Nameexact_genome_1542692703_177_6372_0
Workunit4100299
Created20 Nov 2018, 6:33:35 UTC
Sent20 Nov 2018, 7:07:37 UTC
Report deadline11 Jan 2019, 17:34:16 UTC
Received24 Nov 2018, 2:55:09 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID83973
Run time1 days 21 hours 44 min 46 sec
CPU time1 days 21 hours 30 min 49 sec
Validate stateValid
Credit13,108.80
Device peak FLOPS2.50 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size531.67 MB
Peak swap size551.42 MB
Peak disk usage12.35 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_1542692703_177_6372.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1542692703_177_6372_0_r1691914065_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from input file: '../../projects/csgrid.org_csg/exact_genome_1542692703_177_6372.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: 6372
read normal distribution: '0 1.02268314361572 -0.217932686209679'
generator_str: '2075723407'
read generator: 2075723407
read generated_by_map:
1 split_edge 1
reading 100 nodes.
reading 403 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: 811455934
post shuffle 1: 529518592
epoch time: 3278.93872070313s, input_fired_time: 24.9260501861572, output_fired_time: 24.3152465820313, propagate_forward_time: 1268.10192871094, propagate_backward_time: 1919.04895019531, weight_update_time: 5.3898138999939, other_time: 42.546630859375
epoch time: 260.831085205078s, input_fired_time: 2.72314238548279, output_fired_time: 0, propagate_forward_time: 249.994689941406, propagate_backward_time: 0, weight_update_time: 0, other_time: 8.11325073242188
validation[          , genome  6372] predictions:    5077/  10000 (50.77%), best:    5077/10000 (50.77%), error:     18669.47070, best error:     18669.47070 on epoch:     0, epoch:    0/50, mu: 0.5000000000, learning_rate: 0.0125000002, weight_decay: 0.0005000000

epoch time: 3271.5341796875s, input_fired_time: 27.6231594086, output_fired_time: 26.3295879364, propagate_forward_time: 1267.8325195313, propagate_backward_time: 1910.8126220703, weight_update_time: 5.3501863480, other_time: 38.9364013672
epoch time: 262.4135742188s, input_fired_time: 5.7415394783, output_fired_time: 0.0000000000, propagate_forward_time: 250.3762969971, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.2957305908
validation[          , genome  6372] predictions:    4898/  10000 (48.98%), best:    4898/10000 (48.98%), error:     17819.08398, best error:     17819.08398 on epoch:     1, epoch:    1/50, mu: 0.5245000124, learning_rate: 0.0118749999, weight_decay: 0.0004750000

epoch time: 3276.2370605469s, input_fired_time: 27.6278839111, output_fired_time: 24.8063907623, propagate_forward_time: 1263.4418945313, propagate_backward_time: 1916.7196044922, weight_update_time: 7.3981537819, other_time: 43.6412353516
epoch time: 262.9418029785s, input_fired_time: 2.7192876339, output_fired_time: 0.0000000000, propagate_forward_time: 253.0121765137, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.2103271484
validation[          , genome  6372] predictions:    5262/  10000 (52.62%), best:    5262/10000 (52.62%), error:     15574.61523, best error:     15574.61523 on epoch:     2, epoch:    2/50, mu: 0.5477750301, learning_rate: 0.0112812500, weight_decay: 0.0004512500

epoch time: 3271.8276367188s, input_fired_time: 26.4799385071, output_fired_time: 26.8050746918, propagate_forward_time: 1250.8286132813, propagate_backward_time: 1927.5745849609, weight_update_time: 5.3616352081, other_time: 40.1392822266
epoch time: 263.3911743164s, input_fired_time: 2.7201581001, output_fired_time: 0.0000000000, propagate_forward_time: 251.3056488037, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.3653717041
validation[          , genome  6372] predictions:    5272/  10000 (52.72%), best:    5272/10000 (52.72%), error:     15127.47754, best error:     15127.47754 on epoch:     3, epoch:    3/50, mu: 0.5698862672, learning_rate: 0.0107171871, weight_decay: 0.0004286875

epoch time: 3282.6215820313s, input_fired_time: 24.4616718292, output_fired_time: 25.3564281464, propagate_forward_time: 1263.3568115234, propagate_backward_time: 1930.2662353516, weight_update_time: 5.3852562904, other_time: 39.1804199219
epoch time: 261.7211303711s, input_fired_time: 4.6463456154, output_fired_time: 0.0000000000, propagate_forward_time: 249.8966369629, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.1781616211
validation[          , genome  6372] predictions:    5108/  10000 (51.08%), best:    5272/10000 (52.72%), error:     15690.09180, best error:     15127.47754 on epoch:     3, epoch:    4/50, mu: 0.5908919573, learning_rate: 0.0101813274, weight_decay: 0.0004072531

epoch time: 3294.7858886719s, input_fired_time: 26.3592834473, output_fired_time: 24.4331588745, propagate_forward_time: 1267.6499023438, propagate_backward_time: 1937.7459716797, weight_update_time: 5.2725772858, other_time: 38.5975341797
epoch time: 263.1497192383s, input_fired_time: 4.7513427734, output_fired_time: 0.0000000000, propagate_forward_time: 252.1689605713, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.2294158936
validation[          , genome  6372] predictions:    5164/  10000 (51.64%), best:    5272/10000 (52.72%), error:     15583.47852, best error:     15127.47754 on epoch:     3, epoch:    5/50, mu: 0.6108473539, learning_rate: 0.0096722608, weight_decay: 0.0003868904

epoch time: 3287.5693359375s, input_fired_time: 24.5093650818, output_fired_time: 26.1450481415, propagate_forward_time: 1264.7852783203, propagate_backward_time: 1930.7001953125, weight_update_time: 5.3994398117, other_time: 41.4295654297
epoch time: 260.9385070801s, input_fired_time: 2.7037954330, output_fired_time: 0.0000000000, propagate_forward_time: 250.9957733154, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.2389373779
validation[          , genome  6372] predictions:    5032/  10000 (50.32%), best:    5272/10000 (52.72%), error:     16826.08203, best error:     15127.47754 on epoch:     3, epoch:    6/50, mu: 0.6298049688, learning_rate: 0.0091886474, weight_decay: 0.0003675459

epoch time: 3276.6171875000s, input_fired_time: 22.2454147339, output_fired_time: 28.1427116394, propagate_forward_time: 1247.9844970703, propagate_backward_time: 1936.0599365234, weight_update_time: 7.4468779564, other_time: 42.1845703125
epoch time: 262.6728515625s, input_fired_time: 3.7754876614, output_fired_time: 0.0000000000, propagate_forward_time: 251.7183074951, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.1790618896
validation[          , genome  6372] predictions:    5304/  10000 (53.04%), best:    5304/10000 (53.04%), error:     14801.81738, best error:     14801.81738 on epoch:     7, epoch:    7/50, mu: 0.6478147507, learning_rate: 0.0087292148, weight_decay: 0.0003491686

epoch time: 3283.1079101563s, input_fired_time: 24.5114135742, output_fired_time: 25.3836822510, propagate_forward_time: 1278.2373046875, propagate_backward_time: 1915.5125732422, weight_update_time: 5.2579822540, other_time: 39.4627685547
epoch time: 263.1803894043s, input_fired_time: 2.7035465240, output_fired_time: 0.0000000000, propagate_forward_time: 253.1159973145, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.3608398438
validation[          , genome  6372] predictions:    5305/  10000 (53.05%), best:    5305/10000 (53.05%), error:     14491.14355, best error:     14491.14355 on epoch:     8, epoch:    8/50, mu: 0.6649240255, learning_rate: 0.0082927542, weight_decay: 0.0003317102

epoch time: 3285.2241210938s, input_fired_time: 23.6245384216, output_fired_time: 27.2671718597, propagate_forward_time: 1283.1079101563, propagate_backward_time: 1910.2738037109, weight_update_time: 7.4201970100, other_time: 40.9508056641
epoch time: 260.6985778809s, input_fired_time: 3.7291069031, output_fired_time: 0.0000000000, propagate_forward_time: 249.7812194824, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.1882629395
validation[          , genome  6372] predictions:    5435/  10000 (54.35%), best:    5305/10000 (53.05%), error:     14571.24707, best error:     14491.14355 on epoch:     8, epoch:    9/50, mu: 0.6811778545, learning_rate: 0.0078781163, weight_decay: 0.0003151247

epoch time: 3306.4616699219s, input_fired_time: 26.6079940796, output_fired_time: 25.6137065887, propagate_forward_time: 1272.5052490234, propagate_backward_time: 1942.5187988281, weight_update_time: 6.3183498383, other_time: 39.2159423828
epoch time: 260.4345397949s, input_fired_time: 2.6820065975, output_fired_time: 0.0000000000, propagate_forward_time: 248.5541076660, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.1984252930
validation[          , genome  6372] predictions:    5500/  10000 (55.00%), best:    5500/10000 (55.00%), error:     14373.97070, best error:     14373.97070 on epoch:    10, epoch:   10/50, mu: 0.6966189742, learning_rate: 0.0074842102, weight_decay: 0.0002993684

epoch time: 3280.6999511719s, input_fired_time: 26.5284786224, output_fired_time: 25.4107456207, propagate_forward_time: 1279.6181640625, propagate_backward_time: 1907.5213623047, weight_update_time: 6.3879885674, other_time: 41.6212158203
epoch time: 262.1197814941s, input_fired_time: 3.7845156193, output_fired_time: 0.0000000000, propagate_forward_time: 251.1557464600, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.1795196533
validation[          , genome  6372] predictions:    5505/  10000 (55.05%), best:    5505/10000 (55.05%), error:     14088.58301, best error:     14088.58301 on epoch:    11, epoch:   11/50, mu: 0.7112880349, learning_rate: 0.0071099997, weight_decay: 0.0002844000

epoch time: 3282.2756347656s, input_fired_time: 24.5045337677, output_fired_time: 24.8126659393, propagate_forward_time: 1257.5610351563, propagate_backward_time: 1935.1943359375, weight_update_time: 5.3752155304, other_time: 40.2028808594
epoch time: 259.8663940430s, input_fired_time: 3.6678459644, output_fired_time: 0.0000000000, propagate_forward_time: 249.0590667725, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.1394805908
validation[          , genome  6372] predictions:    5603/  10000 (56.03%), best:    5603/10000 (56.03%), error:     13644.31055, best error:     13644.31055 on epoch:    12, epoch:   12/50, mu: 0.7252236605, learning_rate: 0.0067544994, weight_decay: 0.0002701800

epoch time: 3294.9421386719s, input_fired_time: 24.5738544464, output_fired_time: 25.0311546326, propagate_forward_time: 1278.5555419922, propagate_backward_time: 1922.5590820313, weight_update_time: 6.4185614586, other_time: 44.2222900391
epoch time: 260.9638671875s, input_fired_time: 2.7003474236, output_fired_time: 0.0000000000, propagate_forward_time: 251.0841217041, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.1793975830
validation[          , genome  6372] predictions:    5490/  10000 (54.90%), best:    5603/10000 (56.03%), error:     14580.91504, best error:     13644.31055 on epoch:    12, epoch:   13/50, mu: 0.7384625077, learning_rate: 0.0064167744, weight_decay: 0.0002566710

epoch time: 3288.1079101563s, input_fired_time: 27.6953392029, output_fired_time: 28.3132305145, propagate_forward_time: 1283.7669677734, propagate_backward_time: 1904.5471191406, weight_update_time: 6.3797602654, other_time: 43.7852783203
epoch time: 265.6026611328s, input_fired_time: 2.7392282486, output_fired_time: 0.0000000000, propagate_forward_time: 256.6747131348, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.1887207031
validation[          , genome  6372] predictions:    5648/  10000 (56.48%), best:    5603/10000 (56.03%), error:     13874.48535, best error:     13644.31055 on epoch:    12, epoch:   14/50, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 3278.0681152344s, input_fired_time: 23.3408451080, output_fired_time: 24.9808502197, propagate_forward_time: 1249.9202880859, propagate_backward_time: 1933.8941650391, weight_update_time: 5.3173470497, other_time: 45.9318847656
epoch time: 265.4544982910s, input_fired_time: 3.7249119282, output_fired_time: 0.0000000000, propagate_forward_time: 255.4161224365, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.3134613037
validation[          , genome  6372] predictions:    5437/  10000 (54.37%), best:    5603/10000 (56.03%), error:     14313.57617, best error:     13644.31055 on epoch:    12, epoch:   15/50, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 3295.2773437500s, input_fired_time: 25.3630695343, output_fired_time: 25.3264350891, propagate_forward_time: 1251.0266113281, propagate_backward_time: 1955.0428466797, weight_update_time: 6.2856073380, other_time: 38.5184326172
epoch time: 263.6720581055s, input_fired_time: 2.6744771004, output_fired_time: 0.0000000000, propagate_forward_time: 254.7125854492, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.2850036621
validation[          , genome  6372] predictions:    5621/  10000 (56.21%), best:    5621/10000 (56.21%), error:     13259.88770, best error:     13259.88770 on epoch:    16, epoch:   16/50, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 3285.9099121094s, input_fired_time: 22.1503238678, output_fired_time: 26.2388076782, propagate_forward_time: 1250.6860351563, propagate_backward_time: 1946.4327392578, weight_update_time: 5.2730097771, other_time: 40.4019775391
epoch time: 263.6094665527s, input_fired_time: 2.7234878540, output_fired_time: 0.0000000000, propagate_forward_time: 253.5671539307, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.3188323975
validation[          , genome  6372] predictions:    5658/  10000 (56.58%), best:    5621/10000 (56.21%), error:     13488.52637, best error:     13259.88770 on epoch:    16, epoch:   17/50, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 3286.5043945313s, input_fired_time: 22.2982845306, output_fired_time: 25.0180301666, propagate_forward_time: 1239.8060302734, propagate_backward_time: 1959.9343261719, weight_update_time: 5.4498143196, other_time: 39.4476318359
epoch time: 262.5807495117s, input_fired_time: 3.6968417168, output_fired_time: 0.0000000000, propagate_forward_time: 251.6444854736, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.2394256592
validation[          , genome  6372] predictions:    5718/  10000 (57.18%), best:    5621/10000 (56.21%), error:     13328.74707, best error:     13259.88770 on epoch:    16, epoch:   18/50, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 3286.2211914063s, input_fired_time: 27.6214408875, output_fired_time: 26.3959331512, propagate_forward_time: 1263.9230957031, propagate_backward_time: 1927.7568359375, weight_update_time: 5.3435802460, other_time: 40.5239257813
epoch time: 263.4480285645s, input_fired_time: 2.7143299580, output_fired_time: 0.0000000000, propagate_forward_time: 253.6571044922, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.0765991211
validation[          , genome  6372] predictions:    5633/  10000 (56.33%), best:    5621/10000 (56.21%), error:     13647.14746, best error:     13259.88770 on epoch:    16, epoch:   19/50, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 3289.8317871094s, input_fired_time: 27.0056552887, output_fired_time: 27.4573307037, propagate_forward_time: 1287.3627929688, propagate_backward_time: 1909.6019287109, weight_update_time: 5.4314780235, other_time: 38.4041748047
epoch time: 264.0466003418s, input_fired_time: 2.7590727806, output_fired_time: 0.0000000000, propagate_forward_time: 255.0722503662, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.2152862549
validation[          , genome  6372] predictions:    5694/  10000 (56.94%), best:    5621/10000 (56.21%), error:     13379.52441, best error:     13259.88770 on epoch:    16, epoch:   20/50, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 3288.0283203125s, input_fired_time: 25.4216098785, output_fired_time: 25.2562103271, propagate_forward_time: 1251.7037353516, propagate_backward_time: 1941.8852539063, weight_update_time: 5.2954225540, other_time: 43.7615966797
epoch time: 263.9048461914s, input_fired_time: 2.7374596596, output_fired_time: 0.0000000000, propagate_forward_time: 254.8659362793, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.3014526367
validation[          , genome  6372] predictions:    5822/  10000 (58.22%), best:    5822/10000 (58.22%), error:     13188.95117, best error:     13188.95117 on epoch:    21, epoch:   21/50, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 3286.4914550781s, input_fired_time: 23.5900821686, output_fired_time: 29.0900135040, propagate_forward_time: 1269.0843505859, propagate_backward_time: 1927.1176757813, weight_update_time: 5.3018298149, other_time: 37.6092529297
epoch time: 262.5154724121s, input_fired_time: 2.7281210423, output_fired_time: 0.0000000000, propagate_forward_time: 252.5890502930, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.1983032227
validation[          , genome  6372] predictions:    5735/  10000 (57.35%), best:    5822/10000 (58.22%), error:     13201.11426, best error:     13188.95117 on epoch:    21, epoch:   22/50, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 3286.8471679688s, input_fired_time: 23.5239353180, output_fired_time: 28.7370033264, propagate_forward_time: 1241.8862304688, propagate_backward_time: 1949.0032958984, weight_update_time: 5.4306383133, other_time: 43.6966552734
epoch time: 269.5984802246s, input_fired_time: 2.7540869713, output_fired_time: 0.0000000000, propagate_forward_time: 259.5698547363, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.2745361328
validation[          , genome  6372] predictions:    5791/  10000 (57.91%), best:    5791/10000 (57.91%), error:     13102.55664, best error:     13102.55664 on epoch:    23, epoch:   23/50, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 3299.3874511719s, input_fired_time: 25.8522357941, output_fired_time: 25.5300083160, propagate_forward_time: 1287.1186523438, propagate_backward_time: 1917.4246826172, weight_update_time: 5.4657220840, other_time: 43.4617919922
epoch time: 263.8734741211s, input_fired_time: 2.7503719330, output_fired_time: 0.0000000000, propagate_forward_time: 252.8620910645, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.2610168457
validation[          , genome  6372] predictions:    5909/  10000 (59.09%), best:    5909/10000 (59.09%), error:     12833.79395, best error:     12833.79395 on epoch:    24, epoch:   24/50, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 3289.3630371094s, input_fired_time: 24.5444698334, output_fired_time: 25.0840778351, propagate_forward_time: 1259.2962646484, propagate_backward_time: 1939.1511230469, weight_update_time: 5.4025712013, other_time: 41.2872314453
epoch time: 268.4546813965s, input_fired_time: 2.8024950027, output_fired_time: 0.0000000000, propagate_forward_time: 256.4314880371, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.2207031250
validation[          , genome  6372] predictions:    5751/  10000 (57.51%), best:    5909/10000 (59.09%), error:     13275.88867, best error:     12833.79395 on epoch:    24, epoch:   25/50, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 3283.3525390625s, input_fired_time: 26.8809051514, output_fired_time: 28.3594646454, propagate_forward_time: 1270.8146972656, propagate_backward_time: 1917.2087402344, weight_update_time: 5.3903050423, other_time: 40.0888671875
epoch time: 261.7002868652s, input_fired_time: 2.7625460625, output_fired_time: 0.0000000000, propagate_forward_time: 252.7227630615, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.2149810791
validation[          , genome  6372] predictions:    5913/  10000 (59.13%), best:    5913/10000 (59.13%), error:     12349.81055, best error:     12349.81055 on epoch:    26, epoch:   26/50, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 3285.4768066406s, input_fired_time: 24.0422153473, output_fired_time: 30.8780422211, propagate_forward_time: 1281.6490478516, propagate_backward_time: 1908.9759521484, weight_update_time: 6.3229498863, other_time: 39.9316406250
epoch time: 263.1698913574s, input_fired_time: 3.8346259594, output_fired_time: 0.0000000000, propagate_forward_time: 252.1669921875, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.1682739258
validation[          , genome  6372] predictions:    5921/  10000 (59.21%), best:    5913/10000 (59.13%), error:     12551.70996, best error:     12349.81055 on epoch:    26, epoch:   27/50, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 3391.7507324219s, input_fired_time: 24.1394271851, output_fired_time: 26.8267765045, propagate_forward_time: 1293.5511474609, propagate_backward_time: 1985.0852050781, weight_update_time: 5.4089441299, other_time: 62.1483154297
epoch time: 265.8853759766s, input_fired_time: 3.7957069874, output_fired_time: 0.0000000000, propagate_forward_time: 254.6427764893, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.4468841553
validation[          , genome  6372] predictions:    5865/  10000 (58.65%), best:    5913/10000 (59.13%), error:     12457.95605, best error:     12349.81055 on epoch:    26, epoch:   28/50, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 3285.6062011719s, input_fired_time: 27.0200061798, output_fired_time: 24.0476417542, propagate_forward_time: 1276.4884033203, propagate_backward_time: 1913.7749023438, weight_update_time: 6.3368220329, other_time: 44.2752685547
epoch time: 266.3331298828s, input_fired_time: 2.7997703552, output_fired_time: 0.0000000000, propagate_forward_time: 256.1891174316, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.3442382813
validation[          , genome  6372] predictions:    5865/  10000 (58.65%), best:    5913/10000 (59.13%), error:     12569.83789, best error:     12349.81055 on epoch:    26, epoch:   29/50, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 3316.2290039063s, input_fired_time: 27.1852130890, output_fired_time: 24.2318611145, propagate_forward_time: 1270.9041748047, propagate_backward_time: 1948.8917236328, weight_update_time: 6.4328565598, other_time: 45.0158691406
epoch time: 261.0847473145s, input_fired_time: 3.7540597916, output_fired_time: 0.0000000000, propagate_forward_time: 250.1540679932, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.1766204834
validation[          , genome  6372] predictions:    5759/  10000 (57.59%), best:    5913/10000 (59.13%), error:     13380.53125, best error:     12349.81055 on epoch:    26, epoch:   30/50, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 3297.5214843750s, input_fired_time: 25.0107669830, output_fired_time: 25.1308364868, propagate_forward_time: 1277.0227050781, propagate_backward_time: 1925.3535156250, weight_update_time: 5.3050594330, other_time: 45.0036621094
epoch time: 272.5757751465s, input_fired_time: 2.8784716129, output_fired_time: 0.0000000000, propagate_forward_time: 262.3527832031, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.3445129395
validation[          , genome  6372] predictions:    5856/  10000 (58.56%), best:    5913/10000 (59.13%), error:     12968.39355, best error:     12349.81055 on epoch:    26, epoch:   31/50, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 3307.8559570313s, input_fired_time: 26.3012199402, output_fired_time: 27.5748767853, propagate_forward_time: 1293.9713134766, propagate_backward_time: 1915.3276367188, weight_update_time: 8.4851293564, other_time: 44.6807861328
epoch time: 261.4784240723s, input_fired_time: 2.7721941471, output_fired_time: 0.0000000000, propagate_forward_time: 250.4498748779, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.2563629150
validation[          , genome  6372] predictions:    5890/  10000 (58.90%), best:    5913/10000 (59.13%), error:     12450.18164, best error:     12349.81055 on epoch:    26, epoch:   32/50, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 3301.5717773438s, input_fired_time: 26.8564949036, output_fired_time: 26.4796981812, propagate_forward_time: 1257.9051513672, propagate_backward_time: 1950.7187500000, weight_update_time: 6.4271235466, other_time: 39.6116943359
epoch time: 263.8990173340s, input_fired_time: 3.7927253246, output_fired_time: 0.0000000000, propagate_forward_time: 252.8528594971, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.2534332275
validation[          , genome  6372] predictions:    5941/  10000 (59.41%), best:    5913/10000 (59.13%), error:     12725.10254, best error:     12349.81055 on epoch:    26, epoch:   33/50, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 3306.3581542969s, input_fired_time: 23.0205612183, output_fired_time: 26.0648746490, propagate_forward_time: 1271.9317626953, propagate_backward_time: 1946.0521240234, weight_update_time: 5.4166660309, other_time: 39.2888183594
epoch time: 266.0784606934s, input_fired_time: 3.8316154480, output_fired_time: 0.0000000000, propagate_forward_time: 253.9224548340, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.3244018555
validation[          , genome  6372] predictions:    5869/  10000 (58.69%), best:    5913/10000 (59.13%), error:     12957.94141, best error:     12349.81055 on epoch:    26, epoch:   34/50, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 3302.7539062500s, input_fired_time: 24.7623214722, output_fired_time: 27.1771297455, propagate_forward_time: 1272.2377929688, propagate_backward_time: 1936.9146728516, weight_update_time: 5.2817335129, other_time: 41.6619873047
epoch time: 263.0126342773s, input_fired_time: 2.7889041901, output_fired_time: 0.0000000000, propagate_forward_time: 254.0140533447, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.2096710205
validation[          , genome  6372] predictions:    5951/  10000 (59.51%), best:    5913/10000 (59.13%), error:     12749.68848, best error:     12349.81055 on epoch:    26, epoch:   35/50, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 3300.9116210938s, input_fired_time: 22.9178600311, output_fired_time: 25.9612808228, propagate_forward_time: 1253.0383300781, propagate_backward_time: 1954.0045166016, weight_update_time: 5.4561505318, other_time: 44.9896240234
epoch time: 263.3078613281s, input_fired_time: 2.8064317703, output_fired_time: 0.0000000000, propagate_forward_time: 254.2588653564, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.2425689697
validation[          , genome  6372] predictions:    5863/  10000 (58.63%), best:    5913/10000 (59.13%), error:     13050.62305, best error:     12349.81055 on epoch:    26, epoch:   36/50, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 3310.0429687500s, input_fired_time: 25.7818241119, output_fired_time: 28.3730583191, propagate_forward_time: 1260.2015380859, propagate_backward_time: 1954.7897949219, weight_update_time: 6.2122330666, other_time: 40.8968505859
epoch time: 265.5105590820s, input_fired_time: 3.8337182999, output_fired_time: 0.0000000000, propagate_forward_time: 254.5064086914, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.1704406738
validation[          , genome  6372] predictions:    5993/  10000 (59.93%), best:    5993/10000 (59.93%), error:     12276.09375, best error:     12276.09375 on epoch:    37, epoch:   37/50, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 3293.2976074219s, input_fired_time: 26.1231346130, output_fired_time: 24.7925338745, propagate_forward_time: 1261.0827636719, propagate_backward_time: 1933.9367675781, weight_update_time: 7.3201189041, other_time: 47.3625488281
epoch time: 267.0433654785s, input_fired_time: 2.8232135773, output_fired_time: 0.0000000000, propagate_forward_time: 256.9219360352, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.2982177734
validation[          , genome  6372] predictions:    5965/  10000 (59.65%), best:    5993/10000 (59.93%), error:     12541.68945, best error:     12276.09375 on epoch:    37, epoch:   38/50, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 3299.9685058594s, input_fired_time: 22.9569454193, output_fired_time: 28.8304328918, propagate_forward_time: 1279.9022216797, propagate_backward_time: 1927.6643066406, weight_update_time: 6.2911415100, other_time: 40.6146240234
epoch time: 258.9057922363s, input_fired_time: 3.7985854149, output_fired_time: 0.0000000000, propagate_forward_time: 248.0234527588, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.0837554932
validation[          , genome  6372] predictions:    5876/  10000 (58.76%), best:    5993/10000 (59.93%), error:     12807.41699, best error:     12276.09375 on epoch:    37, epoch:   39/50, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 3285.5168457031s, input_fired_time: 27.3143348694, output_fired_time: 27.2994918823, propagate_forward_time: 1279.7297363281, propagate_backward_time: 1908.6831054688, weight_update_time: 6.3714280128, other_time: 42.4899902344
epoch time: 264.9020690918s, input_fired_time: 2.8105645180, output_fired_time: 0.0000000000, propagate_forward_time: 253.8000030518, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.2914886475
validation[          , genome  6372] predictions:    5995/  10000 (59.95%), best:    5993/10000 (59.93%), error:     12688.54492, best error:     12276.09375 on epoch:    37, epoch:   40/50, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 3290.3122558594s, input_fired_time: 27.6989459991, output_fired_time: 29.2109661102, propagate_forward_time: 1227.0198974609, propagate_backward_time: 1968.6519775391, weight_update_time: 5.4024691582, other_time: 37.7304687500
epoch time: 262.0079956055s, input_fired_time: 2.8123543262, output_fired_time: 0.0000000000, propagate_forward_time: 252.9071960449, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.2884521484
validation[          , genome  6372] predictions:    5996/  10000 (59.96%), best:    5993/10000 (59.93%), error:     12475.10840, best error:     12276.09375 on epoch:    37, epoch:   41/50, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 3336.3044433594s, input_fired_time: 22.8279457092, output_fired_time: 28.7466907501, propagate_forward_time: 1255.4770507813, propagate_backward_time: 1991.9573974609, weight_update_time: 5.3723816872, other_time: 37.2955322266
epoch time: 265.3607788086s, input_fired_time: 3.8486690521, output_fired_time: 0.0000000000, propagate_forward_time: 252.0703582764, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.4417572021
validation[          , genome  6372] predictions:    6070/  10000 (60.70%), best:    5993/10000 (59.93%), error:     12433.03320, best error:     12276.09375 on epoch:    37, epoch:   42/50, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 3296.5688476563s, input_fired_time: 29.2910633087, output_fired_time: 26.0550937653, propagate_forward_time: 1305.4152832031, propagate_backward_time: 1890.6628417969, weight_update_time: 6.3348193169, other_time: 45.1445312500
epoch time: 263.7547607422s, input_fired_time: 2.8395271301, output_fired_time: 0.0000000000, propagate_forward_time: 252.5464019775, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.3688201904
validation[          , genome  6372] predictions:    5987/  10000 (59.87%), best:    5993/10000 (59.93%), error:     12774.22949, best error:     12276.09375 on epoch:    37, epoch:   43/50, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 3272.6140136719s, input_fired_time: 23.3610134125, output_fired_time: 25.6614265442, propagate_forward_time: 1297.1806640625, propagate_backward_time: 1886.7485351563, weight_update_time: 5.2668414116, other_time: 39.6623535156
epoch time: 258.8495178223s, input_fired_time: 2.8037686348, output_fired_time: 0.0000000000, propagate_forward_time: 248.6581573486, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.3875885010
validation[          , genome  6372] predictions:    6084/  10000 (60.84%), best:    5993/10000 (59.93%), error:     12386.71777, best error:     12276.09375 on epoch:    37, epoch:   44/50, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 3228.8168945313s, input_fired_time: 25.8048229218, output_fired_time: 24.8107089996, propagate_forward_time: 1230.9212646484, propagate_backward_time: 1906.8034667969, weight_update_time: 5.3036742210, other_time: 40.4764404297
epoch time: 262.9562377930s, input_fired_time: 2.8698182106, output_fired_time: 0.0000000000, propagate_forward_time: 252.7675781250, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.3188476563
validation[          , genome  6372] predictions:    5824/  10000 (58.24%), best:    5993/10000 (59.93%), error:     13027.74023, best error:     12276.09375 on epoch:    37, epoch:   45/50, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 3462.3522949219s, input_fired_time: 25.7085456848, output_fired_time: 27.9359397888, propagate_forward_time: 1328.2867431641, propagate_backward_time: 2038.0810546875, weight_update_time: 5.4579534531, other_time: 42.3398437500
epoch time: 265.7468566895s, input_fired_time: 2.9053339958, output_fired_time: 0.0000000000, propagate_forward_time: 256.0413208008, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.8002014160
validation[          , genome  6372] predictions:    6089/  10000 (60.89%), best:    5993/10000 (59.93%), error:     12323.11816, best error:     12276.09375 on epoch:    37, epoch:   46/50, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 3274.7963867188s, input_fired_time: 27.1834297180, output_fired_time: 25.4307670593, propagate_forward_time: 1265.6010742188, propagate_backward_time: 1912.1772460938, weight_update_time: 6.3723959923, other_time: 44.4040527344
epoch time: 260.8564758301s, input_fired_time: 2.8430929184, output_fired_time: 0.0000000000, propagate_forward_time: 249.6061553955, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.4072418213
validation[          , genome  6372] predictions:    6071/  10000 (60.71%), best:    5993/10000 (59.93%), error:     12386.36328, best error:     12276.09375 on epoch:    37, epoch:   47/50, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 3245.3325195313s, input_fired_time: 26.2418136597, output_fired_time: 27.5380153656, propagate_forward_time: 1272.3825683594, propagate_backward_time: 1880.7808837891, weight_update_time: 5.2734961510, other_time: 38.3892822266
epoch time: 259.5319519043s, input_fired_time: 3.8445057869, output_fired_time: 0.0000000000, propagate_forward_time: 249.3660583496, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.3213806152
validation[          , genome  6372] predictions:    6054/  10000 (60.54%), best:    5993/10000 (59.93%), error:     12392.24805, best error:     12276.09375 on epoch:    37, epoch:   48/50, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 3275.3681640625s, input_fired_time: 27.1734485626, output_fired_time: 30.0822086334, propagate_forward_time: 1249.7017822266, propagate_backward_time: 1925.8088378906, weight_update_time: 6.3199996948, other_time: 42.6019287109
epoch time: 261.8193359375s, input_fired_time: 2.8375456333, output_fired_time: 0.0000000000, propagate_forward_time: 251.6315307617, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.3502502441
validation[          , genome  6372] predictions:    6166/  10000 (61.66%), best:    6166/10000 (61.66%), error:     11919.46680, best error:     11919.46680 on epoch:    49, epoch:   49/50, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 3248.6132812500s, input_fired_time: 26.2063426971, output_fired_time: 27.1005649567, propagate_forward_time: 1255.6322021484, propagate_backward_time: 1900.1157226563, weight_update_time: 5.3386893272, other_time: 39.5584716797
epoch time: 260.4054870605s, input_fired_time: 4.8570933342, output_fired_time: 0.0000000000, propagate_forward_time: 249.1873931885, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.3610076904
validation[          , genome  6372] predictions:    6149/  10000 (61.49%), best:    6166/10000 (61.66%), error:     12179.85059, best error:     11919.46680 on epoch:    49, 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: 1305.2008056641s, input_fired_time: 14.1785793304, output_fired_time: 0.0000000000, propagate_forward_time: 1255.0766601563, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 35.9455566406
best training[          , genome  6372] predictions:   38111/  50000 (76.22%), best:    6166/10000 (61.66%), error:     34401.79688, best error:     11919.46680 on epoch:    49, 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: 266.9544372559s, input_fired_time: 2.8508698940, output_fired_time: 0.0000000000, propagate_forward_time: 253.7218322754, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.3817443848
   testing[          , genome  6372] predictions:    6166/  10000 (61.66%), best:    6166/10000 (61.66%), error:     11919.46680, best error:     11919.46680 on epoch:    49, epoch:   51/50, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488
backpropagation finished successfully!
20:54:20 (6148): called boinc_finish(0)

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