Nameexact_genome_1542031203_174_5629_2
Workunit4082398
Created24 Dec 2018, 0:07:26 UTC
Sent24 Dec 2018, 0:07:28 UTC
Report deadline3 Feb 2019, 3:31:24 UTC
Received25 Dec 2018, 3:19:11 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID85282
Run time1 days 3 hours 10 min 27 sec
CPU time1 days 1 hours 46 min 37 sec
Validate stateValid
Credit10,285.41
Device peak FLOPS3.20 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size524.48 MB
Peak swap size543.68 MB
Peak disk usage9.25 MB

Stderr output

<core_client_version>7.14.2</core_client_version>
<![CDATA[
<stderr_txt>
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/cifar_10_training.bin'
boincified validation filename: '../../projects/csgrid.org_csg/cifar_10_testing.bin'
boincified testing filename: '../../projects/csgrid.org_csg/cifar_10_testing.bin'
boincified genome filename: '../../projects/csgrid.org_csg/exact_genome_1542031203_174_5629.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1542031203_174_5629_2_r1905379639_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from input file: '../../projects/csgrid.org_csg/exact_genome_1542031203_174_5629.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: 0.5
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.0125
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 0.0005
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: 0
read max_epochs: 50
read reset_weights: 0
read padding: 2
read best_epoch: 0
read number_validation_images: 10000
read best_validation_predictions: 0
read best_validation_error: 1e+07
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: 5629
read normal distribution: '1 0 0'
generator_str: '1119368673'
read generator: 1119368673
read generated_by_map:
1 enable_edge 1
reading 87 nodes.
reading 299 edges.
number input nodes: 3
number softmax nodes: 10
order_size: 0
parsed input file
loaded genome
loading images
number_classes: 10
channels: 3
width: 32
height: 32
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
image_size: 3x32x32 = 3072
read 50000 images.
    class    0: 5000
    class    1: 5000
    class    2: 5000
    class    3: 5000
    class    4: 5000
    class    5: 5000
    class    6: 5000
    class    7: 5000
    class    8: 5000
    class    9: 5000
calculating averages and standard deviations for images
average pixel value for channel 0: 0.491399973630905
average pixel value for channel 1: 0.482159107923508
average pixel value for channel 2: 0.446530401706696
pixel variance for channel 0: 0.0610253289341927
pixel standard deviation for channel 0: 0.247033059597015
pixel variance for channel 1: 0.0592849254608154
pixel standard deviation for channel 1: 0.24348495900631
pixel variance for channel 2: 0.0684280395507813
pixel standard deviation for channel 2: 0.261587530374527
number_classes: 10
channels: 3
width: 32
height: 32
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: 3x32x32 = 3072
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: 3
width: 32
height: 32
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: 3x32x32 = 3072
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
loaded images
starting backpropagation!
generator min: 1, generator max: 2147483646
pre shuffle 1: 1272539391
post shuffle 1: 1256003557
epoch time: 1759.63952636719s, input_fired_time: 13.982328414917, output_fired_time: 13.5349884033203, propagate_forward_time: 672.142822265625, propagate_backward_time: 1043.25622558594, weight_update_time: 1.65723955631256, other_time: 16.72314453125
epoch time: 144.776962280273s, input_fired_time: 1.91976046562195, output_fired_time: 0, propagate_forward_time: 139.769805908203, propagate_backward_time: 0, weight_update_time: 0, other_time: 3.08740234375
validation[          , genome  5629] predictions:    4774/  10000 (47.74%), best:    4774/10000 (47.74%), error:     18823.54102, best error:     18823.54102 on epoch:     0, epoch:    0/50, mu: 0.5000000000, learning_rate: 0.0125000002, weight_decay: 0.0005000000

epoch time: 1722.8817138672s, input_fired_time: 13.4320878983, output_fired_time: 13.1873703003, propagate_forward_time: 659.6628417969, propagate_backward_time: 1020.2163085938, weight_update_time: 1.6114770174, other_time: 16.3830566406
epoch time: 137.3923187256s, input_fired_time: 1.6922823191, output_fired_time: 0.0000000000, propagate_forward_time: 132.7592010498, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9408416748
validation[          , genome  5629] predictions:    5150/  10000 (51.50%), best:    5150/10000 (51.50%), error:     16226.43555, best error:     16226.43555 on epoch:     1, epoch:    1/50, mu: 0.5245000124, learning_rate: 0.0118749999, weight_decay: 0.0004750000

epoch time: 1784.8190917969s, input_fired_time: 13.9023475647, output_fired_time: 13.7107810974, propagate_forward_time: 681.9416503906, propagate_backward_time: 1057.9511718750, weight_update_time: 1.6411509514, other_time: 17.3131103516
epoch time: 139.2590789795s, input_fired_time: 1.7068333626, output_fired_time: 0.0000000000, propagate_forward_time: 134.5258789063, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0263671875
validation[          , genome  5629] predictions:    4939/  10000 (49.39%), best:    5150/10000 (51.50%), error:     16422.83594, best error:     16226.43555 on epoch:     1, epoch:    2/50, mu: 0.5477750301, learning_rate: 0.0112812500, weight_decay: 0.0004512500

epoch time: 1735.9206542969s, input_fired_time: 13.6206521988, output_fired_time: 13.1976995468, propagate_forward_time: 663.5524902344, propagate_backward_time: 1028.9597167969, weight_update_time: 1.6300798655, other_time: 16.5900878906
epoch time: 134.6819152832s, input_fired_time: 1.6586054564, output_fired_time: 0.0000000000, propagate_forward_time: 130.1732177734, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8500976563
validation[          , genome  5629] predictions:    5054/  10000 (50.54%), best:    5054/10000 (50.54%), error:     15959.86523, best error:     15959.86523 on epoch:     3, epoch:    3/50, mu: 0.5698862672, learning_rate: 0.0107171871, weight_decay: 0.0004286875

epoch time: 1725.3292236328s, input_fired_time: 13.3652935028, output_fired_time: 13.1383447647, propagate_forward_time: 658.6552124023, propagate_backward_time: 1023.7793579102, weight_update_time: 1.6075158119, other_time: 16.3910522461
epoch time: 135.4357604980s, input_fired_time: 1.6864500046, output_fired_time: 0.0000000000, propagate_forward_time: 130.8086242676, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9406890869
validation[          , genome  5629] predictions:    5004/  10000 (50.04%), best:    5054/10000 (50.54%), error:     16094.43750, best error:     15959.86523 on epoch:     3, epoch:    4/50, mu: 0.5908919573, learning_rate: 0.0101813274, weight_decay: 0.0004072531

epoch time: 1725.2250976563s, input_fired_time: 13.4056138992, output_fired_time: 13.1269531250, propagate_forward_time: 659.3168945313, propagate_backward_time: 1022.9199218750, weight_update_time: 1.6069787741, other_time: 16.4556884766
epoch time: 139.1574859619s, input_fired_time: 1.8548461199, output_fired_time: 0.0000000000, propagate_forward_time: 134.3095855713, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9930572510
validation[          , genome  5629] predictions:    5016/  10000 (50.16%), best:    5054/10000 (50.54%), error:     16321.37695, best error:     15959.86523 on epoch:     3, epoch:    5/50, mu: 0.6108473539, learning_rate: 0.0096722608, weight_decay: 0.0003868904

epoch time: 1730.9201660156s, input_fired_time: 13.3779287338, output_fired_time: 13.3529176712, propagate_forward_time: 662.4078369141, propagate_backward_time: 1025.3748779297, weight_update_time: 1.6108758450, other_time: 16.4066162109
epoch time: 139.5985717773s, input_fired_time: 1.7432932854, output_fired_time: 0.0000000000, propagate_forward_time: 134.8379058838, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0173797607
validation[          , genome  5629] predictions:    4684/  10000 (46.84%), best:    5054/10000 (50.54%), error:     17613.50391, best error:     15959.86523 on epoch:     3, epoch:    6/50, mu: 0.6298049688, learning_rate: 0.0091886474, weight_decay: 0.0003675459

epoch time: 1795.9942626953s, input_fired_time: 13.9860134125, output_fired_time: 13.8358163834, propagate_forward_time: 685.9468383789, propagate_backward_time: 1064.9316406250, weight_update_time: 1.6542907953, other_time: 17.2939453125
epoch time: 140.9581756592s, input_fired_time: 1.7122641802, output_fired_time: 0.0000000000, propagate_forward_time: 136.1874389648, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0584716797
validation[          , genome  5629] predictions:    5261/  10000 (52.61%), best:    5261/10000 (52.61%), error:     14668.69629, best error:     14668.69629 on epoch:     7, epoch:    7/50, mu: 0.6478147507, learning_rate: 0.0087292148, weight_decay: 0.0003491686

epoch time: 1759.2938232422s, input_fired_time: 13.7214088440, output_fired_time: 13.6012868881, propagate_forward_time: 671.9671630859, propagate_backward_time: 1043.2216796875, weight_update_time: 1.6228141785, other_time: 16.7822265625
epoch time: 142.8866577148s, input_fired_time: 1.7684764862, output_fired_time: 0.0000000000, propagate_forward_time: 138.0397491455, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0784301758
validation[          , genome  5629] predictions:    5177/  10000 (51.77%), best:    5261/10000 (52.61%), error:     15212.93359, best error:     14668.69629 on epoch:     7, epoch:    8/50, mu: 0.6649240255, learning_rate: 0.0082927542, weight_decay: 0.0003317102

epoch time: 1784.2207031250s, input_fired_time: 13.8730401993, output_fired_time: 13.7315521240, propagate_forward_time: 678.7404174805, propagate_backward_time: 1060.6710205078, weight_update_time: 1.6348888874, other_time: 17.2047119141
epoch time: 147.0282440186s, input_fired_time: 1.7960894108, output_fired_time: 0.0000000000, propagate_forward_time: 142.1275329590, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1046142578
validation[          , genome  5629] predictions:    5224/  10000 (52.24%), best:    5261/10000 (52.61%), error:     15036.62402, best error:     14668.69629 on epoch:     7, epoch:    9/50, mu: 0.6811778545, learning_rate: 0.0078781163, weight_decay: 0.0003151247

epoch time: 1771.3967285156s, input_fired_time: 13.7394237518, output_fired_time: 13.4955596924, propagate_forward_time: 677.2827758789, propagate_backward_time: 1049.9224853516, weight_update_time: 1.6849154234, other_time: 16.9564208984
epoch time: 143.4058990479s, input_fired_time: 1.8615190983, output_fired_time: 0.0000000000, propagate_forward_time: 138.4929656982, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0514068604
validation[          , genome  5629] predictions:    5257/  10000 (52.57%), best:    5261/10000 (52.61%), error:     14859.26563, best error:     14668.69629 on epoch:     7, epoch:   10/50, mu: 0.6966189742, learning_rate: 0.0074842102, weight_decay: 0.0002993684

epoch time: 1777.2739257813s, input_fired_time: 13.6285533905, output_fired_time: 13.6543197632, propagate_forward_time: 677.0870361328, propagate_backward_time: 1056.0180664063, weight_update_time: 1.6347888708, other_time: 16.8859863281
epoch time: 146.2277526855s, input_fired_time: 1.8204404116, output_fired_time: 0.0000000000, propagate_forward_time: 141.1304016113, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2769165039
validation[          , genome  5629] predictions:    5323/  10000 (53.23%), best:    5261/10000 (52.61%), error:     14705.79102, best error:     14668.69629 on epoch:     7, epoch:   11/50, mu: 0.7112880349, learning_rate: 0.0071099997, weight_decay: 0.0002844000

epoch time: 1784.6291503906s, input_fired_time: 14.1302824020, output_fired_time: 13.6646366119, propagate_forward_time: 682.8311157227, propagate_backward_time: 1057.1315917969, weight_update_time: 1.6395590305, other_time: 16.8715820313
epoch time: 146.0111694336s, input_fired_time: 1.8639885187, output_fired_time: 0.0000000000, propagate_forward_time: 140.9601745605, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1870117188
validation[          , genome  5629] predictions:    5112/  10000 (51.12%), best:    5261/10000 (52.61%), error:     15944.18750, best error:     14668.69629 on epoch:     7, epoch:   12/50, mu: 0.7252236605, learning_rate: 0.0067544994, weight_decay: 0.0002701800

epoch time: 1793.7478027344s, input_fired_time: 14.0460300446, output_fired_time: 13.6473808289, propagate_forward_time: 685.4321289063, propagate_backward_time: 1063.4088134766, weight_update_time: 1.7306694984, other_time: 17.2135009766
epoch time: 147.4315795898s, input_fired_time: 1.8464006186, output_fired_time: 0.0000000000, propagate_forward_time: 142.3720397949, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2131347656
validation[          , genome  5629] predictions:    5238/  10000 (52.38%), best:    5261/10000 (52.61%), error:     14752.21094, best error:     14668.69629 on epoch:     7, epoch:   13/50, mu: 0.7384625077, learning_rate: 0.0064167744, weight_decay: 0.0002566710

epoch time: 1779.8491210938s, input_fired_time: 13.8069343567, output_fired_time: 13.6935415268, propagate_forward_time: 682.2741088867, propagate_backward_time: 1053.0721435547, weight_update_time: 1.6778997183, other_time: 17.0025634766
epoch time: 136.4875793457s, input_fired_time: 1.7317332029, output_fired_time: 0.0000000000, propagate_forward_time: 131.8067932129, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9490509033
validation[          , genome  5629] predictions:    5331/  10000 (53.31%), best:    5331/10000 (53.31%), error:     14306.47266, best error:     14306.47266 on epoch:    14, epoch:   14/50, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 1723.6446533203s, input_fired_time: 13.3410539627, output_fired_time: 13.2476587296, propagate_forward_time: 659.3267822266, propagate_backward_time: 1021.3724975586, weight_update_time: 1.6150233746, other_time: 16.3566284180
epoch time: 135.5080413818s, input_fired_time: 1.7380527258, output_fired_time: 0.0000000000, propagate_forward_time: 130.8824920654, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8874969482
validation[          , genome  5629] predictions:    5290/  10000 (52.90%), best:    5331/10000 (53.31%), error:     14386.83789, best error:     14306.47266 on epoch:    14, epoch:   15/50, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 1726.3291015625s, input_fired_time: 13.5712594986, output_fired_time: 13.2097005844, propagate_forward_time: 661.8251342773, propagate_backward_time: 1021.2999267578, weight_update_time: 1.5975806713, other_time: 16.4229736328
epoch time: 136.8053894043s, input_fired_time: 1.7044602633, output_fired_time: 0.0000000000, propagate_forward_time: 132.1670227051, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9338989258
validation[          , genome  5629] predictions:    5309/  10000 (53.09%), best:    5331/10000 (53.31%), error:     14566.50781, best error:     14306.47266 on epoch:    14, epoch:   16/50, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 1765.9112548828s, input_fired_time: 13.9211339951, output_fired_time: 13.6514663696, propagate_forward_time: 675.6862182617, propagate_backward_time: 1045.7099609375, weight_update_time: 1.6405688524, other_time: 16.9423828125
epoch time: 140.1739654541s, input_fired_time: 1.7142653465, output_fired_time: 0.0000000000, propagate_forward_time: 135.4306488037, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0290527344
validation[          , genome  5629] predictions:    5455/  10000 (54.55%), best:    5455/10000 (54.55%), error:     13985.57227, best error:     13985.57227 on epoch:    17, epoch:   17/50, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 1753.6118164063s, input_fired_time: 13.6697845459, output_fired_time: 13.3649444580, propagate_forward_time: 668.5145874023, propagate_backward_time: 1041.1861572266, weight_update_time: 1.6416634321, other_time: 16.8763427734
epoch time: 139.6712341309s, input_fired_time: 1.7253774405, output_fired_time: 0.0000000000, propagate_forward_time: 135.0012817383, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9445800781
validation[          , genome  5629] predictions:    5486/  10000 (54.86%), best:    5486/10000 (54.86%), error:     13751.17578, best error:     13751.17578 on epoch:    18, epoch:   18/50, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 1776.3310546875s, input_fired_time: 13.8046092987, output_fired_time: 13.6076784134, propagate_forward_time: 677.9799804688, propagate_backward_time: 1054.0455322266, weight_update_time: 1.6266475916, other_time: 16.8933105469
epoch time: 144.0014801025s, input_fired_time: 1.8165473938, output_fired_time: 0.0000000000, propagate_forward_time: 139.0737457275, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1111907959
validation[          , genome  5629] predictions:    5515/  10000 (55.15%), best:    5515/10000 (55.15%), error:     13509.51758, best error:     13509.51758 on epoch:    19, epoch:   19/50, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 1767.0520019531s, input_fired_time: 13.7864542007, output_fired_time: 13.3961839676, propagate_forward_time: 674.7623291016, propagate_backward_time: 1048.0933837891, weight_update_time: 1.6085593700, other_time: 17.0135498047
epoch time: 144.1414642334s, input_fired_time: 1.7891707420, output_fired_time: 0.0000000000, propagate_forward_time: 139.3368682861, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0154266357
validation[          , genome  5629] predictions:    5520/  10000 (55.20%), best:    5515/10000 (55.15%), error:     13616.20020, best error:     13509.51758 on epoch:    19, epoch:   20/50, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 1800.2132568359s, input_fired_time: 13.9431991577, output_fired_time: 13.9390001297, propagate_forward_time: 687.5169067383, propagate_backward_time: 1067.5439453125, weight_update_time: 1.6343485117, other_time: 17.2702636719
epoch time: 142.6012573242s, input_fired_time: 1.7875078917, output_fired_time: 0.0000000000, propagate_forward_time: 137.6907653809, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1229858398
validation[          , genome  5629] predictions:    5615/  10000 (56.15%), best:    5515/10000 (55.15%), error:     13567.49414, best error:     13509.51758 on epoch:    19, epoch:   21/50, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 1778.0034179688s, input_fired_time: 13.8832302094, output_fired_time: 13.7134876251, propagate_forward_time: 680.5692138672, propagate_backward_time: 1052.9422607422, weight_update_time: 1.6858845949, other_time: 16.8952636719
epoch time: 139.0674133301s, input_fired_time: 1.7794681787, output_fired_time: 0.0000000000, propagate_forward_time: 134.2586517334, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0292968750
validation[          , genome  5629] predictions:    5621/  10000 (56.21%), best:    5621/10000 (56.21%), error:     13449.66406, best error:     13449.66406 on epoch:    22, epoch:   22/50, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 1790.5550537109s, input_fired_time: 13.9949007034, output_fired_time: 13.8483810425, propagate_forward_time: 682.7398681641, propagate_backward_time: 1062.8107910156, weight_update_time: 1.7340023518, other_time: 17.1611328125
epoch time: 143.8254699707s, input_fired_time: 1.7977696657, output_fired_time: 0.0000000000, propagate_forward_time: 138.9533843994, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0743103027
validation[          , genome  5629] predictions:    5431/  10000 (54.31%), best:    5621/10000 (56.21%), error:     13981.66504, best error:     13449.66406 on epoch:    22, epoch:   23/50, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 1769.5445556641s, input_fired_time: 13.8490695953, output_fired_time: 13.6173515320, propagate_forward_time: 675.7825927734, propagate_backward_time: 1049.3643798828, weight_update_time: 1.6206688881, other_time: 16.9311523438
epoch time: 138.3784027100s, input_fired_time: 1.7491136789, output_fired_time: 0.0000000000, propagate_forward_time: 133.6473388672, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9819488525
validation[          , genome  5629] predictions:    5610/  10000 (56.10%), best:    5621/10000 (56.21%), error:     13522.83105, best error:     13449.66406 on epoch:    22, epoch:   24/50, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 1750.7561035156s, input_fired_time: 13.6845531464, output_fired_time: 13.4418640137, propagate_forward_time: 668.9214477539, propagate_backward_time: 1037.9653320313, weight_update_time: 1.6086950302, other_time: 16.7429199219
epoch time: 136.9922943115s, input_fired_time: 1.7132133245, output_fired_time: 0.0000000000, propagate_forward_time: 132.4866943359, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7923889160
validation[          , genome  5629] predictions:    5713/  10000 (57.13%), best:    5713/10000 (57.13%), error:     13249.86328, best error:     13249.86328 on epoch:    25, epoch:   25/50, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 1794.4071044922s, input_fired_time: 13.9744663239, output_fired_time: 13.7372913361, propagate_forward_time: 683.1917114258, propagate_backward_time: 1066.2178955078, weight_update_time: 1.6885255575, other_time: 17.2857666016
epoch time: 149.0682678223s, input_fired_time: 1.8780893087, output_fired_time: 0.0000000000, propagate_forward_time: 143.8932800293, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2969055176
validation[          , genome  5629] predictions:    5689/  10000 (56.89%), best:    5689/10000 (56.89%), error:     13146.46777, best error:     13146.46777 on epoch:    26, epoch:   26/50, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 1775.3593750000s, input_fired_time: 14.1554584503, output_fired_time: 13.5623359680, propagate_forward_time: 677.3350830078, propagate_backward_time: 1053.4108886719, weight_update_time: 1.6773191690, other_time: 16.8955078125
epoch time: 138.5690307617s, input_fired_time: 1.7859616280, output_fired_time: 0.0000000000, propagate_forward_time: 133.7977752686, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9852905273
validation[          , genome  5629] predictions:    5641/  10000 (56.41%), best:    5689/10000 (56.89%), error:     13356.07129, best error:     13146.46777 on epoch:    26, epoch:   27/50, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 1721.9199218750s, input_fired_time: 13.5604810715, output_fired_time: 13.1836652756, propagate_forward_time: 658.5465698242, propagate_backward_time: 1020.2423706055, weight_update_time: 1.5928903818, other_time: 16.3867797852
epoch time: 136.4607391357s, input_fired_time: 1.7464725971, output_fired_time: 0.0000000000, propagate_forward_time: 131.8139190674, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9003448486
validation[          , genome  5629] predictions:    5707/  10000 (57.07%), best:    5689/10000 (56.89%), error:     13255.06641, best error:     13146.46777 on epoch:    26, epoch:   28/50, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 1717.9515380859s, input_fired_time: 13.6502199173, output_fired_time: 13.2348155975, propagate_forward_time: 656.6724243164, propagate_backward_time: 1018.0106201172, weight_update_time: 1.5933133364, other_time: 16.3834228516
epoch time: 136.5022430420s, input_fired_time: 1.7535568476, output_fired_time: 0.0000000000, propagate_forward_time: 131.7543029785, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9943847656
validation[          , genome  5629] predictions:    5602/  10000 (56.02%), best:    5689/10000 (56.89%), error:     13870.69824, best error:     13146.46777 on epoch:    26, epoch:   29/50, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 1720.6229248047s, input_fired_time: 13.7034587860, output_fired_time: 13.1364364624, propagate_forward_time: 657.7971191406, propagate_backward_time: 1019.6708374023, weight_update_time: 1.5952874422, other_time: 16.3150024414
epoch time: 136.0742187500s, input_fired_time: 1.7615402937, output_fired_time: 0.0000000000, propagate_forward_time: 131.4302368164, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8824462891
validation[          , genome  5629] predictions:    5401/  10000 (54.01%), best:    5689/10000 (56.89%), error:     14253.21289, best error:     13146.46777 on epoch:    26, epoch:   30/50, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 1764.1829833984s, input_fired_time: 14.1279745102, output_fired_time: 13.5256710052, propagate_forward_time: 673.6054687500, propagate_backward_time: 1046.1995849609, weight_update_time: 1.6052093506, other_time: 16.7243652344
epoch time: 138.3845825195s, input_fired_time: 1.7848658562, output_fired_time: 0.0000000000, propagate_forward_time: 133.6704711914, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9292449951
validation[          , genome  5629] predictions:    5719/  10000 (57.19%), best:    5719/10000 (57.19%), error:     12993.93164, best error:     12993.93164 on epoch:    31, epoch:   31/50, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 1779.9665527344s, input_fired_time: 14.0114307404, output_fired_time: 13.6737470627, propagate_forward_time: 680.6923828125, propagate_backward_time: 1054.6065673828, weight_update_time: 1.7068266869, other_time: 16.9824218750
epoch time: 141.6025085449s, input_fired_time: 1.8121100664, output_fired_time: 0.0000000000, propagate_forward_time: 136.7922515869, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9981536865
validation[          , genome  5629] predictions:    5775/  10000 (57.75%), best:    5775/10000 (57.75%), error:     12843.06445, best error:     12843.06445 on epoch:    32, epoch:   32/50, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 1796.0744628906s, input_fired_time: 14.2090663910, output_fired_time: 13.7898025513, propagate_forward_time: 684.7916259766, propagate_backward_time: 1066.2703857422, weight_update_time: 1.6914074421, other_time: 17.0135498047
epoch time: 141.2679595947s, input_fired_time: 1.8204225302, output_fired_time: 0.0000000000, propagate_forward_time: 136.3744354248, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0731048584
validation[          , genome  5629] predictions:    5757/  10000 (57.57%), best:    5775/10000 (57.75%), error:     13104.46094, best error:     12843.06445 on epoch:    32, epoch:   33/50, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 1782.9531250000s, input_fired_time: 14.2562704086, output_fired_time: 13.7257337570, propagate_forward_time: 681.7801513672, propagate_backward_time: 1056.4208984375, weight_update_time: 1.6284694672, other_time: 16.7701416016
epoch time: 137.5671539307s, input_fired_time: 1.7993475199, output_fired_time: 0.0000000000, propagate_forward_time: 132.8497924805, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9180145264
validation[          , genome  5629] predictions:    5936/  10000 (59.36%), best:    5936/10000 (59.36%), error:     12350.62012, best error:     12350.62012 on epoch:    34, epoch:   34/50, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 1771.7033691406s, input_fired_time: 14.0000886917, output_fired_time: 13.6148471832, propagate_forward_time: 677.3181152344, propagate_backward_time: 1049.8254394531, weight_update_time: 1.6180359125, other_time: 16.9448242188
epoch time: 142.0720520020s, input_fired_time: 1.8280718327, output_fired_time: 0.0000000000, propagate_forward_time: 137.1013031006, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1426696777
validation[          , genome  5629] predictions:    5779/  10000 (57.79%), best:    5936/10000 (59.36%), error:     12756.36035, best error:     12350.62012 on epoch:    34, epoch:   35/50, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 1795.8103027344s, input_fired_time: 14.2238969803, output_fired_time: 13.6483421326, propagate_forward_time: 685.3098754883, propagate_backward_time: 1065.1967773438, weight_update_time: 1.6466699839, other_time: 17.4313964844
epoch time: 137.3894042969s, input_fired_time: 1.7869689465, output_fired_time: 0.0000000000, propagate_forward_time: 132.6339416504, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9684906006
validation[          , genome  5629] predictions:    5856/  10000 (58.56%), best:    5936/10000 (59.36%), error:     12725.78223, best error:     12350.62012 on epoch:    34, epoch:   36/50, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 1799.7392578125s, input_fired_time: 14.3148212433, output_fired_time: 13.7712373734, propagate_forward_time: 687.2258911133, propagate_backward_time: 1067.2697753906, weight_update_time: 1.7378218174, other_time: 17.1574707031
epoch time: 136.2863922119s, input_fired_time: 1.7745112181, output_fired_time: 0.0000000000, propagate_forward_time: 131.6085968018, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9032897949
validation[          , genome  5629] predictions:    5891/  10000 (58.91%), best:    5936/10000 (59.36%), error:     12437.38477, best error:     12350.62012 on epoch:    34, epoch:   37/50, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 1756.9448242188s, input_fired_time: 14.1816215515, output_fired_time: 13.4041481018, propagate_forward_time: 672.5273437500, propagate_backward_time: 1040.0205078125, weight_update_time: 1.6345547438, other_time: 16.8111572266
epoch time: 139.8158416748s, input_fired_time: 1.7795143127, output_fired_time: 0.0000000000, propagate_forward_time: 135.0053405762, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0309906006
validation[          , genome  5629] predictions:    5793/  10000 (57.93%), best:    5936/10000 (59.36%), error:     13163.80273, best error:     12350.62012 on epoch:    34, epoch:   38/50, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 1721.2460937500s, input_fired_time: 13.7180166245, output_fired_time: 13.2104530334, propagate_forward_time: 657.6064453125, propagate_backward_time: 1020.2621459961, weight_update_time: 1.6092175245, other_time: 16.4490356445
epoch time: 137.6198883057s, input_fired_time: 1.7897276878, output_fired_time: 0.0000000000, propagate_forward_time: 132.8597564697, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9703979492
validation[          , genome  5629] predictions:    5863/  10000 (58.63%), best:    5936/10000 (59.36%), error:     12619.19043, best error:     12350.62012 on epoch:    34, epoch:   39/50, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 1775.5853271484s, input_fired_time: 14.2975959778, output_fired_time: 13.4886732101, propagate_forward_time: 679.4845581055, propagate_backward_time: 1051.4925537109, weight_update_time: 1.6680028439, other_time: 16.8218994141
epoch time: 134.6855468750s, input_fired_time: 1.7390153408, output_fired_time: 0.0000000000, propagate_forward_time: 130.1025390625, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8439941406
validation[          , genome  5629] predictions:    5633/  10000 (56.33%), best:    5936/10000 (59.36%), error:     13707.01465, best error:     12350.62012 on epoch:    34, epoch:   40/50, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 1746.2287597656s, input_fired_time: 14.0801095963, output_fired_time: 13.3788175583, propagate_forward_time: 666.1575927734, propagate_backward_time: 1035.9074707031, weight_update_time: 1.6898294687, other_time: 16.7048339844
epoch time: 144.7533416748s, input_fired_time: 1.9051942825, output_fired_time: 0.0000000000, propagate_forward_time: 139.8450927734, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0030517578
validation[          , genome  5629] predictions:    5742/  10000 (57.42%), best:    5936/10000 (59.36%), error:     12939.43457, best error:     12350.62012 on epoch:    34, epoch:   41/50, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 1743.9095458984s, input_fired_time: 13.8624057770, output_fired_time: 13.3983621597, propagate_forward_time: 665.6693115234, propagate_backward_time: 1034.4978027344, weight_update_time: 1.5893995762, other_time: 16.4816894531
epoch time: 139.6522064209s, input_fired_time: 1.8070026636, output_fired_time: 0.0000000000, propagate_forward_time: 134.8672790527, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9779205322
validation[          , genome  5629] predictions:    5860/  10000 (58.60%), best:    5936/10000 (59.36%), error:     12449.48730, best error:     12350.62012 on epoch:    34, epoch:   42/50, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 1735.6745605469s, input_fired_time: 13.8938875198, output_fired_time: 13.3641204834, propagate_forward_time: 663.4288940430, propagate_backward_time: 1028.4771728516, weight_update_time: 1.5840468407, other_time: 16.5103759766
epoch time: 139.4347686768s, input_fired_time: 1.8396719694, output_fired_time: 0.0000000000, propagate_forward_time: 134.6411895752, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9539031982
validation[          , genome  5629] predictions:    5844/  10000 (58.44%), best:    5936/10000 (59.36%), error:     12895.19141, best error:     12350.62012 on epoch:    34, epoch:   43/50, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 1738.4316406250s, input_fired_time: 13.9199113846, output_fired_time: 13.2206430435, propagate_forward_time: 665.7524414063, propagate_backward_time: 1029.0047607422, weight_update_time: 1.5920351744, other_time: 16.5338134766
epoch time: 140.1056518555s, input_fired_time: 1.8693770170, output_fired_time: 0.0000000000, propagate_forward_time: 135.2393798828, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9969024658
validation[          , genome  5629] predictions:    5587/  10000 (55.87%), best:    5936/10000 (59.36%), error:     13530.95508, best error:     12350.62012 on epoch:    34, epoch:   44/50, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 1768.5456542969s, input_fired_time: 14.3597927094, output_fired_time: 13.6688060760, propagate_forward_time: 676.8991088867, propagate_backward_time: 1046.8011474609, weight_update_time: 1.6316781044, other_time: 16.8167724609
epoch time: 142.0407562256s, input_fired_time: 1.8471723795, output_fired_time: 0.0000000000, propagate_forward_time: 137.0387878418, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1548004150
validation[          , genome  5629] predictions:    5918/  10000 (59.18%), best:    5918/10000 (59.18%), error:     12235.93848, best error:     12235.93848 on epoch:    45, epoch:   45/50, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 1763.1070556641s, input_fired_time: 14.0057401657, output_fired_time: 13.5102787018, propagate_forward_time: 673.1558837891, propagate_backward_time: 1045.5571289063, weight_update_time: 1.6555130482, other_time: 16.8780517578
epoch time: 139.5001831055s, input_fired_time: 1.8068302870, output_fired_time: 0.0000000000, propagate_forward_time: 134.6633300781, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0300292969
validation[          , genome  5629] predictions:    5815/  10000 (58.15%), best:    5918/10000 (59.18%), error:     12894.89160, best error:     12235.93848 on epoch:    45, epoch:   46/50, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 1771.3322753906s, input_fired_time: 14.0847511292, output_fired_time: 13.5073394775, propagate_forward_time: 676.1453857422, propagate_backward_time: 1050.7845458984, weight_update_time: 1.6189539433, other_time: 16.8103027344
epoch time: 140.2123107910s, input_fired_time: 1.8183389902, output_fired_time: 0.0000000000, propagate_forward_time: 135.3542022705, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0397644043
validation[          , genome  5629] predictions:    5788/  10000 (57.88%), best:    5918/10000 (59.18%), error:     12916.75195, best error:     12235.93848 on epoch:    45, epoch:   47/50, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 1723.2150878906s, input_fired_time: 13.7483749390, output_fired_time: 13.2939672470, propagate_forward_time: 658.2517089844, propagate_backward_time: 1021.5994262695, weight_update_time: 1.5839871168, other_time: 16.3215942383
epoch time: 135.6409912109s, input_fired_time: 1.8169192076, output_fired_time: 0.0000000000, propagate_forward_time: 130.9541320801, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8699340820
validation[          , genome  5629] predictions:    5921/  10000 (59.21%), best:    5921/10000 (59.21%), error:     12161.73047, best error:     12161.73047 on epoch:    48, epoch:   48/50, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 1739.8109130859s, input_fired_time: 13.9056148529, output_fired_time: 13.2812232971, propagate_forward_time: 664.1516113281, propagate_backward_time: 1031.8134765625, weight_update_time: 1.6088380814, other_time: 16.6589355469
epoch time: 141.6067810059s, input_fired_time: 1.8700854778, output_fired_time: 0.0000000000, propagate_forward_time: 136.6154174805, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1212768555
validation[          , genome  5629] predictions:    5924/  10000 (59.24%), best:    5921/10000 (59.21%), error:     12599.66113, best error:     12161.73047 on epoch:    48, epoch:   49/50, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 1757.1080322266s, input_fired_time: 14.1200456619, output_fired_time: 13.6042394638, propagate_forward_time: 670.1671142578, propagate_backward_time: 1042.4700927734, weight_update_time: 1.6214572191, other_time: 16.7465820313
epoch time: 139.6003875732s, input_fired_time: 1.7938997746, output_fired_time: 0.0000000000, propagate_forward_time: 134.8318786621, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9746093750
validation[          , genome  5629] predictions:    5949/  10000 (59.49%), best:    5921/10000 (59.21%), error:     12479.51172, best error:     12161.73047 on epoch:    48, epoch:   50/50, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

evaluating best weights on full training data.
evaluting training set with running mean/variance:
epoch time: 702.2871093750s, input_fired_time: 9.3466463089, output_fired_time: 0.0000000000, propagate_forward_time: 677.9675903320, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 14.9729003906
best training[          , genome  5629] predictions:   36034/  50000 (72.07%), best:    5921/10000 (59.21%), error:     40514.72656, best error:     12161.73047 on epoch:    48, epoch:   51/50, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488
evaluating best weights on test data.
evaluting test set with running mean/variance:
epoch time: 137.1463470459s, input_fired_time: 1.8318684101, output_fired_time: 0.0000000000, propagate_forward_time: 132.3793182373, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9351654053
   testing[          , genome  5629] predictions:    5921/  10000 (59.21%), best:    5921/10000 (59.21%), error:     12161.73047, best error:     12161.73047 on epoch:    48, epoch:   51/50, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488
backpropagation finished successfully!
04:18:39 (9100): called boinc_finish(0)

</stderr_txt>
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