Nameexact_genome_1542692703_177_6402_1
Workunit4100913
Created20 Nov 2018, 11:33:07 UTC
Sent20 Nov 2018, 12:16:50 UTC
Report deadline7 Jan 2019, 4:04:58 UTC
Received23 Nov 2018, 2:44:23 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID88437
Run time14 hours 31 min 47 sec
CPU time14 hours 20 min 28 sec
Validate stateValid
Credit11,914.61
Device peak FLOPS4.09 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size527.62 MB
Peak swap size548.98 MB
Peak disk usage11.23 MB

Stderr output

<core_client_version>7.8.3</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_1542692703_177_6402.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1542692703_177_6402_1_r1985711365_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from input file: '../../projects/csgrid.org_csg/exact_genome_1542692703_177_6402.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: 6402
read normal distribution: '1 -0.221745580434799 -1.32501399517059'
generator_str: '1553939480'
read generator: 1553939480
read generated_by_map:
1 add_edge 1
reading 90 nodes.
reading 350 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: 1512209193
post shuffle 1: 1128300717
epoch time: 945.976135253906s, input_fired_time: 10.3754167556763, output_fired_time: 7.57618141174316, propagate_forward_time: 332.0244140625, propagate_backward_time: 582.199645996094, weight_update_time: 1.09314501285553, other_time: 13.8004760742188
epoch time: 69.9845962524414s, input_fired_time: 1.16680109500885, output_fired_time: 0, propagate_forward_time: 66.5269317626953, propagate_backward_time: 0, weight_update_time: 0, other_time: 2.29086303710938
validation[          , genome  6402] predictions:    5024/  10000 (50.24%), best:    5024/10000 (50.24%), error:     17086.04688, best error:     17086.04688 on epoch:     0, epoch:    0/50, mu: 0.5000000000, learning_rate: 0.0125000002, weight_decay: 0.0005000000

epoch time: 943.9246215820s, input_fired_time: 10.2294521332, output_fired_time: 7.4738888741, propagate_forward_time: 330.7375793457, propagate_backward_time: 582.0535278320, weight_update_time: 1.0933406353, other_time: 13.4302368164
epoch time: 70.8907089233s, input_fired_time: 1.1750620604, output_fired_time: 0.0000000000, propagate_forward_time: 67.1701583862, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5454864502
validation[          , genome  6402] predictions:    5020/  10000 (50.20%), best:    5024/10000 (50.24%), error:     17245.30664, best error:     17086.04688 on epoch:     0, epoch:    1/50, mu: 0.5245000124, learning_rate: 0.0118749999, weight_decay: 0.0004750000

epoch time: 943.5519409180s, input_fired_time: 10.1693000793, output_fired_time: 7.5261416435, propagate_forward_time: 330.8467712402, propagate_backward_time: 581.4332275391, weight_update_time: 1.0801203251, other_time: 13.5765380859
epoch time: 72.9982223511s, input_fired_time: 1.1286002398, output_fired_time: 0.0000000000, propagate_forward_time: 69.4765930176, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3930282593
validation[          , genome  6402] predictions:    5191/  10000 (51.91%), best:    5191/10000 (51.91%), error:     15847.48633, best error:     15847.48633 on epoch:     2, epoch:    2/50, mu: 0.5477750301, learning_rate: 0.0112812500, weight_decay: 0.0004512500

epoch time: 950.8489379883s, input_fired_time: 10.1987113953, output_fired_time: 7.5396418571, propagate_forward_time: 331.9787902832, propagate_backward_time: 583.8016967773, weight_update_time: 4.6297907829, other_time: 17.3301391602
epoch time: 70.1471557617s, input_fired_time: 1.1281406879, output_fired_time: 0.0000000000, propagate_forward_time: 66.6496429443, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3693695068
validation[          , genome  6402] predictions:    5369/  10000 (53.69%), best:    5369/10000 (53.69%), error:     14689.99609, best error:     14689.99609 on epoch:     3, epoch:    3/50, mu: 0.5698862672, learning_rate: 0.0107171871, weight_decay: 0.0004286875

epoch time: 948.8208618164s, input_fired_time: 10.1210317612, output_fired_time: 7.5184025764, propagate_forward_time: 335.4891662598, propagate_backward_time: 581.9875488281, weight_update_time: 1.1059585810, other_time: 13.7047119141
epoch time: 69.0064315796s, input_fired_time: 1.0827928782, output_fired_time: 0.0000000000, propagate_forward_time: 65.4586181641, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4650192261
validation[          , genome  6402] predictions:    5056/  10000 (50.56%), best:    5369/10000 (53.69%), error:     15519.43457, best error:     14689.99609 on epoch:     3, epoch:    4/50, mu: 0.5908919573, learning_rate: 0.0101813274, weight_decay: 0.0004072531

epoch time: 952.6932373047s, input_fired_time: 10.1086330414, output_fired_time: 7.6009244919, propagate_forward_time: 338.2393188477, propagate_backward_time: 583.4649047852, weight_update_time: 1.0685207844, other_time: 13.2794189453
epoch time: 74.8204116821s, input_fired_time: 1.1404109001, output_fired_time: 0.0000000000, propagate_forward_time: 71.3014068604, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3785934448
validation[          , genome  6402] predictions:    5352/  10000 (53.52%), best:    5352/10000 (53.52%), error:     14664.48730, best error:     14664.48730 on epoch:     5, epoch:    5/50, mu: 0.6108473539, learning_rate: 0.0096722608, weight_decay: 0.0003868904

epoch time: 949.3977050781s, input_fired_time: 10.1442451477, output_fired_time: 7.5204806328, propagate_forward_time: 335.7993774414, propagate_backward_time: 582.3840332031, weight_update_time: 1.0896739960, other_time: 13.5495605469
epoch time: 70.7666931152s, input_fired_time: 1.1466598511, output_fired_time: 0.0000000000, propagate_forward_time: 67.1703643799, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4496688843
validation[          , genome  6402] predictions:    5033/  10000 (50.33%), best:    5352/10000 (53.52%), error:     16067.08789, best error:     14664.48730 on epoch:     5, epoch:    6/50, mu: 0.6298049688, learning_rate: 0.0091886474, weight_decay: 0.0003675459

epoch time: 947.4572753906s, input_fired_time: 10.1377935410, output_fired_time: 7.5564632416, propagate_forward_time: 332.8196105957, propagate_backward_time: 583.4797363281, weight_update_time: 1.0791335106, other_time: 13.4636230469
epoch time: 69.7291564941s, input_fired_time: 1.1164293289, output_fired_time: 0.0000000000, propagate_forward_time: 66.2641830444, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3485412598
validation[          , genome  6402] predictions:    5450/  10000 (54.50%), best:    5450/10000 (54.50%), error:     13816.31738, best error:     13816.31738 on epoch:     7, epoch:    7/50, mu: 0.6478147507, learning_rate: 0.0087292148, weight_decay: 0.0003491686

epoch time: 946.3572387695s, input_fired_time: 10.1061916351, output_fired_time: 7.5499587059, propagate_forward_time: 331.6947021484, propagate_backward_time: 583.5805053711, weight_update_time: 1.0721194744, other_time: 13.4258422852
epoch time: 70.1104965210s, input_fired_time: 1.1268919706, output_fired_time: 0.0000000000, propagate_forward_time: 66.5511627197, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4324417114
validation[          , genome  6402] predictions:    5202/  10000 (52.02%), best:    5450/10000 (54.50%), error:     15025.28516, best error:     13816.31738 on epoch:     7, epoch:    8/50, mu: 0.6649240255, learning_rate: 0.0082927542, weight_decay: 0.0003317102

epoch time: 954.2806396484s, input_fired_time: 10.1582279205, output_fired_time: 7.5429415703, propagate_forward_time: 331.9102478027, propagate_backward_time: 591.0404663086, weight_update_time: 1.0774813890, other_time: 13.6287231445
epoch time: 70.5590972900s, input_fired_time: 1.1056610346, output_fired_time: 0.0000000000, propagate_forward_time: 67.1046295166, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3488082886
validation[          , genome  6402] predictions:    5383/  10000 (53.83%), best:    5450/10000 (54.50%), error:     14213.21777, best error:     13816.31738 on epoch:     7, epoch:    9/50, mu: 0.6811778545, learning_rate: 0.0078781163, weight_decay: 0.0003151247

epoch time: 948.6382446289s, input_fired_time: 10.1790494919, output_fired_time: 7.5432181358, propagate_forward_time: 332.9685974121, propagate_backward_time: 584.5535888672, weight_update_time: 1.0767443180, other_time: 13.3937988281
epoch time: 70.4580841064s, input_fired_time: 1.1305915117, output_fired_time: 0.0000000000, propagate_forward_time: 66.8359375000, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4915542603
validation[          , genome  6402] predictions:    5297/  10000 (52.97%), best:    5450/10000 (54.50%), error:     14656.90527, best error:     13816.31738 on epoch:     7, epoch:   10/50, mu: 0.6966189742, learning_rate: 0.0074842102, weight_decay: 0.0002993684

epoch time: 947.5133056641s, input_fired_time: 10.2020092010, output_fired_time: 7.4894466400, propagate_forward_time: 332.6133422852, propagate_backward_time: 583.5518188477, weight_update_time: 1.0877522230, other_time: 13.6566772461
epoch time: 69.6109085083s, input_fired_time: 1.1064590216, output_fired_time: 0.0000000000, propagate_forward_time: 66.2321701050, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2722778320
validation[          , genome  6402] predictions:    5497/  10000 (54.97%), best:    5497/10000 (54.97%), error:     13664.19043, best error:     13664.19043 on epoch:    11, epoch:   11/50, mu: 0.7112880349, learning_rate: 0.0071099997, weight_decay: 0.0002844000

epoch time: 947.7702026367s, input_fired_time: 10.1979532242, output_fired_time: 7.5456528664, propagate_forward_time: 332.9208984375, propagate_backward_time: 583.4713134766, weight_update_time: 1.0784946680, other_time: 13.6343994141
epoch time: 69.7907180786s, input_fired_time: 1.1131649017, output_fired_time: 0.0000000000, propagate_forward_time: 66.3901901245, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2873611450
validation[          , genome  6402] predictions:    5247/  10000 (52.47%), best:    5497/10000 (54.97%), error:     15258.46387, best error:     13664.19043 on epoch:    11, epoch:   12/50, mu: 0.7252236605, learning_rate: 0.0067544994, weight_decay: 0.0002701800

epoch time: 948.8197631836s, input_fired_time: 10.3576841354, output_fired_time: 7.5003399849, propagate_forward_time: 332.7391357422, propagate_backward_time: 584.6054687500, weight_update_time: 1.0754122734, other_time: 13.6171264648
epoch time: 70.6245040894s, input_fired_time: 1.1822897196, output_fired_time: 0.0000000000, propagate_forward_time: 66.9856491089, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4565658569
validation[          , genome  6402] predictions:    5475/  10000 (54.75%), best:    5497/10000 (54.97%), error:     14015.38672, best error:     13664.19043 on epoch:    11, epoch:   13/50, mu: 0.7384625077, learning_rate: 0.0064167744, weight_decay: 0.0002566710

epoch time: 946.3527832031s, input_fired_time: 10.1437129974, output_fired_time: 7.5274858475, propagate_forward_time: 332.0147094727, propagate_backward_time: 582.9503784180, weight_update_time: 1.0870572329, other_time: 13.7164916992
epoch time: 69.5171890259s, input_fired_time: 1.1351625919, output_fired_time: 0.0000000000, propagate_forward_time: 66.0191879272, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3628387451
validation[          , genome  6402] predictions:    5504/  10000 (55.04%), best:    5497/10000 (54.97%), error:     13728.81641, best error:     13664.19043 on epoch:    11, epoch:   14/50, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 944.6046752930s, input_fired_time: 10.2154140472, output_fired_time: 7.5661439896, propagate_forward_time: 331.4026489258, propagate_backward_time: 581.6702880859, weight_update_time: 1.0894261599, other_time: 13.7501831055
epoch time: 69.6977615356s, input_fired_time: 1.1281979084, output_fired_time: 0.0000000000, propagate_forward_time: 66.2311019897, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3384628296
validation[          , genome  6402] predictions:    5482/  10000 (54.82%), best:    5497/10000 (54.97%), error:     14155.64746, best error:     13664.19043 on epoch:    11, epoch:   15/50, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 952.6336059570s, input_fired_time: 10.1973037720, output_fired_time: 7.5795321465, propagate_forward_time: 333.6932983398, propagate_backward_time: 587.5824584961, weight_update_time: 1.0756179094, other_time: 13.5809936523
epoch time: 71.8545455933s, input_fired_time: 1.1980942488, output_fired_time: 0.0000000000, propagate_forward_time: 68.3346786499, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3217697144
validation[          , genome  6402] predictions:    5532/  10000 (55.32%), best:    5497/10000 (54.97%), error:     13875.13770, best error:     13664.19043 on epoch:    11, epoch:   16/50, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 945.5715332031s, input_fired_time: 10.2288160324, output_fired_time: 7.5463566780, propagate_forward_time: 331.3219909668, propagate_backward_time: 582.2788085938, weight_update_time: 1.1142326593, other_time: 14.1955566406
epoch time: 71.2099151611s, input_fired_time: 1.1482726336, output_fired_time: 0.0000000000, propagate_forward_time: 67.7350616455, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3265838623
validation[          , genome  6402] predictions:    5422/  10000 (54.22%), best:    5497/10000 (54.97%), error:     14173.03125, best error:     13664.19043 on epoch:    11, epoch:   17/50, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 945.9599609375s, input_fired_time: 10.2296791077, output_fired_time: 7.5478768349, propagate_forward_time: 331.8609619141, propagate_backward_time: 582.8129272461, weight_update_time: 1.0733239651, other_time: 13.5085449219
epoch time: 70.3549652100s, input_fired_time: 1.1374025345, output_fired_time: 0.0000000000, propagate_forward_time: 66.9151306152, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3024291992
validation[          , genome  6402] predictions:    5463/  10000 (54.63%), best:    5497/10000 (54.97%), error:     13913.16113, best error:     13664.19043 on epoch:    11, epoch:   18/50, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 945.4316406250s, input_fired_time: 10.3617439270, output_fired_time: 7.5046043396, propagate_forward_time: 331.8490600586, propagate_backward_time: 581.9210205078, weight_update_time: 1.0898507833, other_time: 13.7952270508
epoch time: 70.2694549561s, input_fired_time: 1.1437668800, output_fired_time: 0.0000000000, propagate_forward_time: 66.8393173218, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2863693237
validation[          , genome  6402] predictions:    5579/  10000 (55.79%), best:    5579/10000 (55.79%), error:     13578.23828, best error:     13578.23828 on epoch:    19, epoch:   19/50, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 944.5154418945s, input_fired_time: 10.2909507751, output_fired_time: 7.5384688377, propagate_forward_time: 331.1753234863, propagate_backward_time: 581.8774414063, weight_update_time: 1.0831921101, other_time: 13.6333007813
epoch time: 69.9894790649s, input_fired_time: 1.1490629911, output_fired_time: 0.0000000000, propagate_forward_time: 66.4590606689, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3813552856
validation[          , genome  6402] predictions:    5679/  10000 (56.79%), best:    5679/10000 (56.79%), error:     13173.95215, best error:     13173.95215 on epoch:    20, epoch:   20/50, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 949.3679199219s, input_fired_time: 10.2719259262, output_fired_time: 7.5628843307, propagate_forward_time: 331.7110900879, propagate_backward_time: 586.3061523438, weight_update_time: 1.0729769468, other_time: 13.5158691406
epoch time: 69.7697143555s, input_fired_time: 1.1419883966, output_fired_time: 0.0000000000, propagate_forward_time: 66.2647933960, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3629302979
validation[          , genome  6402] predictions:    5660/  10000 (56.60%), best:    5679/10000 (56.79%), error:     13296.23926, best error:     13173.95215 on epoch:    20, epoch:   21/50, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 945.8047485352s, input_fired_time: 10.2915878296, output_fired_time: 7.5146760941, propagate_forward_time: 331.9144592285, propagate_backward_time: 582.6502685547, weight_update_time: 1.0688558817, other_time: 13.4338378906
epoch time: 69.7332687378s, input_fired_time: 1.1134090424, output_fired_time: 0.0000000000, propagate_forward_time: 66.3816452026, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2382125854
validation[          , genome  6402] predictions:    5504/  10000 (55.04%), best:    5679/10000 (56.79%), error:     14062.65625, best error:     13173.95215 on epoch:    20, epoch:   22/50, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 951.9608154297s, input_fired_time: 10.2700872421, output_fired_time: 7.5559382439, propagate_forward_time: 331.4743041992, propagate_backward_time: 589.1162109375, weight_update_time: 1.0698014498, other_time: 13.5443115234
epoch time: 69.4305953979s, input_fired_time: 1.1288423538, output_fired_time: 0.0000000000, propagate_forward_time: 65.9770660400, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3246841431
validation[          , genome  6402] predictions:    5778/  10000 (57.78%), best:    5778/10000 (57.78%), error:     13123.42871, best error:     13123.42871 on epoch:    23, epoch:   23/50, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 944.1826782227s, input_fired_time: 10.2545804977, output_fired_time: 7.5434384346, propagate_forward_time: 331.3002929688, propagate_backward_time: 581.5933837891, weight_update_time: 1.0825266838, other_time: 13.4909667969
epoch time: 70.3437042236s, input_fired_time: 1.1798365116, output_fired_time: 0.0000000000, propagate_forward_time: 66.7583694458, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4054946899
validation[          , genome  6402] predictions:    5643/  10000 (56.43%), best:    5778/10000 (57.78%), error:     13296.82031, best error:     13123.42871 on epoch:    23, epoch:   24/50, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 943.8693847656s, input_fired_time: 10.3517694473, output_fired_time: 7.6182289124, propagate_forward_time: 331.0083312988, propagate_backward_time: 581.1539916992, weight_update_time: 1.0848923922, other_time: 13.7371215820
epoch time: 69.3967514038s, input_fired_time: 1.1394329071, output_fired_time: 0.0000000000, propagate_forward_time: 65.9985504150, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2587661743
validation[          , genome  6402] predictions:    5574/  10000 (55.74%), best:    5778/10000 (57.78%), error:     13599.73340, best error:     13123.42871 on epoch:    23, epoch:   25/50, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 949.5280761719s, input_fired_time: 10.3535213470, output_fired_time: 7.5119199753, propagate_forward_time: 331.7742614746, propagate_backward_time: 586.3186645508, weight_update_time: 1.0825295448, other_time: 13.5697631836
epoch time: 74.8581161499s, input_fired_time: 1.1682546139, output_fired_time: 0.0000000000, propagate_forward_time: 71.3487548828, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3411102295
validation[          , genome  6402] predictions:    5687/  10000 (56.87%), best:    5687/10000 (56.87%), error:     12989.91992, best error:     12989.91992 on epoch:    26, epoch:   26/50, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 948.1787109375s, input_fired_time: 10.3311338425, output_fired_time: 7.5851697922, propagate_forward_time: 334.8009033203, propagate_backward_time: 582.0188598633, weight_update_time: 1.0966897011, other_time: 13.4426879883
epoch time: 69.5840988159s, input_fired_time: 1.1535727978, output_fired_time: 0.0000000000, propagate_forward_time: 66.1517486572, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2787780762
validation[          , genome  6402] predictions:    5756/  10000 (57.56%), best:    5687/10000 (56.87%), error:     13001.65918, best error:     12989.91992 on epoch:    26, epoch:   27/50, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 939.7432250977s, input_fired_time: 10.2131557465, output_fired_time: 7.4780278206, propagate_forward_time: 329.3693237305, propagate_backward_time: 578.6682739258, weight_update_time: 1.1095750332, other_time: 14.0144653320
epoch time: 69.4694213867s, input_fired_time: 1.1333414316, output_fired_time: 0.0000000000, propagate_forward_time: 65.9906845093, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3453979492
validation[          , genome  6402] predictions:    5580/  10000 (55.80%), best:    5687/10000 (56.87%), error:     13800.14160, best error:     12989.91992 on epoch:    26, epoch:   28/50, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 943.8255004883s, input_fired_time: 10.3815317154, output_fired_time: 7.5136709213, propagate_forward_time: 331.1020812988, propagate_backward_time: 581.0908813477, weight_update_time: 1.0917649269, other_time: 13.7373657227
epoch time: 69.5732803345s, input_fired_time: 1.1975451708, output_fired_time: 0.0000000000, propagate_forward_time: 65.9566650391, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4190673828
validation[          , genome  6402] predictions:    5938/  10000 (59.38%), best:    5938/10000 (59.38%), error:     12662.73828, best error:     12662.73828 on epoch:    29, epoch:   29/50, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 943.9968872070s, input_fired_time: 10.3909301758, output_fired_time: 7.5317206383, propagate_forward_time: 331.1017456055, propagate_backward_time: 581.2922363281, weight_update_time: 1.0808660984, other_time: 13.6802368164
epoch time: 69.7219924927s, input_fired_time: 1.1871386766, output_fired_time: 0.0000000000, propagate_forward_time: 66.0959472656, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4389038086
validation[          , genome  6402] predictions:    5787/  10000 (57.87%), best:    5938/10000 (59.38%), error:     12915.67383, best error:     12662.73828 on epoch:    29, epoch:   30/50, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 945.8533325195s, input_fired_time: 10.2914285660, output_fired_time: 7.4940748215, propagate_forward_time: 329.9216003418, propagate_backward_time: 584.5277709961, weight_update_time: 1.0835783482, other_time: 13.6184692383
epoch time: 69.9052276611s, input_fired_time: 1.1776005030, output_fired_time: 0.0000000000, propagate_forward_time: 66.4034957886, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3241348267
validation[          , genome  6402] predictions:    5649/  10000 (56.49%), best:    5938/10000 (59.38%), error:     13552.51855, best error:     12662.73828 on epoch:    29, epoch:   31/50, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 943.9360961914s, input_fired_time: 10.3954133987, output_fired_time: 7.5270018578, propagate_forward_time: 331.0662536621, propagate_backward_time: 581.2339477539, weight_update_time: 1.0845522881, other_time: 13.7135620117
epoch time: 69.7584609985s, input_fired_time: 1.1529734135, output_fired_time: 0.0000000000, propagate_forward_time: 66.2922363281, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3132476807
validation[          , genome  6402] predictions:    5728/  10000 (57.28%), best:    5938/10000 (59.38%), error:     13369.75879, best error:     12662.73828 on epoch:    29, epoch:   32/50, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 945.6414794922s, input_fired_time: 10.4749336243, output_fired_time: 7.5099649429, propagate_forward_time: 331.8320312500, propagate_backward_time: 582.2027587891, weight_update_time: 1.1023939848, other_time: 13.6218261719
epoch time: 75.3605957031s, input_fired_time: 1.1858054399, output_fired_time: 0.0000000000, propagate_forward_time: 71.8154296875, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3593597412
validation[          , genome  6402] predictions:    5824/  10000 (58.24%), best:    5938/10000 (59.38%), error:     12750.29980, best error:     12662.73828 on epoch:    29, epoch:   33/50, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 943.5270385742s, input_fired_time: 10.4410419464, output_fired_time: 7.5176053047, propagate_forward_time: 331.0742492676, propagate_backward_time: 580.9517211914, weight_update_time: 1.0845082998, other_time: 13.5424194336
epoch time: 70.7907104492s, input_fired_time: 1.2105464935, output_fired_time: 0.0000000000, propagate_forward_time: 67.1411437988, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4390182495
validation[          , genome  6402] predictions:    5864/  10000 (58.64%), best:    5864/10000 (58.64%), error:     12626.38184, best error:     12626.38184 on epoch:    34, epoch:   34/50, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 942.6104736328s, input_fired_time: 10.4405822754, output_fired_time: 7.5457963943, propagate_forward_time: 330.4349060059, propagate_backward_time: 580.5191040039, weight_update_time: 1.0883604288, other_time: 13.6701049805
epoch time: 70.6476593018s, input_fired_time: 1.1998854876, output_fired_time: 0.0000000000, propagate_forward_time: 67.0893096924, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3584671021
validation[          , genome  6402] predictions:    5805/  10000 (58.05%), best:    5864/10000 (58.64%), error:     13175.09668, best error:     12626.38184 on epoch:    34, epoch:   35/50, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 944.8892211914s, input_fired_time: 10.4273424149, output_fired_time: 7.5244426727, propagate_forward_time: 331.1972351074, propagate_backward_time: 582.2649536133, weight_update_time: 1.0839315653, other_time: 13.4752807617
epoch time: 70.3593902588s, input_fired_time: 1.1884495020, output_fired_time: 0.0000000000, propagate_forward_time: 66.8588027954, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3121414185
validation[          , genome  6402] predictions:    5661/  10000 (56.61%), best:    5864/10000 (58.64%), error:     13576.35059, best error:     12626.38184 on epoch:    34, epoch:   36/50, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 945.9171142578s, input_fired_time: 10.5108489990, output_fired_time: 7.5092921257, propagate_forward_time: 331.7337036133, propagate_backward_time: 582.2235107422, weight_update_time: 1.0900917053, other_time: 13.9397583008
epoch time: 70.2088394165s, input_fired_time: 1.2012895346, output_fired_time: 0.0000000000, propagate_forward_time: 66.6438217163, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3637313843
validation[          , genome  6402] predictions:    5674/  10000 (56.74%), best:    5864/10000 (58.64%), error:     13481.28418, best error:     12626.38184 on epoch:    34, epoch:   37/50, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 946.4711303711s, input_fired_time: 10.4739255905, output_fired_time: 7.5495586395, propagate_forward_time: 331.2469482422, propagate_backward_time: 583.7105102539, weight_update_time: 1.0738995075, other_time: 13.4901733398
epoch time: 70.7356643677s, input_fired_time: 1.1992212534, output_fired_time: 0.0000000000, propagate_forward_time: 67.1749725342, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3614730835
validation[          , genome  6402] predictions:    5866/  10000 (58.66%), best:    5864/10000 (58.64%), error:     13074.08496, best error:     12626.38184 on epoch:    34, epoch:   38/50, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 948.2810058594s, input_fired_time: 10.5410909653, output_fired_time: 7.5174145699, propagate_forward_time: 333.7803039551, propagate_backward_time: 582.9658813477, weight_update_time: 1.0803941488, other_time: 13.4763793945
epoch time: 70.1392745972s, input_fired_time: 1.1887269020, output_fired_time: 0.0000000000, propagate_forward_time: 66.6411209106, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3094253540
validation[          , genome  6402] predictions:    5649/  10000 (56.49%), best:    5864/10000 (58.64%), error:     13647.61523, best error:     12626.38184 on epoch:    34, epoch:   39/50, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 941.6776123047s, input_fired_time: 10.5174188614, output_fired_time: 7.5380749702, propagate_forward_time: 329.9074401855, propagate_backward_time: 579.8333129883, weight_update_time: 1.0958225727, other_time: 13.8814086914
epoch time: 69.8651657104s, input_fired_time: 1.2057038546, output_fired_time: 0.0000000000, propagate_forward_time: 66.2829895020, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3764724731
validation[          , genome  6402] predictions:    6048/  10000 (60.48%), best:    6048/10000 (60.48%), error:     12161.97754, best error:     12161.97754 on epoch:    40, epoch:   40/50, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 943.1452026367s, input_fired_time: 10.4842615128, output_fired_time: 7.5297255516, propagate_forward_time: 330.5819396973, propagate_backward_time: 580.8527221680, weight_update_time: 1.0868833065, other_time: 13.6965942383
epoch time: 69.1630172729s, input_fired_time: 1.1947737932, output_fired_time: 0.0000000000, propagate_forward_time: 65.6035766602, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3646697998
validation[          , genome  6402] predictions:    5962/  10000 (59.62%), best:    6048/10000 (60.48%), error:     12442.69727, best error:     12161.97754 on epoch:    40, epoch:   41/50, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 945.0820922852s, input_fired_time: 10.5359592438, output_fired_time: 7.5067548752, propagate_forward_time: 331.8533325195, propagate_backward_time: 581.5747070313, weight_update_time: 1.0787703991, other_time: 13.6113281250
epoch time: 69.7195968628s, input_fired_time: 1.2079139948, output_fired_time: 0.0000000000, propagate_forward_time: 66.1546325684, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3570480347
validation[          , genome  6402] predictions:    6108/  10000 (61.08%), best:    6048/10000 (60.48%), error:     12275.46387, best error:     12161.97754 on epoch:    40, epoch:   42/50, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 945.7875366211s, input_fired_time: 10.6157913208, output_fired_time: 7.5350947380, propagate_forward_time: 331.5940246582, propagate_backward_time: 582.4244995117, weight_update_time: 1.0820877552, other_time: 13.6181030273
epoch time: 69.6117477417s, input_fired_time: 1.1861776114, output_fired_time: 0.0000000000, propagate_forward_time: 66.0756454468, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3499221802
validation[          , genome  6402] predictions:    5875/  10000 (58.75%), best:    6048/10000 (60.48%), error:     13050.65527, best error:     12161.97754 on epoch:    40, epoch:   43/50, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 942.0487670898s, input_fired_time: 10.5289564133, output_fired_time: 7.5119695663, propagate_forward_time: 330.1445922852, propagate_backward_time: 580.1117553711, weight_update_time: 1.0805957317, other_time: 13.7515258789
epoch time: 70.4207916260s, input_fired_time: 1.2117748260, output_fired_time: 0.0000000000, propagate_forward_time: 66.8604125977, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3486022949
validation[          , genome  6402] predictions:    5933/  10000 (59.33%), best:    6048/10000 (60.48%), error:     12653.00586, best error:     12161.97754 on epoch:    40, epoch:   44/50, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 946.3271484375s, input_fired_time: 10.6162452698, output_fired_time: 7.5655474663, propagate_forward_time: 331.7995910645, propagate_backward_time: 582.5591430664, weight_update_time: 1.0901600122, other_time: 13.7865600586
epoch time: 69.4282836914s, input_fired_time: 1.1712794304, output_fired_time: 0.0000000000, propagate_forward_time: 66.0132598877, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2437438965
validation[          , genome  6402] predictions:    5813/  10000 (58.13%), best:    6048/10000 (60.48%), error:     12946.92285, best error:     12161.97754 on epoch:    40, epoch:   45/50, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 944.9522705078s, input_fired_time: 10.6037712097, output_fired_time: 7.5650305748, propagate_forward_time: 331.2484436035, propagate_backward_time: 581.8504028320, weight_update_time: 1.0755391121, other_time: 13.6846313477
epoch time: 70.0678405762s, input_fired_time: 1.2119374275, output_fired_time: 0.0000000000, propagate_forward_time: 66.5496139526, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3062896729
validation[          , genome  6402] predictions:    5931/  10000 (59.31%), best:    6048/10000 (60.48%), error:     12800.04980, best error:     12161.97754 on epoch:    40, epoch:   46/50, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 947.0737304688s, input_fired_time: 10.6201400757, output_fired_time: 7.5647654533, propagate_forward_time: 332.0374755859, propagate_backward_time: 583.1489868164, weight_update_time: 1.1179519892, other_time: 13.7023925781
epoch time: 70.4350967407s, input_fired_time: 1.2154870033, output_fired_time: 0.0000000000, propagate_forward_time: 66.8241043091, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3955078125
validation[          , genome  6402] predictions:    5986/  10000 (59.86%), best:    6048/10000 (60.48%), error:     12495.99707, best error:     12161.97754 on epoch:    40, epoch:   47/50, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 946.2337036133s, input_fired_time: 10.6127300262, output_fired_time: 7.5278339386, propagate_forward_time: 333.1754455566, propagate_backward_time: 581.5598144531, weight_update_time: 1.0792161226, other_time: 13.3579101563
epoch time: 71.6931076050s, input_fired_time: 1.2915580273, output_fired_time: 0.0000000000, propagate_forward_time: 67.8890457153, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5125045776
validation[          , genome  6402] predictions:    6061/  10000 (60.61%), best:    6048/10000 (60.48%), error:     12208.56543, best error:     12161.97754 on epoch:    40, epoch:   48/50, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 944.4651489258s, input_fired_time: 10.6488618851, output_fired_time: 7.5412073135, propagate_forward_time: 331.1220397949, propagate_backward_time: 581.3674316406, weight_update_time: 1.0835098028, other_time: 13.7856445313
epoch time: 70.6606674194s, input_fired_time: 1.2151333094, output_fired_time: 0.0000000000, propagate_forward_time: 67.1125869751, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3329467773
validation[          , genome  6402] predictions:    5988/  10000 (59.88%), best:    6048/10000 (60.48%), error:     12654.49805, best error:     12161.97754 on epoch:    40, epoch:   49/50, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 946.9608154297s, input_fired_time: 10.7156276703, output_fired_time: 7.5191779137, propagate_forward_time: 331.9940795898, propagate_backward_time: 582.9334106445, weight_update_time: 1.0851973295, other_time: 13.7985229492
epoch time: 69.9604034424s, input_fired_time: 1.2260659933, output_fired_time: 0.0000000000, propagate_forward_time: 66.3483200073, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3860168457
validation[          , genome  6402] predictions:    5949/  10000 (59.49%), best:    6048/10000 (60.48%), error:     12451.11035, best error:     12161.97754 on epoch:    40, 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: 349.5938720703s, input_fired_time: 6.1405949593, output_fired_time: 0.0000000000, propagate_forward_time: 331.3339538574, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 12.1193237305
best training[          , genome  6402] predictions:   35870/  50000 (71.74%), best:    6048/10000 (60.48%), error:     40845.77344, best error:     12161.97754 on epoch:    40, 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: 70.2754516602s, input_fired_time: 1.2197891474, output_fired_time: 0.0000000000, propagate_forward_time: 66.7001800537, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3554840088
   testing[          , genome  6402] predictions:    6048/  10000 (60.48%), best:    6048/10000 (60.48%), error:     12161.97754, best error:     12161.97754 on epoch:    40, epoch:   51/50, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488
backpropagation finished successfully!
20:44:08 (2336): called boinc_finish(0)

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