, other_time: 1.6427650452
epoch time: 2.0792720318s, input_fired_time: 0.0266952068, output_fired_time: 0.0000000000, propagate_forward_time: 1.7958897352, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2566870451
validation[          , genome  4495] predictions:    9595/  10000 (95.95%), best:    9621/10000 (96.21%), error:      1361.26086, best error:      1221.00085 on epoch:    42, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 24.5953330994s, input_fired_time: 0.2190238088, output_fired_time: 0.1650408506, propagate_forward_time: 8.9405717850, propagate_backward_time: 13.8241453171, weight_update_time: 0.0704585314, other_time: 1.4465503693
epoch time: 1.8741207123s, input_fired_time: 0.0254781507, output_fired_time: 0.0000000000, propagate_forward_time: 1.6106650829, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2379775047
validation[          , genome  4495] predictions:    9624/  10000 (96.24%), best:    9621/10000 (96.21%), error:      1261.36414, best error:      1221.00085 on epoch:    42, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 23.7429084778s, input_fired_time: 0.2152031660, output_fired_time: 0.1603493094, propagate_forward_time: 8.6057090759, propagate_backward_time: 13.3513622284, weight_update_time: 0.0685672164, other_time: 1.4102859497
epoch time: 2.7334649563s, input_fired_time: 0.0312971547, output_fired_time: 0.0000000000, propagate_forward_time: 2.3863868713, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3157808781
validation[          , genome  4495] predictions:    9602/  10000 (96.02%), best:    9621/10000 (96.21%), error:      1265.97644, best error:      1221.00085 on epoch:    42, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 23.8935966492s, input_fired_time: 0.2168389559, output_fired_time: 0.1610369533, propagate_forward_time: 8.6600360870, propagate_backward_time: 13.4394254684, weight_update_time: 0.0689051077, other_time: 1.4162588120
epoch time: 1.8591300249s, input_fired_time: 0.0246722363, output_fired_time: 0.0000000000, propagate_forward_time: 1.5979361534, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2365216017
validation[          , genome  4495] predictions:    9608/  10000 (96.08%), best:    9621/10000 (96.21%), error:      1291.20789, best error:      1221.00085 on epoch:    42, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 26.2532691956s, input_fired_time: 0.2259006947, output_fired_time: 0.1742420048, propagate_forward_time: 9.6099681854, propagate_backward_time: 14.7154216766, weight_update_time: 0.0748050138, other_time: 1.5277366638
epoch time: 2.5798640251s, input_fired_time: 0.0310549717, output_fired_time: 0.0000000000, propagate_forward_time: 2.2474491596, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3013598919
validation[          , genome  4495] predictions:    9625/  10000 (96.25%), best:    9625/10000 (96.25%), error:      1188.27502, best error:      1188.27502 on epoch:    52, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 23.4135456085s, input_fired_time: 0.2133254707, output_fired_time: 0.1581589282, propagate_forward_time: 8.4712419510, propagate_backward_time: 13.1744995117, weight_update_time: 0.0678350478, other_time: 1.3963193893
epoch time: 1.8594772816s, input_fired_time: 0.0255805682, output_fired_time: 0.0000000000, propagate_forward_time: 1.5967977047, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2370990515
validation[          , genome  4495] predictions:    9622/  10000 (96.22%), best:    9625/10000 (96.25%), error:      1280.73755, best error:      1188.27502 on epoch:    52, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 23.3081703186s, input_fired_time: 0.2138161063, output_fired_time: 0.1573468298, propagate_forward_time: 8.4281635284, propagate_backward_time: 13.1144599915, weight_update_time: 0.0675242096, other_time: 1.3943843842
epoch time: 2.1845798492s, input_fired_time: 0.0272041354, output_fired_time: 0.0000000000, propagate_forward_time: 1.8912776709, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2660981417
validation[          , genome  4495] predictions:    9582/  10000 (95.82%), best:    9625/10000 (96.25%), error:      1299.79944, best error:      1188.27502 on epoch:    52, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 24.3530082703s, input_fired_time: 0.2180134356, output_fired_time: 0.1639032364, propagate_forward_time: 8.8435716629, propagate_backward_time: 13.6908111572, weight_update_time: 0.0699751601, other_time: 1.4367094040
epoch time: 1.8686431646s, input_fired_time: 0.0254090298, output_fired_time: 0.0000000000, propagate_forward_time: 1.6054286957, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2378054857
validation[          , genome  4495] predictions:    9612/  10000 (96.12%), best:    9625/10000 (96.25%), error:      1258.45410, best error:      1188.27502 on epoch:    52, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 25.1250705719s, input_fired_time: 0.2204940915, output_fired_time: 0.1678398401, propagate_forward_time: 9.1436433792, propagate_backward_time: 14.1229724884, weight_update_time: 0.0717837065, other_time: 1.4701223373
epoch time: 1.8594833612s, input_fired_time: 0.0251330584, output_fired_time: 0.0000000000, propagate_forward_time: 1.5982097387, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2361406088
validation[          , genome  4495] predictions:    9604/  10000 (96.04%), best:    9625/10000 (96.25%), error:      1265.93408, best error:      1188.27502 on epoch:    52, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 24.9035587311s, input_fired_time: 0.2210041732, output_fired_time: 0.1667029560, propagate_forward_time: 9.0592794418, propagate_backward_time: 13.9996805191, weight_update_time: 0.0713628083, other_time: 1.4568920135
epoch time: 1.8734515905s, input_fired_time: 0.0253834333, output_fired_time: 0.0000000000, propagate_forward_time: 1.6092100143, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2388581038
validation[          , genome  4495] predictions:    9533/  10000 (95.33%), best:    9625/10000 (96.25%), error:      1502.73206, best error:      1188.27502 on epoch:    52, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 23.3107910156s, input_fired_time: 0.2141023278, output_fired_time: 0.1577986181, propagate_forward_time: 8.4230508804, propagate_backward_time: 13.1242094040, weight_update_time: 0.0676773414, other_time: 1.3916301727
epoch time: 1.8613010645s, input_fired_time: 0.0256706700, output_fired_time: 0.0000000000, propagate_forward_time: 1.5989640951, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2366663218
validation[          , genome  4495] predictions:    9487/  10000 (94.87%), best:    9625/10000 (96.25%), error:      1643.26001, best error:      1188.27502 on epoch:    52, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 23.6586647034s, input_fired_time: 0.2160914689, output_fired_time: 0.1599700600, propagate_forward_time: 8.5721530914, propagate_backward_time: 13.3005638123, weight_update_time: 0.0685799792, other_time: 1.4098873138
epoch time: 1.8590635061s, input_fired_time: 0.0252866596, output_fired_time: 0.0000000000, propagate_forward_time: 1.5971642733, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2366125584
validation[          , genome  4495] predictions:    9581/  10000 (95.81%), best:    9625/10000 (96.25%), error:      1391.22876, best error:      1188.27502 on epoch:    52, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 25.0441970825s, input_fired_time: 0.2231086344, output_fired_time: 0.1678304970, propagate_forward_time: 9.1096000671, propagate_backward_time: 14.0746183395, weight_update_time: 0.0717529431, other_time: 1.4690389633
epoch time: 2.8397164345s, input_fired_time: 0.0322336182, output_fired_time: 0.0000000000, propagate_forward_time: 2.4825310707, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3249516487
validation[          , genome  4495] predictions:    9600/  10000 (96.00%), best:    9625/10000 (96.25%), error:      1298.08618, best error:      1188.27502 on epoch:    52, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 23.7362098694s, input_fired_time: 0.2162675560, output_fired_time: 0.1604365557, propagate_forward_time: 8.5949001312, propagate_backward_time: 13.3537969589, weight_update_time: 0.0686967298, other_time: 1.4108095169
epoch time: 1.8615108728s, input_fired_time: 0.0254561342, output_fired_time: 0.0000000000, propagate_forward_time: 1.5984920263, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2375626564
validation[          , genome  4495] predictions:    9579/  10000 (95.79%), best:    9625/10000 (96.25%), error:      1353.41162, best error:      1188.27502 on epoch:    52, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 23.9514465332s, input_fired_time: 0.2176817358, output_fired_time: 0.1615269631, propagate_forward_time: 8.6712722778, propagate_backward_time: 13.4781684875, weight_update_time: 0.0692824349, other_time: 1.4227962494
epoch time: 2.3091499805s, input_fired_time: 0.0277709439, output_fired_time: 0.0000000000, propagate_forward_time: 2.0036373138, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2777416706
validation[          , genome  4495] predictions:    9493/  10000 (94.93%), best:    9625/10000 (96.25%), error:      1630.53284, best error:      1188.27502 on epoch:    52, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 27.4987125397s, input_fired_time: 0.2331194878, output_fired_time: 0.1820752919, propagate_forward_time: 10.1040353775, propagate_backward_time: 15.4040956497, weight_update_time: 0.0774920955, other_time: 1.5753850937
epoch time: 1.8584326506s, input_fired_time: 0.0256706718, output_fired_time: 0.0000000000, propagate_forward_time: 1.5959019661, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2368600368
validation[          , genome  4495] predictions:    9552/  10000 (95.52%), best:    9625/10000 (96.25%), error:      1451.08105, best error:      1188.27502 on epoch:    52, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 24.3014717102s, input_fired_time: 0.2210315466, output_fired_time: 0.1634953171, propagate_forward_time: 8.8291006088, propagate_backward_time: 13.6526002884, weight_update_time: 0.0700756311, other_time: 1.4352436066
epoch time: 1.8588969707s, input_fired_time: 0.0257991944, output_fired_time: 0.0000000000, propagate_forward_time: 1.5967321396, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2363656759
validation[          , genome  4495] predictions:    9645/  10000 (96.45%), best:    9645/10000 (96.45%), error:      1175.36914, best error:      1175.36914 on epoch:    64, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 24.0461845398s, input_fired_time: 0.2187340558, output_fired_time: 0.1617844403, propagate_forward_time: 8.7226839066, propagate_backward_time: 13.5174865723, weight_update_time: 0.0695630610, other_time: 1.4254941940
epoch time: 2.2354035378s, input_fired_time: 0.0280760825, output_fired_time: 0.0000000000, propagate_forward_time: 1.9373471737, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2699801922
validation[          , genome  4495] predictions:    9607/  10000 (96.07%), best:    9645/10000 (96.45%), error:      1214.65918, best error:      1175.36914 on epoch:    64, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 24.0832729340s, input_fired_time: 0.2188666165, output_fired_time: 0.1622976512, propagate_forward_time: 8.7416858673, propagate_backward_time: 13.5382680893, weight_update_time: 0.0693004280, other_time: 1.4221544266
epoch time: 2.4935626984s, input_fired_time: 0.0297242515, output_fired_time: 0.0000000000, propagate_forward_time: 2.1711969376, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2926414013
validation[          , genome  4495] predictions:    9555/  10000 (95.55%), best:    9645/10000 (96.45%), error:      1420.85376, best error:      1175.36914 on epoch:    64, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 22.7764530182s, input_fired_time: 0.2148892730, output_fired_time: 0.1549189091, propagate_forward_time: 8.2104434967, propagate_backward_time: 12.8272609711, weight_update_time: 0.0664919987, other_time: 1.3689403534
epoch time: 2.0154647827s, input_fired_time: 0.0264873188, output_fired_time: 0.0000000000, propagate_forward_time: 1.7389924526, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2499849796
validation[          , genome  4495] predictions:    9572/  10000 (95.72%), best:    9645/10000 (96.45%), error:      1352.70471, best error:      1175.36914 on epoch:    64, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 22.2489776611s, input_fired_time: 0.2104651183, output_fired_time: 0.1517527103, propagate_forward_time: 8.0064802170, propagate_backward_time: 12.5358581543, weight_update_time: 0.0652027503, other_time: 1.3444223404
epoch time: 1.8813645840s, input_fired_time: 0.0262220874, output_fired_time: 0.0000000000, propagate_forward_time: 1.6171039343, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2380385399
validation[          , genome  4495] predictions:    9622/  10000 (96.22%), best:    9645/10000 (96.45%), error:      1198.22876, best error:      1175.36914 on epoch:    64, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 23.0277900696s, input_fired_time: 0.2147961259, output_fired_time: 0.1561288685, propagate_forward_time: 8.3142518997, propagate_backward_time: 12.9644947052, weight_update_time: 0.0670014322, other_time: 1.3781194687
epoch time: 2.9236781597s, input_fired_time: 0.0339237638, output_fired_time: 0.0000000000, propagate_forward_time: 2.5577905178, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3319637775
validation[          , genome  4495] predictions:    9641/  10000 (96.41%), best:    9641/10000 (96.41%), error:      1143.63989, best error:      1143.63989 on epoch:    69, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 28.1071300507s, input_fired_time: 0.2377218902, output_fired_time: 0.1855481714, propagate_forward_time: 10.3315162659, propagate_backward_time: 15.7599353790, weight_update_time: 0.0788847506, other_time: 1.5924072266
epoch time: 2.2152686119s, input_fired_time: 0.0282281674, output_fired_time: 0.0000000000, propagate_forward_time: 1.9174293280, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2696110010
validation[          , genome  4495] predictions:    9506/  10000 (95.06%), best:    9641/10000 (96.41%), error:      1596.24683, best error:      1143.63989 on epoch:    69, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 22.4065246582s, input_fired_time: 0.2110939175, output_fired_time: 0.1526419222, propagate_forward_time: 8.0713806152, propagate_backward_time: 12.6238374710, weight_update_time: 0.0655734763, other_time: 1.3475713730
epoch time: 1.8588612080s, input_fired_time: 0.0261166263, output_fired_time: 0.0000000000, propagate_forward_time: 1.5971643925, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2355802059
validation[          , genome  4495] predictions:    9627/  10000 (96.27%), best:    9641/10000 (96.41%), error:      1218.15698, best error:      1143.63989 on epoch:    69, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 23.2088146210s, input_fired_time: 0.2160182744, output_fired_time: 0.1569772810, propagate_forward_time: 8.3956155777, propagate_backward_time: 13.0568752289, weight_update_time: 0.0674049109, other_time: 1.3833284378
epoch time: 1.8735140562s, input_fired_time: 0.0256425142, output_fired_time: 0.0000000000, propagate_forward_time: 1.6103107929, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2375607491
validation[          , genome  4495] predictions:    9623/  10000 (96.23%), best:    9641/10000 (96.41%), error:      1219.70520, best error:      1143.63989 on epoch:    69, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 22.2415084839s, input_fired_time: 0.2113277018, output_fired_time: 0.1517368108, propagate_forward_time: 8.0130729675, propagate_backward_time: 12.5255956650, weight_update_time: 0.0649836138, other_time: 1.3397741318
epoch time: 1.8793294430s, input_fired_time: 0.0249994025, output_fired_time: 0.0000000000, propagate_forward_time: 1.6160724163, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2382576466
validation[          , genome  4495] predictions:    9583/  10000 (95.83%), best:    9641/10000 (96.41%), error:      1361.08716, best error:      1143.63989 on epoch:    69, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 26.9045028687s, input_fired_time: 0.2318291217, output_fired_time: 0.1783221811, propagate_forward_time: 9.8438739777, propagate_backward_time: 15.1078701019, weight_update_time: 0.0757804587, other_time: 1.5426082611
epoch time: 2.1565365791s, input_fired_time: 0.0283889361, output_fired_time: 0.0000000000, propagate_forward_time: 1.8647346497, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2634129524
validation[          , genome  4495] predictions:    9604/  10000 (96.04%), best:    9641/10000 (96.41%), error:      1296.27393, best error:      1143.63989 on epoch:    69, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 22.4021224976s, input_fired_time: 0.2127240598, output_fired_time: 0.1523824483, propagate_forward_time: 8.0705051422, propagate_backward_time: 12.6194200516, weight_update_time: 0.0653978661, other_time: 1.3470907211
epoch time: 1.8568689823s, input_fired_time: 0.0259814691, output_fired_time: 0.0000000000, propagate_forward_time: 1.5951802731, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2357072830
validation[          , genome  4495] predictions:    9619/  10000 (96.19%), best:    9641/10000 (96.41%), error:      1160.87952, best error:      1143.63989 on epoch:    69, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 25.5065174103s, input_fired_time: 0.2272237092, output_fired_time: 0.1703410596, propagate_forward_time: 9.3098192215, propagate_backward_time: 14.3167762756, weight_update_time: 0.0726372227, other_time: 1.4823560715
epoch time: 2.2073264122s, input_fired_time: 0.0282773152, output_fired_time: 0.0000000000, propagate_forward_time: 1.9116955996, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2673534155
validation[          , genome  4495] predictions:    9613/  10000 (96.13%), best:    9641/10000 (96.41%), error:      1259.74084, best error:      1143.63989 on epoch:    69, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 24.9208278656s, input_fired_time: 0.2243226171, output_fired_time: 0.1673294604, propagate_forward_time: 9.0726003647, propagate_backward_time: 13.9985437393, weight_update_time: 0.0714993998, other_time: 1.4580307007
epoch time: 1.9756635427s, input_fired_time: 0.0269942209, output_fired_time: 0.0000000000, propagate_forward_time: 1.7024868727, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2461824417
validation[          , genome  4495] predictions:    9600/  10000 (96.00%), best:    9641/10000 (96.41%), error:      1345.35046, best error:      1143.63989 on epoch:    69, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 23.9372406006s, input_fired_time: 0.2204857171, output_fired_time: 0.1612551659, propagate_forward_time: 8.6845121384, propagate_backward_time: 13.4524898529, weight_update_time: 0.0692604557, other_time: 1.4184980392
epoch time: 2.2713153362s, input_fired_time: 0.0290719587, output_fired_time: 0.0000000000, propagate_forward_time: 1.9692069292, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2730363607
validation[          , genome  4495] predictions:    9628/  10000 (96.28%), best:    9641/10000 (96.41%), error:      1200.23462, best error:      1143.63989 on epoch:    69, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 22.4752407074s, input_fired_time: 0.2143460065, output_fired_time: 0.1528135538, propagate_forward_time: 8.1025743484, propagate_backward_time: 12.6565341949, weight_update_time: 0.0655468255, other_time: 1.3489732742
epoch time: 1.8577024937s, input_fired_time: 0.0255831219, output_fired_time: 0.0000000000, propagate_forward_time: 1.5962045193, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2359148264
validation[          , genome  4495] predictions:    9567/  10000 (95.67%), best:    9641/10000 (96.41%), error:      1395.12158, best error:      1143.63989 on epoch:    69, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 22.6297302246s, input_fired_time: 0.2144853473, output_fired_time: 0.1539317071, propagate_forward_time: 8.1684656143, propagate_backward_time: 12.7362079620, weight_update_time: 0.0660644844, other_time: 1.3566389084
epoch time: 1.8646684885s, input_fired_time: 0.0255006738, output_fired_time: 0.0000000000, propagate_forward_time: 1.6026774645, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2364903688
validation[          , genome  4495] predictions:    9619/  10000 (96.19%), best:    9641/10000 (96.41%), error:      1264.23364, best error:      1143.63989 on epoch:    69, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 23.5778369904s, input_fired_time: 0.2194791287, output_fired_time: 0.1589688510, propagate_forward_time: 8.5326213837, propagate_backward_time: 13.2677278519, weight_update_time: 0.0681391358, other_time: 1.3990411758
epoch time: 1.8635261059s, input_fired_time: 0.0260398444, output_fired_time: 0.0000000000, propagate_forward_time: 1.6006286144, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2368576527
validation[          , genome  4495] predictions:    9616/  10000 (96.16%), best:    9641/10000 (96.41%), error:      1211.70825, best error:      1143.63989 on epoch:    69, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 22.8762912750s, input_fired_time: 0.2160112113, output_fired_time: 0.1555711925, propagate_forward_time: 8.2564153671, propagate_backward_time: 12.8779678345, weight_update_time: 0.0666640475, other_time: 1.3703260422
epoch time: 1.8645936251s, input_fired_time: 0.0259410106, output_fired_time: 0.0000000000, propagate_forward_time: 1.6023130417, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2363395691
validation[          , genome  4495] predictions:    9665/  10000 (96.65%), best:    9665/10000 (96.65%), error:      1129.04907, best error:      1129.04907 on epoch:    82, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 22.9543819427s, input_fired_time: 0.2176046371, output_fired_time: 0.1560628563, propagate_forward_time: 8.2877092361, propagate_backward_time: 12.9218282700, weight_update_time: 0.0668760389, other_time: 1.3711776733
epoch time: 1.8580797911s, input_fired_time: 0.0263393614, output_fired_time: 0.0000000000, propagate_forward_time: 1.5959221125, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2358182669
validation[          , genome  4495] predictions:    9585/  10000 (95.85%), best:    9665/10000 (96.65%), error:      1409.74231, best error:      1129.04907 on epoch:    82, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 23.7442779541s, input_fired_time: 0.2204028517, output_fired_time: 0.1600073874, propagate_forward_time: 8.6063461304, propagate_backward_time: 13.3532915115, weight_update_time: 0.0686306804, other_time: 1.4042291641
epoch time: 2.3086690903s, input_fired_time: 0.0295061488, output_fired_time: 0.0000000000, propagate_forward_time: 2.0036265850, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2755362988
validation[          , genome  4495] predictions:    9624/  10000 (96.24%), best:    9665/10000 (96.65%), error:      1207.30737, best error:      1129.04907 on epoch:    82, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 23.5845813751s, input_fired_time: 0.2199352235, output_fired_time: 0.1599700898, propagate_forward_time: 8.5374116898, propagate_backward_time: 13.2666654587, weight_update_time: 0.0682164803, other_time: 1.4006004333
epoch time: 2.1549139023s, input_fired_time: 0.0284503866, output_fired_time: 0.0000000000, propagate_forward_time: 1.8630937338, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2633696795
validation[          , genome  4495] predictions:    9650/  10000 (96.50%), best:    9665/10000 (96.65%), error:      1162.00134, best error:      1129.04907 on epoch:    82, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 24.7161693573s, input_fired_time: 0.2242513895, output_fired_time: 0.1659912020, propagate_forward_time: 8.9915819168, propagate_backward_time: 13.8857746124, weight_update_time: 0.0709572285, other_time: 1.4485712051
epoch time: 2.9253115654s, input_fired_time: 0.0344444774, output_fired_time: 0.0000000000, propagate_forward_time: 2.5581617355, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3327052593
validation[          , genome  4495] predictions:    9628/  10000 (96.28%), best:    9665/10000 (96.65%), error:      1232.26331, best error:      1129.04907 on epoch:    82, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 25.1564655304s, input_fired_time: 0.2263052613, output_fired_time: 0.1688826084, propagate_forward_time: 9.1474771500, propagate_backward_time: 14.1431179047, weight_update_time: 0.0720473677, other_time: 1.4706830978
epoch time: 1.8613742590s, input_fired_time: 0.0265999697, output_fired_time: 0.0000000000, propagate_forward_time: 1.5985574722, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2362167835
validation[          , genome  4495] predictions:    9589/  10000 (95.89%), best:    9665/10000 (96.65%), error:      1300.33960, best error:      1129.04907 on epoch:    82, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 26.9802131653s, input_fired_time: 0.2358894199, output_fired_time: 0.1788935363, propagate_forward_time: 9.8805303574, propagate_backward_time: 15.1378707886, weight_update_time: 0.0763856173, other_time: 1.5470275879
epoch time: 2.9407470226s, input_fired_time: 0.0347875319, output_fired_time: 0.0000000000, propagate_forward_time: 2.5704143047, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3355453014
validation[          , genome  4495] predictions:    9613/  10000 (96.13%), best:    9665/10000 (96.65%), error:      1303.85046, best error:      1129.04907 on epoch:    82, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 32.2398529053s, input_fired_time: 0.2522144020, output_fired_time: 0.2004969716, propagate_forward_time: 12.2182722092, propagate_backward_time: 17.8480186462, weight_update_time: 0.0854056031, other_time: 1.7208518982
epoch time: 2.4211790562s, input_fired_time: 0.0266040806, output_fired_time: 0.0000000000, propagate_forward_time: 2.1524519920, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2421228886
validation[          , genome  4495] predictions:    9644/  10000 (96.44%), best:    9665/10000 (96.65%), error:      1148.24927, best error:      1129.04907 on epoch:    82, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 33.7198944092s, input_fired_time: 0.2275027186, output_fired_time: 0.1699042022, propagate_forward_time: 12.2897205353, propagate_backward_time: 18.5355396271, weight_update_time: 0.0728312358, other_time: 2.4972305298
epoch time: 3.8420660496s, input_fired_time: 0.0338198394, output_fired_time: 0.0000000000, propagate_forward_time: 3.4820168018, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3262293339
validation[          , genome  4495] predictions:    9455/  10000 (94.55%), best:    9665/10000 (96.65%), error:      1797.83044, best error:      1129.04907 on epoch:    82, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 37.3861579895s, input_fired_time: 0.2382525355, output_fired_time: 0.1834769994, propagate_forward_time: 14.4946269989, propagate_backward_time: 20.3667602539, weight_update_time: 0.0787474960, other_time: 2.1030445099
epoch time: 3.6049680710s, input_fired_time: 0.0335668959, output_fired_time: 0.0000000000, propagate_forward_time: 3.2447624207, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3266386986
validation[          , genome  4495] predictions:    9622/  10000 (96.22%), best:    9665/10000 (96.65%), error:      1209.92871, best error:      1129.04907 on epoch:    82, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 38.7327232361s, input_fired_time: 0.2438590825, output_fired_time: 0.1913439184, propagate_forward_time: 14.7647933960, propagate_backward_time: 21.8722972870, weight_update_time: 0.0819418207, other_time: 1.6604290009
epoch time: 2.9701657295s, input_fired_time: 0.0291098636, output_fired_time: 0.0000000000, propagate_forward_time: 2.6718680859, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2691876888
validation[          , genome  4495] predictions:    9577/  10000 (95.77%), best:    9665/10000 (96.65%), error:      1349.41626, best error:      1129.04907 on epoch:    82, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 40.8899192810s, input_fired_time: 0.2500450909, output_fired_time: 0.1992628276, propagate_forward_time: 15.8178262711, propagate_backward_time: 22.9030952454, weight_update_time: 0.0850903094, other_time: 1.7196884155
epoch time: 2.9348335266s, input_fired_time: 0.0287596472, output_fired_time: 0.0000000000, propagate_forward_time: 2.3897016048, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5163722038
validation[          , genome  4495] predictions:    9634/  10000 (96.34%), best:    9665/10000 (96.65%), error:      1208.16650, best error:      1129.04907 on epoch:    82, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 37.3254318237s, input_fired_time: 0.2393952608, output_fired_time: 0.4343414605, propagate_forward_time: 12.8052587509, propagate_backward_time: 21.2344799042, weight_update_time: 0.0789097771, other_time: 2.6119556427
epoch time: 2.6107316017s, input_fired_time: 0.0265354589, output_fired_time: 0.0000000000, propagate_forward_time: 2.0972056389, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4869904518
validation[          , genome  4495] predictions:    9643/  10000 (96.43%), best:    9665/10000 (96.65%), error:      1187.03662, best error:      1129.04907 on epoch:    82, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 38.2716331482s, input_fired_time: 0.7439106703, output_fired_time: 0.1881889403, propagate_forward_time: 13.8329410553, propagate_backward_time: 21.6135349274, weight_update_time: 0.0808533132, other_time: 1.8930549622
epoch time: 4.6212196350s, input_fired_time: 0.0373711400, output_fired_time: 0.0000000000, propagate_forward_time: 4.2097826004, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3740658760
validation[          , genome  4495] predictions:    9595/  10000 (95.95%), best:    9665/10000 (96.65%), error:      1272.07190, best error:      1129.04907 on epoch:    82, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 52.3342056274s, input_fired_time: 0.2880843580, output_fired_time: 0.2482261360, propagate_forward_time: 19.2484683990, propagate_backward_time: 30.4555969238, weight_update_time: 0.1049939021, other_time: 2.0938262939
epoch time: 4.3662123680s, input_fired_time: 0.0359815396, output_fired_time: 0.0000000000, propagate_forward_time: 3.9810361862, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3491945267
validation[          , genome  4495] predictions:    9630/  10000 (96.30%), best:    9665/10000 (96.65%), error:      1178.50684, best error:      1129.04907 on epoch:    82, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 48.9793548584s, input_fired_time: 0.2774615586, output_fired_time: 0.2335098535, propagate_forward_time: 18.9897289276, propagate_backward_time: 26.4973106384, weight_update_time: 0.0989359319, other_time: 2.9813442230
epoch time: 3.8583059311s, input_fired_time: 0.0342882983, output_fired_time: 0.0000000000, propagate_forward_time: 3.2443675995, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5796499252
validation[          , genome  4495] predictions:    9610/  10000 (96.10%), best:    9665/10000 (96.65%), error:      1284.67444, best error:      1129.04907 on epoch:    82, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 41.3624343872s, input_fired_time: 0.2537446916, output_fired_time: 0.2015561461, propagate_forward_time: 13.9936847687, propagate_backward_time: 24.4206352234, weight_update_time: 0.0859815925, other_time: 2.4928112030
epoch time: 3.8720414639s, input_fired_time: 0.0340958126, output_fired_time: 0.0000000000, propagate_forward_time: 3.5085248947, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3294208050
validation[          , genome  4495] predictions:    9583/  10000 (95.83%), best:    9665/10000 (96.65%), error:      1330.93713, best error:      1129.04907 on epoch:    82, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 42.0915756226s, input_fired_time: 0.2556995749, output_fired_time: 0.2045829594, propagate_forward_time: 15.6899652481, propagate_backward_time: 23.9284305573, weight_update_time: 0.0870752782, other_time: 2.0128993988
epoch time: 2.9703509808s, input_fired_time: 0.0290376544, output_fired_time: 0.0000000000, propagate_forward_time: 2.6715180874, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.2697951794
validation[          , genome  4495] predictions:    9549/  10000 (95.49%), best:    9665/10000 (96.65%), error:      1436.89307, best error:      1129.04907 on epoch:    82, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 44.6672210693s, input_fired_time: 0.2629826069, output_fired_time: 0.2143807113, propagate_forward_time: 16.1688575745, propagate_backward_time: 25.9274215698, weight_update_time: 0.0914477408, other_time: 2.0935783386
epoch time: 3.7124149799s, input_fired_time: 0.0326565355, output_fired_time: 0.0000000000, propagate_forward_time: 3.1163246632, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5634338856
validation[          , genome  4495] predictions:    9623/  10000 (96.23%), best:    9665/10000 (96.65%), error:      1233.73169, best error:      1129.04907 on epoch:    82, 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: 17.8475170135s, input_fired_time: 0.1606565863, output_fired_time: 0.0000000000, propagate_forward_time: 15.8175325394, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8693284988
best training[          , genome  4495] predictions:   49020/  50000 (98.04%), best:    9665/10000 (96.65%), error:      3511.45752, best error:      1129.04907 on epoch:    82, 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: 3.5861907005s, input_fired_time: 0.0330891795, output_fired_time: 0.0000000000, propagate_forward_time: 3.2259695530, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.3271319866
   testing[          , genome  4495] predictions:    9689/  10000 (96.89%), best:    9665/10000 (96.65%), error:       992.57733, best error:      1129.04907 on epoch:    82, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
00:03:26 (11780): called boinc_finish(0)

</stderr_txt>
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