Nameexact_genome_1542649503_176_6339_1
Workunit4099381
Created20 Nov 2018, 2:10:10 UTC
Sent20 Nov 2018, 2:11:41 UTC
Report deadline8 Jan 2019, 16:13:27 UTC
Received21 Nov 2018, 23:04:09 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID79302
Run time16 hours 56 min 59 sec
CPU time16 hours 42 min 18 sec
Validate stateValid
Credit12,396.14
Device peak FLOPS3.39 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34

Stderr output

<core_client_version>7.0.80</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_1542649503_176_6339.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1542649503_176_6339_1_r694131671_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from input file: '../../projects/csgrid.org_csg/exact_genome_1542649503_176_6339.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: 6339
read normal distribution: '1 0 0'
generator_str: '1717913480'
read generator: 1717913480
read generated_by_map:
1 disable_edge 1
reading 92 nodes.
reading 375 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: 54224445
post shuffle 1: 1798075651
epoch time: 2612.48852539063s, input_fired_time: 19.6947574615479, output_fired_time: 14.5115699768066, propagate_forward_time: 924.51416015625, propagate_backward_time: 1621.99438476563, weight_update_time: 4.99119567871094, other_time: 31.773681640625
epoch time: 182.777160644531s, input_fired_time: 0.857329607009888, output_fired_time: 0, propagate_forward_time: 174.211654663086, propagate_backward_time: 0, weight_update_time: 0, other_time: 7.70817565917969
validation[          , genome  6339] predictions:    4510/  10000 (45.10%), best:    4510/10000 (45.10%), error:     22626.54688, best error:     22626.54688 on epoch:     0, epoch:    0/50, mu: 0.5000000000, learning_rate: 0.0125000002, weight_decay: 0.0005000000

epoch time: 2607.4467773438s, input_fired_time: 20.8003292084, output_fired_time: 16.4498977661, propagate_forward_time: 921.5497436523, propagate_backward_time: 1625.9094238281, weight_update_time: 0.9727380872, other_time: 22.7373046875
epoch time: 180.6846313477s, input_fired_time: 0.8458225131, output_fired_time: 0.0000000000, propagate_forward_time: 177.1826019287, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6562042236
validation[          , genome  6339] predictions:    4690/  10000 (46.90%), best:    4690/10000 (46.90%), error:     19151.07031, best error:     19151.07031 on epoch:     1, epoch:    1/50, mu: 0.5245000124, learning_rate: 0.0118749999, weight_decay: 0.0004750000

epoch time: 2798.8229980469s, input_fired_time: 21.8747005463, output_fired_time: 18.6552352905, propagate_forward_time: 982.9002075195, propagate_backward_time: 1737.3492431641, weight_update_time: 1.1131978035, other_time: 38.0435791016
epoch time: 240.3098907471s, input_fired_time: 5.9016199112, output_fired_time: 0.0000000000, propagate_forward_time: 230.4402465820, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.9680175781
validation[          , genome  6339] predictions:    5175/  10000 (51.75%), best:    5175/10000 (51.75%), error:     16286.98145, best error:     16286.98145 on epoch:     2, epoch:    2/50, mu: 0.5477750301, learning_rate: 0.0112812500, weight_decay: 0.0004512500

epoch time: 2831.8745117188s, input_fired_time: 21.1526184082, output_fired_time: 18.0059070587, propagate_forward_time: 966.7757568359, propagate_backward_time: 1800.5131835938, weight_update_time: 2.1063272953, other_time: 25.4271240234
epoch time: 194.1796722412s, input_fired_time: 4.0048332214, output_fired_time: 0.0000000000, propagate_forward_time: 182.1647949219, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.0100402832
validation[          , genome  6339] predictions:    4875/  10000 (48.75%), best:    5175/10000 (51.75%), error:     16869.75977, best error:     16286.98145 on epoch:     2, epoch:    3/50, mu: 0.5698862672, learning_rate: 0.0107171871, weight_decay: 0.0004286875

epoch time: 2950.6782226563s, input_fired_time: 17.0583019257, output_fired_time: 21.9080715179, propagate_forward_time: 991.2431030273, propagate_backward_time: 1876.6446533203, weight_update_time: 2.3283026218, other_time: 43.8240966797
epoch time: 196.9195556641s, input_fired_time: 0.9866089225, output_fired_time: 0.0000000000, propagate_forward_time: 190.6956176758, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.2373352051
validation[          , genome  6339] predictions:    4943/  10000 (49.43%), best:    4943/10000 (49.43%), error:     15937.79590, best error:     15937.79590 on epoch:     4, epoch:    4/50, mu: 0.5908919573, learning_rate: 0.0101813274, weight_decay: 0.0004072531

epoch time: 2802.9804687500s, input_fired_time: 25.5052833557, output_fired_time: 15.1361169815, propagate_forward_time: 965.3729858398, propagate_backward_time: 1766.2139892578, weight_update_time: 1.0985100269, other_time: 30.7518310547
epoch time: 196.6867980957s, input_fired_time: 0.9403268099, output_fired_time: 0.0000000000, propagate_forward_time: 193.7463378906, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0001373291
validation[          , genome  6339] predictions:    5050/  10000 (50.50%), best:    4943/10000 (49.43%), error:     15975.67871, best error:     15937.79590 on epoch:     4, epoch:    5/50, mu: 0.6108473539, learning_rate: 0.0096722608, weight_decay: 0.0003868904

epoch time: 2852.8393554688s, input_fired_time: 25.7468414307, output_fired_time: 17.4692268372, propagate_forward_time: 980.6464233398, propagate_backward_time: 1794.9747314453, weight_update_time: 2.2236063480, other_time: 34.0020751953
epoch time: 188.1350708008s, input_fired_time: 2.8507652283, output_fired_time: 0.0000000000, propagate_forward_time: 183.4863586426, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7979431152
validation[          , genome  6339] predictions:    5154/  10000 (51.54%), best:    5154/10000 (51.54%), error:     15559.01855, best error:     15559.01855 on epoch:     6, epoch:    6/50, mu: 0.6298049688, learning_rate: 0.0091886474, weight_decay: 0.0003675459

epoch time: 2656.5776367188s, input_fired_time: 13.7728557587, output_fired_time: 17.5032482147, propagate_forward_time: 889.8348388672, propagate_backward_time: 1704.3775634766, weight_update_time: 5.0754189491, other_time: 31.0891113281
epoch time: 183.7476806641s, input_fired_time: 0.8635613322, output_fired_time: 0.0000000000, propagate_forward_time: 180.1892089844, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6949157715
validation[          , genome  6339] predictions:    5113/  10000 (51.13%), best:    5113/10000 (51.13%), error:     15478.16895, best error:     15478.16895 on epoch:     7, epoch:    7/50, mu: 0.6478147507, learning_rate: 0.0087292148, weight_decay: 0.0003491686

epoch time: 2949.5449218750s, input_fired_time: 29.3730659485, output_fired_time: 19.1888809204, propagate_forward_time: 984.6203002930, propagate_backward_time: 1882.5252685547, weight_update_time: 4.2149085999, other_time: 33.8372802734
epoch time: 228.7789916992s, input_fired_time: 1.6070579290, output_fired_time: 0.0000000000, propagate_forward_time: 216.5802764893, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.5916595459
validation[          , genome  6339] predictions:    4898/  10000 (48.98%), best:    4898/10000 (48.98%), error:     15386.79980, best error:     15386.79980 on epoch:     8, epoch:    8/50, mu: 0.6649240255, learning_rate: 0.0082927542, weight_decay: 0.0003317102

epoch time: 2873.9184570313s, input_fired_time: 22.2273330688, output_fired_time: 17.4525527954, propagate_forward_time: 963.1477661133, propagate_backward_time: 1841.6746826172, weight_update_time: 1.1582080126, other_time: 29.4161376953
epoch time: 193.7421569824s, input_fired_time: 1.9934778214, output_fired_time: 0.0000000000, propagate_forward_time: 189.7297515869, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0189208984
validation[          , genome  6339] predictions:    5221/  10000 (52.21%), best:    5221/10000 (52.21%), error:     14777.96289, best error:     14777.96289 on epoch:     9, epoch:    9/50, mu: 0.6811778545, learning_rate: 0.0078781163, weight_decay: 0.0003151247

epoch time: 2947.5380859375s, input_fired_time: 20.8840045929, output_fired_time: 20.9634933472, propagate_forward_time: 1010.8563842773, propagate_backward_time: 1857.2065429688, weight_update_time: 5.3013668060, other_time: 37.6276855469
epoch time: 195.2931823730s, input_fired_time: 2.0630054474, output_fired_time: 0.0000000000, propagate_forward_time: 191.0724334717, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1577453613
validation[          , genome  6339] predictions:    5152/  10000 (51.52%), best:    5221/10000 (52.21%), error:     15252.15918, best error:     14777.96289 on epoch:     9, epoch:   10/50, mu: 0.6966189742, learning_rate: 0.0074842102, weight_decay: 0.0002993684

epoch time: 2677.0244140625s, input_fired_time: 19.7784423828, output_fired_time: 12.4956340790, propagate_forward_time: 905.2383422852, propagate_backward_time: 1720.5472412109, weight_update_time: 0.9948839545, other_time: 18.9649658203
epoch time: 235.6048431396s, input_fired_time: 4.3097186089, output_fired_time: 0.0000000000, propagate_forward_time: 227.8474578857, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.4476623535
validation[          , genome  6339] predictions:    5404/  10000 (54.04%), best:    5404/10000 (54.04%), error:     14455.66895, best error:     14455.66895 on epoch:    11, epoch:   11/50, mu: 0.7112880349, learning_rate: 0.0071099997, weight_decay: 0.0002844000

epoch time: 3019.0798339844s, input_fired_time: 25.3567771912, output_fired_time: 21.8518028259, propagate_forward_time: 1034.2436523438, propagate_backward_time: 1910.0666503906, weight_update_time: 4.2690596581, other_time: 27.5610351563
epoch time: 188.6157531738s, input_fired_time: 2.8335220814, output_fired_time: 0.0000000000, propagate_forward_time: 184.0823364258, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6998901367
validation[          , genome  6339] predictions:    5380/  10000 (53.80%), best:    5380/10000 (53.80%), error:     14235.23340, best error:     14235.23340 on epoch:    12, epoch:   12/50, mu: 0.7252236605, learning_rate: 0.0067544994, weight_decay: 0.0002701800

epoch time: 2680.3520507813s, input_fired_time: 19.7303791046, output_fired_time: 12.6147212982, propagate_forward_time: 962.4270629883, propagate_backward_time: 1648.4692382813, weight_update_time: 5.0602302551, other_time: 37.1105957031
epoch time: 185.4891357422s, input_fired_time: 2.8206524849, output_fired_time: 0.0000000000, propagate_forward_time: 180.0255432129, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6429443359
validation[          , genome  6339] predictions:    4967/  10000 (49.67%), best:    5380/10000 (53.80%), error:     16894.89063, best error:     14235.23340 on epoch:    12, epoch:   13/50, mu: 0.7384625077, learning_rate: 0.0064167744, weight_decay: 0.0002566710

epoch time: 2669.6599121094s, input_fired_time: 12.7042236328, output_fired_time: 8.5709381104, propagate_forward_time: 929.2957763672, propagate_backward_time: 1692.3265380859, weight_update_time: 1.9750741720, other_time: 26.7622070313
epoch time: 187.2649841309s, input_fired_time: 3.9323191643, output_fired_time: 0.0000000000, propagate_forward_time: 181.6910400391, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6416320801
validation[          , genome  6339] predictions:    5540/  10000 (55.40%), best:    5540/10000 (55.40%), error:     13607.95117, best error:     13607.95117 on epoch:    14, epoch:   14/50, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 2631.9665527344s, input_fired_time: 19.8197574615, output_fired_time: 14.5621528625, propagate_forward_time: 868.8309326172, propagate_backward_time: 1702.9787597656, weight_update_time: 1.9786970615, other_time: 25.7747802734
epoch time: 185.6217193604s, input_fired_time: 1.8364440203, output_fired_time: 0.0000000000, propagate_forward_time: 174.9148712158, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.8704071045
validation[          , genome  6339] predictions:    5530/  10000 (55.30%), best:    5530/10000 (55.30%), error:     13483.91113, best error:     13483.91113 on epoch:    15, epoch:   15/50, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 2655.5498046875s, input_fired_time: 21.7706089020, output_fired_time: 19.5782928467, propagate_forward_time: 899.9175415039, propagate_backward_time: 1695.4515380859, weight_update_time: 1.9880679846, other_time: 18.8319091797
epoch time: 185.7622222900s, input_fired_time: 0.8617135882, output_fired_time: 0.0000000000, propagate_forward_time: 183.2091522217, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6913604736
validation[          , genome  6339] predictions:    5345/  10000 (53.45%), best:    5530/10000 (55.30%), error:     14800.37793, best error:     13483.91113 on epoch:    15, epoch:   16/50, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 2673.0190429688s, input_fired_time: 17.6481590271, output_fired_time: 15.5825510025, propagate_forward_time: 915.8557128906, propagate_backward_time: 1692.0412597656, weight_update_time: 1.9781452417, other_time: 31.8913574219
epoch time: 186.0597381592s, input_fired_time: 0.8715191483, output_fired_time: 0.0000000000, propagate_forward_time: 176.5600585938, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.6281585693
validation[          , genome  6339] predictions:    5528/  10000 (55.28%), best:    5530/10000 (55.30%), error:     13948.12500, best error:     13483.91113 on epoch:    15, epoch:   17/50, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 2656.8740234375s, input_fired_time: 20.9510231018, output_fired_time: 20.5333824158, propagate_forward_time: 913.3309936523, propagate_backward_time: 1682.1156005859, weight_update_time: 0.9969738722, other_time: 19.9429931641
epoch time: 187.8764495850s, input_fired_time: 0.8587134480, output_fired_time: 0.0000000000, propagate_forward_time: 183.3506774902, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6670532227
validation[          , genome  6339] predictions:    5539/  10000 (55.39%), best:    5530/10000 (55.30%), error:     13633.17188, best error:     13483.91113 on epoch:    15, epoch:   18/50, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 2655.0786132813s, input_fired_time: 30.9941864014, output_fired_time: 17.7044258118, propagate_forward_time: 939.2473754883, propagate_backward_time: 1634.5269775391, weight_update_time: 4.9406228065, other_time: 32.6058349609
epoch time: 185.9051361084s, input_fired_time: 0.8336899877, output_fired_time: 0.0000000000, propagate_forward_time: 183.4252929688, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6461486816
validation[          , genome  6339] predictions:    5142/  10000 (51.42%), best:    5530/10000 (55.30%), error:     15376.29980, best error:     13483.91113 on epoch:    15, epoch:   19/50, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 2674.2067871094s, input_fired_time: 19.8791313171, output_fired_time: 14.4228792191, propagate_forward_time: 933.4243774414, propagate_backward_time: 1680.4476318359, weight_update_time: 0.9955940843, other_time: 26.0328369141
epoch time: 190.5110778809s, input_fired_time: 2.8268785477, output_fired_time: 0.0000000000, propagate_forward_time: 181.9579467773, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.7262573242
validation[          , genome  6339] predictions:    5462/  10000 (54.62%), best:    5530/10000 (55.30%), error:     13992.30957, best error:     13483.91113 on epoch:    15, epoch:   20/50, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 2691.8105468750s, input_fired_time: 30.6629581451, output_fired_time: 21.7322769165, propagate_forward_time: 894.4987792969, propagate_backward_time: 1726.0743408203, weight_update_time: 1.0006896257, other_time: 18.8424072266
epoch time: 188.3469238281s, input_fired_time: 2.8516814709, output_fired_time: 0.0000000000, propagate_forward_time: 182.8408203125, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6544189453
validation[          , genome  6339] predictions:    5678/  10000 (56.78%), best:    5678/10000 (56.78%), error:     12950.28809, best error:     12950.28809 on epoch:    21, epoch:   21/50, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 2661.6269531250s, input_fired_time: 16.9300155640, output_fired_time: 19.5540199280, propagate_forward_time: 930.6494750977, propagate_backward_time: 1673.5717773438, weight_update_time: 4.0623002052, other_time: 20.9218750000
epoch time: 188.7811584473s, input_fired_time: 0.8485766053, output_fired_time: 0.0000000000, propagate_forward_time: 184.2583160400, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6742706299
validation[          , genome  6339] predictions:    5463/  10000 (54.63%), best:    5678/10000 (56.78%), error:     13749.67969, best error:     12950.28809 on epoch:    21, epoch:   22/50, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 2669.2082519531s, input_fired_time: 20.9967670441, output_fired_time: 13.6046066284, propagate_forward_time: 879.8092041016, propagate_backward_time: 1727.8548583984, weight_update_time: 1.0106076002, other_time: 26.9428710938
epoch time: 183.7672729492s, input_fired_time: 2.8381297588, output_fired_time: 0.0000000000, propagate_forward_time: 175.2790832520, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.6500549316
validation[          , genome  6339] predictions:    5516/  10000 (55.16%), best:    5678/10000 (56.78%), error:     13649.35938, best error:     12950.28809 on epoch:    21, epoch:   23/50, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 2677.2026367188s, input_fired_time: 16.7135429382, output_fired_time: 16.6446285248, propagate_forward_time: 891.0957641602, propagate_backward_time: 1732.7973632813, weight_update_time: 1.0129392147, other_time: 19.9514160156
epoch time: 182.9815063477s, input_fired_time: 2.8220169544, output_fired_time: 0.0000000000, propagate_forward_time: 176.5671844482, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.5923004150
validation[          , genome  6339] predictions:    5729/  10000 (57.29%), best:    5729/10000 (57.29%), error:     12790.21387, best error:     12790.21387 on epoch:    24, epoch:   24/50, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 2706.6711425781s, input_fired_time: 21.8271579742, output_fired_time: 14.7364444733, propagate_forward_time: 902.4621582031, propagate_backward_time: 1735.7092285156, weight_update_time: 0.9889133573, other_time: 31.9362792969
epoch time: 188.4119873047s, input_fired_time: 1.8654386997, output_fired_time: 0.0000000000, propagate_forward_time: 180.7558898926, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.7906646729
validation[          , genome  6339] predictions:    5817/  10000 (58.17%), best:    5817/10000 (58.17%), error:     12720.84961, best error:     12720.84961 on epoch:    25, epoch:   25/50, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 2661.8193359375s, input_fired_time: 17.8431339264, output_fired_time: 21.5537357330, propagate_forward_time: 909.7658691406, propagate_backward_time: 1695.9022216797, weight_update_time: 2.0851411819, other_time: 16.7545166016
epoch time: 186.3054962158s, input_fired_time: 1.8492490053, output_fired_time: 0.0000000000, propagate_forward_time: 182.7854003906, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6708526611
validation[          , genome  6339] predictions:    5661/  10000 (56.61%), best:    5817/10000 (58.17%), error:     13375.88281, best error:     12720.84961 on epoch:    25, epoch:   26/50, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 2661.8200683594s, input_fired_time: 18.0024833679, output_fired_time: 12.5943250656, propagate_forward_time: 942.3891601563, propagate_backward_time: 1670.2481689453, weight_update_time: 0.9705439210, other_time: 18.5860595703
epoch time: 188.2184906006s, input_fired_time: 2.8442273140, output_fired_time: 0.0000000000, propagate_forward_time: 176.6481628418, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.7261047363
validation[          , genome  6339] predictions:    5631/  10000 (56.31%), best:    5817/10000 (58.17%), error:     13262.44141, best error:     12720.84961 on epoch:    25, epoch:   27/50, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 2669.4187011719s, input_fired_time: 14.9154539108, output_fired_time: 18.8695716858, propagate_forward_time: 918.3209228516, propagate_backward_time: 1692.5191650391, weight_update_time: 1.9969222546, other_time: 24.7934570313
epoch time: 185.9869232178s, input_fired_time: 0.8798742890, output_fired_time: 0.0000000000, propagate_forward_time: 181.4243621826, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6826934814
validation[          , genome  6339] predictions:    5823/  10000 (58.23%), best:    5823/10000 (58.23%), error:     12598.18164, best error:     12598.18164 on epoch:    28, epoch:   28/50, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 2658.4809570313s, input_fired_time: 20.8325443268, output_fired_time: 21.4322166443, propagate_forward_time: 922.2229003906, propagate_backward_time: 1675.0895996094, weight_update_time: 1.0117084980, other_time: 18.9038085938
epoch time: 188.7805023193s, input_fired_time: 0.8777363896, output_fired_time: 0.0000000000, propagate_forward_time: 176.9901428223, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.9126281738
validation[          , genome  6339] predictions:    5932/  10000 (59.32%), best:    5932/10000 (59.32%), error:     12363.25000, best error:     12363.25000 on epoch:    29, epoch:   29/50, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 2683.8767089844s, input_fired_time: 23.0387134552, output_fired_time: 7.5900354385, propagate_forward_time: 931.7009887695, propagate_backward_time: 1690.7028808594, weight_update_time: 3.0803668499, other_time: 30.8439941406
epoch time: 189.1508178711s, input_fired_time: 0.8957957625, output_fired_time: 0.0000000000, propagate_forward_time: 180.5741577148, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.6808624268
validation[          , genome  6339] predictions:    5690/  10000 (56.90%), best:    5932/10000 (59.32%), error:     12956.06055, best error:     12363.25000 on epoch:    29, epoch:   30/50, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 2844.8530273438s, input_fired_time: 15.3889942169, output_fired_time: 17.3825206757, propagate_forward_time: 975.2485961914, propagate_backward_time: 1806.7426757813, weight_update_time: 1.1810569763, other_time: 30.0903320313
epoch time: 188.6177825928s, input_fired_time: 4.8573603630, output_fired_time: 0.0000000000, propagate_forward_time: 182.0743865967, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6860351563
validation[          , genome  6339] predictions:    5707/  10000 (57.07%), best:    5932/10000 (59.32%), error:     13112.70898, best error:     12363.25000 on epoch:    29, epoch:   31/50, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 2870.6411132813s, input_fired_time: 27.9181327820, output_fired_time: 26.4866447449, propagate_forward_time: 968.1019897461, propagate_backward_time: 1810.9847412109, weight_update_time: 2.2479145527, other_time: 37.1495361328
epoch time: 247.2721557617s, input_fired_time: 6.1885881424, output_fired_time: 0.0000000000, propagate_forward_time: 226.3235473633, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 14.7600250244
validation[          , genome  6339] predictions:    5766/  10000 (57.66%), best:    5932/10000 (59.32%), error:     12568.94531, best error:     12363.25000 on epoch:    29, epoch:   32/50, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 3008.5388183594s, input_fired_time: 23.4628486633, output_fired_time: 20.6969337463, propagate_forward_time: 1028.6658935547, propagate_backward_time: 1897.6938476563, weight_update_time: 3.2089464664, other_time: 38.0191650391
epoch time: 194.5075225830s, input_fired_time: 1.9442870617, output_fired_time: 0.0000000000, propagate_forward_time: 189.6748046875, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8884277344
validation[          , genome  6339] predictions:    5758/  10000 (57.58%), best:    5932/10000 (59.32%), error:     13313.80859, best error:     12363.25000 on epoch:    29, epoch:   33/50, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 2933.4028320313s, input_fired_time: 25.7435073853, output_fired_time: 16.8304347992, propagate_forward_time: 992.0205078125, propagate_backward_time: 1866.9797363281, weight_update_time: 2.2569682598, other_time: 31.8288574219
epoch time: 220.1558685303s, input_fired_time: 1.6616669893, output_fired_time: 0.0000000000, propagate_forward_time: 202.9262237549, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 15.5679779053
validation[          , genome  6339] predictions:    5841/  10000 (58.41%), best:    5932/10000 (59.32%), error:     12460.61914, best error:     12363.25000 on epoch:    29, epoch:   34/50, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 3252.0278320313s, input_fired_time: 22.7128963470, output_fired_time: 24.3512668610, propagate_forward_time: 1087.7014160156, propagate_backward_time: 2079.5773925781, weight_update_time: 4.4591197968, other_time: 37.6848144531
epoch time: 191.1428527832s, input_fired_time: 2.9192831516, output_fired_time: 0.0000000000, propagate_forward_time: 182.4033355713, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.8202362061
validation[          , genome  6339] predictions:    5915/  10000 (59.15%), best:    5932/10000 (59.32%), error:     12390.94629, best error:     12363.25000 on epoch:    29, epoch:   35/50, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 3068.9138183594s, input_fired_time: 29.8854312897, output_fired_time: 23.9905166626, propagate_forward_time: 1073.3457031250, propagate_backward_time: 1906.8776855469, weight_update_time: 3.2170639038, other_time: 34.8144531250
epoch time: 226.7573699951s, input_fired_time: 2.0970308781, output_fired_time: 0.0000000000, propagate_forward_time: 216.3307952881, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.3295440674
validation[          , genome  6339] predictions:    5919/  10000 (59.19%), best:    5932/10000 (59.32%), error:     12389.38379, best error:     12363.25000 on epoch:    29, epoch:   36/50, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 3114.2600097656s, input_fired_time: 24.6032161713, output_fired_time: 21.8411636353, propagate_forward_time: 1079.5762939453, propagate_backward_time: 1941.7093505859, weight_update_time: 3.2763237953, other_time: 46.5300292969
epoch time: 204.0874938965s, input_fired_time: 1.9945845604, output_fired_time: 0.0000000000, propagate_forward_time: 197.0422210693, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.0506896973
validation[          , genome  6339] predictions:    5764/  10000 (57.64%), best:    5932/10000 (59.32%), error:     12913.59180, best error:     12363.25000 on epoch:    29, epoch:   37/50, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 3080.7587890625s, input_fired_time: 23.0117988586, output_fired_time: 31.9768333435, propagate_forward_time: 1032.9632568359, propagate_backward_time: 1956.7420654297, weight_update_time: 3.3014552593, other_time: 36.0649414063
epoch time: 193.7142639160s, input_fired_time: 0.9427062869, output_fired_time: 0.0000000000, propagate_forward_time: 189.8377227783, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9338378906
validation[          , genome  6339] predictions:    5958/  10000 (59.58%), best:    5932/10000 (59.32%), error:     12503.47656, best error:     12363.25000 on epoch:    29, epoch:   38/50, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 3130.8784179688s, input_fired_time: 31.0448207855, output_fired_time: 23.6391334534, propagate_forward_time: 1059.5340576172, propagate_backward_time: 1938.6536865234, weight_update_time: 3.3885393143, other_time: 78.0065917969
epoch time: 190.9532775879s, input_fired_time: 1.9237270355, output_fired_time: 0.0000000000, propagate_forward_time: 180.1851043701, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.8444519043
validation[          , genome  6339] predictions:    5725/  10000 (57.25%), best:    5932/10000 (59.32%), error:     13311.76563, best error:     12363.25000 on epoch:    29, epoch:   39/50, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 2835.1411132813s, input_fired_time: 26.6442146301, output_fired_time: 19.5360546112, propagate_forward_time: 969.5816040039, propagate_backward_time: 1790.9667968750, weight_update_time: 2.1101880074, other_time: 28.4123535156
epoch time: 191.2005462646s, input_fired_time: 1.9602938890, output_fired_time: 0.0000000000, propagate_forward_time: 181.4755401611, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.7647094727
validation[          , genome  6339] predictions:    5830/  10000 (58.30%), best:    5932/10000 (59.32%), error:     12622.65234, best error:     12363.25000 on epoch:    29, epoch:   40/50, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 2697.0998535156s, input_fired_time: 19.0715618134, output_fired_time: 15.5802030563, propagate_forward_time: 947.9187011719, propagate_backward_time: 1688.3333740234, weight_update_time: 3.0578989983, other_time: 26.1959228516
epoch time: 183.8128814697s, input_fired_time: 0.8816641569, output_fired_time: 0.0000000000, propagate_forward_time: 175.3561553955, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.5750579834
validation[          , genome  6339] predictions:    5987/  10000 (59.87%), best:    5932/10000 (59.32%), error:     12520.22070, best error:     12363.25000 on epoch:    29, epoch:   41/50, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 2668.0026855469s, input_fired_time: 21.9212303162, output_fired_time: 16.6414375305, propagate_forward_time: 876.6564941406, propagate_backward_time: 1724.6367187500, weight_update_time: 2.9627947807, other_time: 28.1469726563
epoch time: 187.5661010742s, input_fired_time: 1.9282753468, output_fired_time: 0.0000000000, propagate_forward_time: 182.9219055176, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7159271240
validation[          , genome  6339] predictions:    5895/  10000 (58.95%), best:    5932/10000 (59.32%), error:     12451.28613, best error:     12363.25000 on epoch:    29, epoch:   42/50, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 2662.6596679688s, input_fired_time: 20.7723541260, output_fired_time: 18.5743217468, propagate_forward_time: 906.9639282227, propagate_backward_time: 1692.3759765625, weight_update_time: 3.0275068283, other_time: 23.9731445313
epoch time: 193.0889129639s, input_fired_time: 0.9002966285, output_fired_time: 0.0000000000, propagate_forward_time: 190.5324707031, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6561431885
validation[          , genome  6339] predictions:    5848/  10000 (58.48%), best:    5932/10000 (59.32%), error:     12743.50879, best error:     12363.25000 on epoch:    29, epoch:   43/50, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 2658.6804199219s, input_fired_time: 22.0001296997, output_fired_time: 14.8142480850, propagate_forward_time: 868.8004760742, propagate_backward_time: 1724.9345703125, weight_update_time: 3.0450685024, other_time: 28.1308593750
epoch time: 194.5227813721s, input_fired_time: 0.8983380795, output_fired_time: 0.0000000000, propagate_forward_time: 189.9976806641, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6267700195
validation[          , genome  6339] predictions:    5911/  10000 (59.11%), best:    5932/10000 (59.32%), error:     12531.26172, best error:     12363.25000 on epoch:    29, epoch:   44/50, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 2652.8410644531s, input_fired_time: 19.1197414398, output_fired_time: 10.6637105942, propagate_forward_time: 918.3658447266, propagate_backward_time: 1676.6591796875, weight_update_time: 0.9952373505, other_time: 28.0325927734
epoch time: 186.9409332275s, input_fired_time: 1.9097996950, output_fired_time: 0.0000000000, propagate_forward_time: 176.3251647949, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.7059631348
validation[          , genome  6339] predictions:    5906/  10000 (59.06%), best:    5906/10000 (59.06%), error:     12347.50195, best error:     12347.50195 on epoch:    45, epoch:   45/50, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 2669.9135742188s, input_fired_time: 20.9328575134, output_fired_time: 20.7824821472, propagate_forward_time: 912.9844970703, propagate_backward_time: 1696.2927246094, weight_update_time: 1.0114407539, other_time: 18.9210205078
epoch time: 184.0823974609s, input_fired_time: 1.8149048090, output_fired_time: 0.0000000000, propagate_forward_time: 176.5952606201, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.6722259521
validation[          , genome  6339] predictions:    5947/  10000 (59.47%), best:    5906/10000 (59.06%), error:     12515.13867, best error:     12347.50195 on epoch:    45, epoch:   46/50, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 2695.8049316406s, input_fired_time: 18.0647220612, output_fired_time: 11.7719125748, propagate_forward_time: 911.3233642578, propagate_backward_time: 1728.3437500000, weight_update_time: 2.0608618259, other_time: 26.3011474609
epoch time: 186.2647552490s, input_fired_time: 0.8833391666, output_fired_time: 0.0000000000, propagate_forward_time: 180.7118988037, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6695098877
validation[          , genome  6339] predictions:    5907/  10000 (59.07%), best:    5907/10000 (59.07%), error:     12263.70996, best error:     12263.70996 on epoch:    47, epoch:   47/50, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 2662.8603515625s, input_fired_time: 28.1391506195, output_fired_time: 13.6593284607, propagate_forward_time: 863.0733642578, propagate_backward_time: 1732.1942138672, weight_update_time: 0.9965136051, other_time: 25.7941894531
epoch time: 186.6807098389s, input_fired_time: 2.9577109814, output_fired_time: 0.0000000000, propagate_forward_time: 178.1676940918, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.5552978516
validation[          , genome  6339] predictions:    6051/  10000 (60.51%), best:    6051/10000 (60.51%), error:     11993.57910, best error:     11993.57910 on epoch:    48, epoch:   48/50, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 2671.6003417969s, input_fired_time: 19.0839748383, output_fired_time: 19.7874221802, propagate_forward_time: 907.9428100586, propagate_backward_time: 1695.6301269531, weight_update_time: 0.9971116185, other_time: 29.1560058594
epoch time: 187.1017303467s, input_fired_time: 0.8971645832, output_fired_time: 0.0000000000, propagate_forward_time: 179.3459167480, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.8586425781
validation[          , genome  6339] predictions:    5990/  10000 (59.90%), best:    6051/10000 (60.51%), error:     12174.71973, best error:     11993.57910 on epoch:    48, epoch:   49/50, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 2654.7919921875s, input_fired_time: 28.0304336548, output_fired_time: 17.9003467560, propagate_forward_time: 898.3748168945, propagate_backward_time: 1688.4677734375, weight_update_time: 1.0013393164, other_time: 22.0185546875
epoch time: 185.6652221680s, input_fired_time: 1.9348630905, output_fired_time: 0.0000000000, propagate_forward_time: 182.0669250488, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6634368896
validation[          , genome  6339] predictions:    5808/  10000 (58.08%), best:    6051/10000 (60.51%), error:     12632.00781, best error:     11993.57910 on epoch:    48, epoch:   50/50, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

evaluating best weights on full training data.
evaluting training set with running mean/variance:
epoch time: 946.0775146484s, input_fired_time: 6.4812159538, output_fired_time: 0.0000000000, propagate_forward_time: 919.9542236328, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 19.6420898438
best training[          , genome  6339] predictions:   36468/  50000 (72.94%), best:    6051/10000 (60.51%), error:     38803.67188, best error:     11993.57910 on epoch:    48, epoch:   51/50, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488
evaluating best weights on test data.
evaluting test set with running mean/variance:
epoch time: 185.3922882080s, input_fired_time: 4.9985194206, output_fired_time: 0.0000000000, propagate_forward_time: 169.9069213867, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.4868469238
   testing[          , genome  6339] predictions:    6051/  10000 (60.51%), best:    6051/10000 (60.51%), error:     11993.57910, best error:     11993.57910 on epoch:    48, epoch:   51/50, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488
backpropagation finished successfully!
01:03:23 (1872): called boinc_finish(0)

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