Nameexact_genome_1542692703_177_6380_3
Workunit4100491
Created22 Nov 2018, 10:33:07 UTC
Sent22 Nov 2018, 10:33:21 UTC
Report deadline14 Jan 2019, 1:33:56 UTC
Received24 Nov 2018, 0:53:35 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID88573
Run time1 days 0 hours 31 min 31 sec
CPU time1 days 0 hours 31 min 31 sec
Validate stateValid
Credit13,156.35
Device peak FLOPS3.35 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size527.28 MB
Peak swap size526.16 MB
Peak disk usage12.21 MB

Stderr output

<core_client_version>7.6.22</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_6380.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1542692703_177_6380_3_r1012250553_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from input file: '../../projects/csgrid.org_csg/exact_genome_1542692703_177_6380.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: 6380
read normal distribution: '1 0 0'
generator_str: '1016706453'
read generator: 1016706453
read generated_by_map:
1 crossover 1
reading 101 nodes.
reading 397 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: 257976392
post shuffle 1: 389955007
epoch time: 1571.03356933594s, input_fired_time: 14.1045360565186, output_fired_time: 13.2234373092651, propagate_forward_time: 601.982421875, propagate_backward_time: 923.437072753906, weight_update_time: 1.6574764251709, other_time: 18.2861938476563
epoch time: 143.069549560547s, input_fired_time: 1.90864443778992, output_fired_time: 0, propagate_forward_time: 137.799942016602, propagate_backward_time: 0, weight_update_time: 0, other_time: 3.3609619140625
validation[          , genome  6380] predictions:    4817/  10000 (48.17%), best:    4817/10000 (48.17%), error:     20371.23438, best error:     20371.23438 on epoch:     0, epoch:    0/50, mu: 0.5000000000, learning_rate: 0.0125000002, weight_decay: 0.0005000000

epoch time: 1551.1274414063s, input_fired_time: 13.9183340073, output_fired_time: 13.0589027405, propagate_forward_time: 593.5798339844, propagate_backward_time: 912.3507080078, weight_update_time: 1.6438146830, other_time: 18.2196044922
epoch time: 87.9432525635s, input_fired_time: 1.4104471207, output_fired_time: 0.0000000000, propagate_forward_time: 83.5578308105, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9749755859
validation[          , genome  6380] predictions:    5287/  10000 (52.87%), best:    5287/10000 (52.87%), error:     15560.15332, best error:     15560.15332 on epoch:     1, epoch:    1/50, mu: 0.5245000124, learning_rate: 0.0118749999, weight_decay: 0.0004750000

epoch time: 1626.9134521484s, input_fired_time: 14.2166681290, output_fired_time: 13.6448669434, propagate_forward_time: 624.3544921875, propagate_backward_time: 956.1907348633, weight_update_time: 1.6927676201, other_time: 18.5066528320
epoch time: 123.3582077026s, input_fired_time: 1.7258898020, output_fired_time: 0.0000000000, propagate_forward_time: 118.3735885620, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2587280273
validation[          , genome  6380] predictions:    5113/  10000 (51.13%), best:    5287/10000 (52.87%), error:     16244.07129, best error:     15560.15332 on epoch:     1, epoch:    2/50, mu: 0.5477750301, learning_rate: 0.0112812500, weight_decay: 0.0004512500

epoch time: 1736.4113769531s, input_fired_time: 15.2328281403, output_fired_time: 14.6960096359, propagate_forward_time: 668.4532470703, propagate_backward_time: 1018.3989257813, weight_update_time: 1.7969511747, other_time: 19.6303710938
epoch time: 127.9185791016s, input_fired_time: 1.8193627596, output_fired_time: 0.0000000000, propagate_forward_time: 122.7154693604, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3837432861
validation[          , genome  6380] predictions:    4631/  10000 (46.31%), best:    5287/10000 (52.87%), error:     19169.96680, best error:     15560.15332 on epoch:     1, epoch:    3/50, mu: 0.5698862672, learning_rate: 0.0107171871, weight_decay: 0.0004286875

epoch time: 1514.4752197266s, input_fired_time: 13.6745290756, output_fired_time: 12.7933368683, propagate_forward_time: 578.1904907227, propagate_backward_time: 891.6531372070, weight_update_time: 1.6240468025, other_time: 18.1636962891
epoch time: 163.6309661865s, input_fired_time: 2.1653015614, output_fired_time: 0.0000000000, propagate_forward_time: 157.7436218262, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7220458984
validation[          , genome  6380] predictions:    5281/  10000 (52.81%), best:    5281/10000 (52.81%), error:     15041.41797, best error:     15041.41797 on epoch:     4, epoch:    4/50, mu: 0.5908919573, learning_rate: 0.0101813274, weight_decay: 0.0004072531

epoch time: 1577.7615966797s, input_fired_time: 14.4224748611, output_fired_time: 13.3927793503, propagate_forward_time: 604.2852783203, propagate_backward_time: 926.6428222656, weight_update_time: 1.6973917484, other_time: 19.0181884766
epoch time: 105.4061660767s, input_fired_time: 1.5312378407, output_fired_time: 0.0000000000, propagate_forward_time: 100.7602310181, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1147003174
validation[          , genome  6380] predictions:    5036/  10000 (50.36%), best:    5281/10000 (52.81%), error:     16661.54883, best error:     15041.41797 on epoch:     4, epoch:    5/50, mu: 0.6108473539, learning_rate: 0.0096722608, weight_decay: 0.0003868904

epoch time: 1610.4072265625s, input_fired_time: 14.0696878433, output_fired_time: 13.5471754074, propagate_forward_time: 618.1414184570, propagate_backward_time: 946.2235717773, weight_update_time: 1.6805188656, other_time: 18.4254150391
epoch time: 113.5270462036s, input_fired_time: 1.6054209471, output_fired_time: 0.0000000000, propagate_forward_time: 108.7567520142, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1648712158
validation[          , genome  6380] predictions:    5489/  10000 (54.89%), best:    5489/10000 (54.89%), error:     14509.44336, best error:     14509.44336 on epoch:     6, epoch:    6/50, mu: 0.6298049688, learning_rate: 0.0091886474, weight_decay: 0.0003675459

epoch time: 1618.6181640625s, input_fired_time: 14.1987276077, output_fired_time: 13.6237020493, propagate_forward_time: 621.3840332031, propagate_backward_time: 950.7111816406, weight_update_time: 1.6977003813, other_time: 18.7005615234
epoch time: 104.4235305786s, input_fired_time: 1.6142091751, output_fired_time: 0.0000000000, propagate_forward_time: 99.6128921509, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1964263916
validation[          , genome  6380] predictions:    5194/  10000 (51.94%), best:    5489/10000 (54.89%), error:     15328.83691, best error:     14509.44336 on epoch:     6, epoch:    7/50, mu: 0.6478147507, learning_rate: 0.0087292148, weight_decay: 0.0003491686

epoch time: 1656.1936035156s, input_fired_time: 14.8058681488, output_fired_time: 14.0647544861, propagate_forward_time: 636.5718383789, propagate_backward_time: 971.4230346680, weight_update_time: 1.7470713854, other_time: 19.3281250000
epoch time: 116.4845504761s, input_fired_time: 1.7105822563, output_fired_time: 0.0000000000, propagate_forward_time: 111.4878158569, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2861557007
validation[          , genome  6380] predictions:    5262/  10000 (52.62%), best:    5489/10000 (54.89%), error:     15171.59082, best error:     14509.44336 on epoch:     6, epoch:    8/50, mu: 0.6649240255, learning_rate: 0.0082927542, weight_decay: 0.0003317102

epoch time: 1690.9152832031s, input_fired_time: 14.9998083115, output_fired_time: 14.3483886719, propagate_forward_time: 650.8869018555, propagate_backward_time: 991.1096191406, weight_update_time: 1.7728985548, other_time: 19.5706176758
epoch time: 146.8963775635s, input_fired_time: 1.8965141773, output_fired_time: 0.0000000000, propagate_forward_time: 141.6329498291, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3669128418
validation[          , genome  6380] predictions:    5419/  10000 (54.19%), best:    5419/10000 (54.19%), error:     14444.74121, best error:     14444.74121 on epoch:     9, epoch:    9/50, mu: 0.6811778545, learning_rate: 0.0078781163, weight_decay: 0.0003151247

epoch time: 1691.4278564453s, input_fired_time: 14.4775867462, output_fired_time: 14.1762514114, propagate_forward_time: 651.3040161133, propagate_backward_time: 992.8707275391, weight_update_time: 1.7290251255, other_time: 18.5993041992
epoch time: 119.7197799683s, input_fired_time: 1.6582148075, output_fired_time: 0.0000000000, propagate_forward_time: 114.9106216431, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1509399414
validation[          , genome  6380] predictions:    5222/  10000 (52.22%), best:    5419/10000 (54.19%), error:     15551.81445, best error:     14444.74121 on epoch:     9, epoch:   10/50, mu: 0.6966189742, learning_rate: 0.0074842102, weight_decay: 0.0002993684

epoch time: 1596.1574707031s, input_fired_time: 14.4435214996, output_fired_time: 13.5041351318, propagate_forward_time: 608.6000976563, propagate_backward_time: 939.3776855469, weight_update_time: 1.6958621740, other_time: 20.2320556641
epoch time: 112.9530334473s, input_fired_time: 1.6199063063, output_fired_time: 0.0000000000, propagate_forward_time: 107.9397048950, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3934249878
validation[          , genome  6380] predictions:    5414/  10000 (54.14%), best:    5414/10000 (54.14%), error:     14336.70996, best error:     14336.70996 on epoch:    11, epoch:   11/50, mu: 0.7112880349, learning_rate: 0.0071099997, weight_decay: 0.0002844000

epoch time: 1674.1126708984s, input_fired_time: 14.4041671753, output_fired_time: 14.0667848587, propagate_forward_time: 643.0970458984, propagate_backward_time: 983.8761596680, weight_update_time: 1.7228684425, other_time: 18.6685180664
epoch time: 150.4470520020s, input_fired_time: 1.9330089092, output_fired_time: 0.0000000000, propagate_forward_time: 145.0995025635, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4145355225
validation[          , genome  6380] predictions:    5541/  10000 (55.41%), best:    5541/10000 (55.41%), error:     13668.06641, best error:     13668.06641 on epoch:    12, epoch:   12/50, mu: 0.7252236605, learning_rate: 0.0067544994, weight_decay: 0.0002701800

epoch time: 1654.6888427734s, input_fired_time: 15.1734294891, output_fired_time: 14.2027273178, propagate_forward_time: 630.4490966797, propagate_backward_time: 973.0280761719, weight_update_time: 1.7636305094, other_time: 21.8354492188
epoch time: 153.8692321777s, input_fired_time: 1.9781340361, output_fired_time: 0.0000000000, propagate_forward_time: 148.4552154541, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4358825684
validation[          , genome  6380] predictions:    5531/  10000 (55.31%), best:    5541/10000 (55.41%), error:     14074.47266, best error:     13668.06641 on epoch:    12, epoch:   13/50, mu: 0.7384625077, learning_rate: 0.0064167744, weight_decay: 0.0002566710

epoch time: 1634.4625244141s, input_fired_time: 14.3309984207, output_fired_time: 13.9372005463, propagate_forward_time: 620.9328613281, propagate_backward_time: 964.3372192383, weight_update_time: 1.7155383825, other_time: 20.9241333008
epoch time: 128.0212860107s, input_fired_time: 1.7879111767, output_fired_time: 0.0000000000, propagate_forward_time: 121.7510375977, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4823379517
validation[          , genome  6380] predictions:    5592/  10000 (55.92%), best:    5592/10000 (55.92%), error:     13623.64844, best error:     13623.64844 on epoch:    14, epoch:   14/50, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 1589.8331298828s, input_fired_time: 14.5447168350, output_fired_time: 13.5457849503, propagate_forward_time: 606.3853759766, propagate_backward_time: 934.8126831055, weight_update_time: 1.7113161087, other_time: 20.5446166992
epoch time: 165.8556976318s, input_fired_time: 2.1835811138, output_fired_time: 0.0000000000, propagate_forward_time: 159.9114227295, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7606964111
validation[          , genome  6380] predictions:    5395/  10000 (53.95%), best:    5592/10000 (55.92%), error:     14262.77832, best error:     13623.64844 on epoch:    14, epoch:   15/50, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 1539.0305175781s, input_fired_time: 14.6062927246, output_fired_time: 13.3480291367, propagate_forward_time: 580.5595703125, propagate_backward_time: 907.4361572266, weight_update_time: 1.7002002001, other_time: 23.0804443359
epoch time: 88.7906723022s, input_fired_time: 1.5199896097, output_fired_time: 0.0000000000, propagate_forward_time: 84.0452117920, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2254714966
validation[          , genome  6380] predictions:    5702/  10000 (57.02%), best:    5702/10000 (57.02%), error:     13496.83203, best error:     13496.83203 on epoch:    16, epoch:   16/50, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 1698.9188232422s, input_fired_time: 15.0733566284, output_fired_time: 14.5260744095, propagate_forward_time: 647.8978271484, propagate_backward_time: 999.3265991211, weight_update_time: 1.7773416042, other_time: 22.0949096680
epoch time: 101.4687500000s, input_fired_time: 1.6081593037, output_fired_time: 0.0000000000, propagate_forward_time: 96.5566329956, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3039550781
validation[          , genome  6380] predictions:    5617/  10000 (56.17%), best:    5617/10000 (56.17%), error:     13386.59961, best error:     13386.59961 on epoch:    17, epoch:   17/50, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 1595.2730712891s, input_fired_time: 14.1291427612, output_fired_time: 13.5546779633, propagate_forward_time: 607.9212036133, propagate_backward_time: 940.3103027344, weight_update_time: 1.6789722443, other_time: 19.3577270508
epoch time: 110.5629119873s, input_fired_time: 1.5974733829, output_fired_time: 0.0000000000, propagate_forward_time: 105.8318023682, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1336364746
validation[          , genome  6380] predictions:    5538/  10000 (55.38%), best:    5617/10000 (56.17%), error:     13808.95508, best error:     13386.59961 on epoch:    17, epoch:   18/50, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 1491.5823974609s, input_fired_time: 13.7766199112, output_fired_time: 12.6411132813, propagate_forward_time: 566.2687377930, propagate_backward_time: 879.7178955078, weight_update_time: 1.6211394072, other_time: 19.1780395508
epoch time: 94.6178970337s, input_fired_time: 1.4667466879, output_fired_time: 0.0000000000, propagate_forward_time: 90.1972961426, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9538574219
validation[          , genome  6380] predictions:    5648/  10000 (56.48%), best:    5617/10000 (56.17%), error:     13479.85547, best error:     13386.59961 on epoch:    17, epoch:   19/50, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 1414.0410156250s, input_fired_time: 13.7682466507, output_fired_time: 12.1831283569, propagate_forward_time: 531.4113769531, propagate_backward_time: 835.9829711914, weight_update_time: 1.5958446264, other_time: 20.6953735352
epoch time: 137.7174682617s, input_fired_time: 1.9537535906, output_fired_time: 0.0000000000, propagate_forward_time: 131.8884429932, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8752746582
validation[          , genome  6380] predictions:    5619/  10000 (56.19%), best:    5617/10000 (56.17%), error:     13500.82520, best error:     13386.59961 on epoch:    17, epoch:   20/50, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 1459.3656005859s, input_fired_time: 13.6503410339, output_fired_time: 12.4110689163, propagate_forward_time: 551.5744628906, propagate_backward_time: 862.2308959961, weight_update_time: 1.5999070406, other_time: 19.4988403320
epoch time: 88.7041473389s, input_fired_time: 1.4198714495, output_fired_time: 0.0000000000, propagate_forward_time: 84.2647399902, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0195388794
validation[          , genome  6380] predictions:    5647/  10000 (56.47%), best:    5617/10000 (56.17%), error:     13513.65039, best error:     13386.59961 on epoch:    17, epoch:   21/50, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 1692.5111083984s, input_fired_time: 15.4422502518, output_fired_time: 14.4971017838, propagate_forward_time: 646.9195556641, propagate_backward_time: 993.6909790039, weight_update_time: 1.7864193916, other_time: 21.9612426758
epoch time: 129.8796691895s, input_fired_time: 1.8043371439, output_fired_time: 0.0000000000, propagate_forward_time: 124.1355590820, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.9397735596
validation[          , genome  6380] predictions:    5653/  10000 (56.53%), best:    5617/10000 (56.17%), error:     13710.21094, best error:     13386.59961 on epoch:    17, epoch:   22/50, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 1540.3280029297s, input_fired_time: 14.7734918594, output_fired_time: 13.2807540894, propagate_forward_time: 581.4536132813, propagate_backward_time: 908.0045166016, weight_update_time: 1.6934014559, other_time: 22.8156738281
epoch time: 124.2005538940s, input_fired_time: 1.8855488300, output_fired_time: 0.0000000000, propagate_forward_time: 117.6805801392, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6344223022
validation[          , genome  6380] predictions:    5765/  10000 (57.65%), best:    5765/10000 (57.65%), error:     12988.71777, best error:     12988.71777 on epoch:    23, epoch:   23/50, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 1585.0195312500s, input_fired_time: 14.9300155640, output_fired_time: 13.6724138260, propagate_forward_time: 600.0903930664, propagate_backward_time: 933.6165161133, weight_update_time: 1.7274729013, other_time: 22.7102050781
epoch time: 144.5536346436s, input_fired_time: 2.0651028156, output_fired_time: 0.0000000000, propagate_forward_time: 138.3320312500, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.1564941406
validation[          , genome  6380] predictions:    5713/  10000 (57.13%), best:    5765/10000 (57.65%), error:     13400.80371, best error:     12988.71777 on epoch:    23, epoch:   24/50, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 1580.9420166016s, input_fired_time: 14.1998414993, output_fired_time: 13.4655342102, propagate_forward_time: 601.2160644531, propagate_backward_time: 932.1448974609, weight_update_time: 1.6760344505, other_time: 19.9156494141
epoch time: 102.3753967285s, input_fired_time: 1.5566060543, output_fired_time: 0.0000000000, propagate_forward_time: 97.6734924316, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1453018188
validation[          , genome  6380] predictions:    5754/  10000 (57.54%), best:    5754/10000 (57.54%), error:     12940.04004, best error:     12940.04004 on epoch:    25, epoch:   25/50, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 1442.8027343750s, input_fired_time: 13.9074525833, output_fired_time: 12.4158334732, propagate_forward_time: 542.5139160156, propagate_backward_time: 852.6473999023, weight_update_time: 1.6158334017, other_time: 21.3180541992
epoch time: 161.3148193359s, input_fired_time: 2.1983938217, output_fired_time: 0.0000000000, propagate_forward_time: 154.3197174072, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7967071533
validation[          , genome  6380] predictions:    5935/  10000 (59.35%), best:    5935/10000 (59.35%), error:     12571.26953, best error:     12571.26953 on epoch:    26, epoch:   26/50, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 1819.7738037109s, input_fired_time: 15.5293798447, output_fired_time: 15.5991659164, propagate_forward_time: 694.9295043945, propagate_backward_time: 1070.9013671875, weight_update_time: 1.8479323387, other_time: 22.8144531250
epoch time: 143.3057556152s, input_fired_time: 2.0411288738, output_fired_time: 0.0000000000, propagate_forward_time: 137.2137756348, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.0508575439
validation[          , genome  6380] predictions:    5939/  10000 (59.39%), best:    5935/10000 (59.35%), error:     12600.15625, best error:     12571.26953 on epoch:    26, epoch:   27/50, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 1612.2805175781s, input_fired_time: 14.7242355347, output_fired_time: 13.7539758682, propagate_forward_time: 613.9452514648, propagate_backward_time: 948.9233398438, weight_update_time: 1.7144372463, other_time: 20.9336547852
epoch time: 121.1823883057s, input_fired_time: 1.8203694820, output_fired_time: 0.0000000000, propagate_forward_time: 115.8988571167, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4631652832
validation[          , genome  6380] predictions:    5841/  10000 (58.41%), best:    5935/10000 (59.35%), error:     12894.48047, best error:     12571.26953 on epoch:    26, epoch:   28/50, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 1722.1297607422s, input_fired_time: 15.5974626541, output_fired_time: 14.7740430832, propagate_forward_time: 656.2621459961, propagate_backward_time: 1012.7777709961, weight_update_time: 1.7959684134, other_time: 22.7183227539
epoch time: 117.9737396240s, input_fired_time: 1.8006341457, output_fired_time: 0.0000000000, propagate_forward_time: 112.7100677490, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4630355835
validation[          , genome  6380] predictions:    5882/  10000 (58.82%), best:    5935/10000 (59.35%), error:     12758.93066, best error:     12571.26953 on epoch:    26, epoch:   29/50, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 1665.0638427734s, input_fired_time: 15.3836193085, output_fired_time: 14.4653177261, propagate_forward_time: 628.6310424805, propagate_backward_time: 981.3361816406, weight_update_time: 1.7926986217, other_time: 25.2476196289
epoch time: 135.8409423828s, input_fired_time: 1.8698171377, output_fired_time: 0.0000000000, propagate_forward_time: 129.2383117676, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7328186035
validation[          , genome  6380] predictions:    5910/  10000 (59.10%), best:    5935/10000 (59.35%), error:     12619.65234, best error:     12571.26953 on epoch:    26, epoch:   30/50, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 1585.9893798828s, input_fired_time: 15.2780179977, output_fired_time: 13.8338222504, propagate_forward_time: 595.6277465820, propagate_backward_time: 936.4208984375, weight_update_time: 1.7433251143, other_time: 24.8287963867
epoch time: 100.6004333496s, input_fired_time: 1.6680347919, output_fired_time: 0.0000000000, propagate_forward_time: 95.5512008667, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3811950684
validation[          , genome  6380] predictions:    5858/  10000 (58.58%), best:    5935/10000 (59.35%), error:     13181.28809, best error:     12571.26953 on epoch:    26, epoch:   31/50, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 1639.4951171875s, input_fired_time: 15.4389448166, output_fired_time: 14.1945219040, propagate_forward_time: 623.3049926758, propagate_backward_time: 963.2015380859, weight_update_time: 1.7654494047, other_time: 23.3550415039
epoch time: 120.3144454956s, input_fired_time: 1.7369214296, output_fired_time: 0.0000000000, propagate_forward_time: 115.1307830811, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4467391968
validation[          , genome  6380] predictions:    5910/  10000 (59.10%), best:    5910/10000 (59.10%), error:     12336.36719, best error:     12336.36719 on epoch:    32, epoch:   32/50, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 1395.7307128906s, input_fired_time: 13.2945318222, output_fired_time: 11.8633327484, propagate_forward_time: 526.3289184570, propagate_backward_time: 825.2208862305, weight_update_time: 1.5540044308, other_time: 19.0230712891
epoch time: 113.5422210693s, input_fired_time: 1.6865407228, output_fired_time: 0.0000000000, propagate_forward_time: 107.8010101318, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.0546722412
validation[          , genome  6380] predictions:    5814/  10000 (58.14%), best:    5910/10000 (59.10%), error:     13020.09375, best error:     12336.36719 on epoch:    32, epoch:   33/50, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 1560.4298095703s, input_fired_time: 14.9352922440, output_fired_time: 13.4756059647, propagate_forward_time: 589.3583374023, propagate_backward_time: 919.7208251953, weight_update_time: 1.7089824677, other_time: 22.9397583008
epoch time: 136.5757293701s, input_fired_time: 1.9861329794, output_fired_time: 0.0000000000, propagate_forward_time: 129.7674865723, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8221130371
validation[          , genome  6380] predictions:    5982/  10000 (59.82%), best:    5910/10000 (59.10%), error:     12499.45020, best error:     12336.36719 on epoch:    32, epoch:   34/50, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 1577.7628173828s, input_fired_time: 14.9693593979, output_fired_time: 13.6600790024, propagate_forward_time: 597.1912231445, propagate_backward_time: 930.1556396484, weight_update_time: 1.7159906626, other_time: 21.7865600586
epoch time: 146.4660644531s, input_fired_time: 2.1944417953, output_fired_time: 0.0000000000, propagate_forward_time: 138.0502014160, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.2214202881
validation[          , genome  6380] predictions:    5964/  10000 (59.64%), best:    5910/10000 (59.10%), error:     12512.24121, best error:     12336.36719 on epoch:    32, epoch:   35/50, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 1511.6248779297s, input_fired_time: 14.7792253494, output_fired_time: 13.3452854156, propagate_forward_time: 562.1432495117, propagate_backward_time: 895.7366333008, weight_update_time: 1.6990313530, other_time: 25.6204833984
epoch time: 114.5399246216s, input_fired_time: 1.8055936098, output_fired_time: 0.0000000000, propagate_forward_time: 107.9505996704, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7837295532
validation[          , genome  6380] predictions:    6055/  10000 (60.55%), best:    6055/10000 (60.55%), error:     12297.86230, best error:     12297.86230 on epoch:    36, epoch:   36/50, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 1613.0054931641s, input_fired_time: 15.3236122131, output_fired_time: 14.1850442886, propagate_forward_time: 602.5995483398, propagate_backward_time: 952.7250366211, weight_update_time: 1.7792631388, other_time: 28.1722412109
epoch time: 163.4170074463s, input_fired_time: 2.2910714149, output_fired_time: 0.0000000000, propagate_forward_time: 156.4914398193, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6344909668
validation[          , genome  6380] predictions:    5919/  10000 (59.19%), best:    6055/10000 (60.55%), error:     12571.31738, best error:     12297.86230 on epoch:    36, epoch:   37/50, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 1601.1923828125s, input_fired_time: 15.0632658005, output_fired_time: 13.8950004578, propagate_forward_time: 604.0783081055, propagate_backward_time: 944.5734863281, weight_update_time: 1.7460926771, other_time: 23.5823364258
epoch time: 159.2405700684s, input_fired_time: 2.2125728130, output_fired_time: 0.0000000000, propagate_forward_time: 152.4202270508, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6077728271
validation[          , genome  6380] predictions:    6024/  10000 (60.24%), best:    6055/10000 (60.55%), error:     12596.83496, best error:     12297.86230 on epoch:    36, epoch:   38/50, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 1618.1616210938s, input_fired_time: 14.5937643051, output_fired_time: 13.9582891464, propagate_forward_time: 610.5814819336, propagate_backward_time: 957.2323608398, weight_update_time: 1.7212892771, other_time: 21.7957763672
epoch time: 138.0520172119s, input_fired_time: 1.9129554033, output_fired_time: 0.0000000000, propagate_forward_time: 131.8654022217, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.2736663818
validation[          , genome  6380] predictions:    6163/  10000 (61.63%), best:    6163/10000 (61.63%), error:     12015.39941, best error:     12015.39941 on epoch:    39, epoch:   39/50, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 1524.3286132813s, input_fired_time: 14.5411567688, output_fired_time: 13.1694784164, propagate_forward_time: 573.5776977539, propagate_backward_time: 900.9559326172, weight_update_time: 1.6769490242, other_time: 22.0844116211
epoch time: 140.7645111084s, input_fired_time: 1.9471683502, output_fired_time: 0.0000000000, propagate_forward_time: 134.8429870605, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.9743499756
validation[          , genome  6380] predictions:    5902/  10000 (59.02%), best:    6163/10000 (61.63%), error:     12898.14355, best error:     12015.39941 on epoch:    39, epoch:   40/50, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 1479.8454589844s, input_fired_time: 13.8540220261, output_fired_time: 12.6765785217, propagate_forward_time: 558.1065673828, propagate_backward_time: 874.5139160156, weight_update_time: 1.6201157570, other_time: 20.6943359375
epoch time: 109.6341705322s, input_fired_time: 1.6468913555, output_fired_time: 0.0000000000, propagate_forward_time: 104.1639785767, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8233032227
validation[          , genome  6380] predictions:    6067/  10000 (60.67%), best:    6163/10000 (61.63%), error:     12396.52930, best error:     12015.39941 on epoch:    39, epoch:   41/50, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 1511.2664794922s, input_fired_time: 14.0706348419, output_fired_time: 13.0968217850, propagate_forward_time: 566.7006225586, propagate_backward_time: 895.5174560547, weight_update_time: 1.6521487236, other_time: 21.8809204102
epoch time: 124.7779769897s, input_fired_time: 1.8093682528, output_fired_time: 0.0000000000, propagate_forward_time: 118.5225524902, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.4460525513
validation[          , genome  6380] predictions:    5894/  10000 (58.94%), best:    6163/10000 (61.63%), error:     12799.49609, best error:     12015.39941 on epoch:    39, epoch:   42/50, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 1632.3615722656s, input_fired_time: 14.8697185516, output_fired_time: 14.2120780945, propagate_forward_time: 612.2579345703, propagate_backward_time: 967.0704345703, weight_update_time: 1.7438950539, other_time: 23.9514160156
epoch time: 166.8086547852s, input_fired_time: 2.2919993401, output_fired_time: 0.0000000000, propagate_forward_time: 160.7364196777, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7802429199
validation[          , genome  6380] predictions:    5995/  10000 (59.95%), best:    6163/10000 (61.63%), error:     12505.32715, best error:     12015.39941 on epoch:    39, epoch:   43/50, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 1590.2048339844s, input_fired_time: 14.8391561508, output_fired_time: 13.8243188858, propagate_forward_time: 597.4334716797, propagate_backward_time: 940.4240722656, weight_update_time: 1.7248238325, other_time: 23.6838378906
epoch time: 89.5249786377s, input_fired_time: 1.6032263041, output_fired_time: 0.0000000000, propagate_forward_time: 84.6226501465, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2991027832
validation[          , genome  6380] predictions:    6113/  10000 (61.13%), best:    6163/10000 (61.63%), error:     12135.79688, best error:     12015.39941 on epoch:    39, epoch:   44/50, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 1626.1267089844s, input_fired_time: 15.1489696503, output_fired_time: 14.1255970001, propagate_forward_time: 612.7260742188, propagate_backward_time: 960.7883911133, weight_update_time: 1.7536525726, other_time: 23.3377075195
epoch time: 121.4914627075s, input_fired_time: 1.7816169262, output_fired_time: 0.0000000000, propagate_forward_time: 115.7237548828, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.9860916138
validation[          , genome  6380] predictions:    6041/  10000 (60.41%), best:    6163/10000 (61.63%), error:     12315.04102, best error:     12015.39941 on epoch:    39, epoch:   45/50, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 1647.3358154297s, input_fired_time: 15.6636400223, output_fired_time: 14.5152444839, propagate_forward_time: 614.0911254883, propagate_backward_time: 974.7962646484, weight_update_time: 1.7982928753, other_time: 28.2694702148
epoch time: 155.4637298584s, input_fired_time: 2.1942710876, output_fired_time: 0.0000000000, propagate_forward_time: 147.6303253174, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.6391296387
validation[          , genome  6380] predictions:    6082/  10000 (60.82%), best:    6163/10000 (61.63%), error:     12193.27246, best error:     12015.39941 on epoch:    39, epoch:   46/50, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 1552.1009521484s, input_fired_time: 14.7211732864, output_fired_time: 13.4642801285, propagate_forward_time: 582.3825683594, propagate_backward_time: 918.5564575195, weight_update_time: 1.6999813318, other_time: 22.9765014648
epoch time: 143.6944427490s, input_fired_time: 1.9926074743, output_fired_time: 0.0000000000, propagate_forward_time: 136.9911193848, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7107086182
validation[          , genome  6380] predictions:    6041/  10000 (60.41%), best:    6163/10000 (61.63%), error:     12336.73438, best error:     12015.39941 on epoch:    39, epoch:   47/50, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 1507.0548095703s, input_fired_time: 14.0920534134, output_fired_time: 12.9267616272, propagate_forward_time: 567.2750854492, propagate_backward_time: 892.0027465820, weight_update_time: 1.6387377977, other_time: 20.7581787109
epoch time: 102.7867889404s, input_fired_time: 1.6156986952, output_fired_time: 0.0000000000, propagate_forward_time: 98.0253448486, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1457443237
validation[          , genome  6380] predictions:    6015/  10000 (60.15%), best:    6163/10000 (61.63%), error:     12405.25000, best error:     12015.39941 on epoch:    39, epoch:   48/50, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 1512.6508789063s, input_fired_time: 14.8721113205, output_fired_time: 13.1532325745, propagate_forward_time: 566.5672607422, propagate_backward_time: 893.6434936523, weight_update_time: 1.6904582977, other_time: 24.4148559570
epoch time: 147.9089813232s, input_fired_time: 2.0417251587, output_fired_time: 0.0000000000, propagate_forward_time: 141.2319641113, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6352844238
validation[          , genome  6380] predictions:    6016/  10000 (60.16%), best:    6163/10000 (61.63%), error:     12737.20605, best error:     12015.39941 on epoch:    39, epoch:   49/50, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 1469.5097656250s, input_fired_time: 14.3574562073, output_fired_time: 12.7707996368, propagate_forward_time: 549.7788696289, propagate_backward_time: 870.2233886719, weight_update_time: 1.6415891647, other_time: 22.3793334961
epoch time: 149.2969360352s, input_fired_time: 2.0379157066, output_fired_time: 0.0000000000, propagate_forward_time: 142.3261566162, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.9328613281
validation[          , genome  6380] predictions:    6106/  10000 (61.06%), best:    6106/10000 (61.06%), error:     12006.42578, best error:     12006.42578 on epoch:    50, 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: 610.9689941406s, input_fired_time: 8.9495458603, output_fired_time: 0.0000000000, propagate_forward_time: 580.9188842773, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 21.1005859375
best training[          , genome  6380] predictions:   37929/  50000 (75.86%), best:    6106/10000 (61.06%), error:     35240.86719, best error:     12006.42578 on epoch:    50, 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: 132.3928833008s, input_fired_time: 1.8914492130, output_fired_time: 0.0000000000, propagate_forward_time: 125.5005874634, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.0008468628
   testing[          , genome  6380] predictions:    6106/  10000 (61.06%), best:    6106/10000 (61.06%), error:     12006.42578, best error:     12006.42578 on epoch:    50, epoch:   51/50, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488
backpropagation finished successfully!
18:51:00 (2948): called boinc_finish(0)

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