Nameexact_genome_1542414603_176_6131_3
Workunit4094441
Created1 Mar 2019, 17:55:01 UTC
Sent1 Mar 2019, 18:01:53 UTC
Report deadline16 Apr 2019, 16:55:33 UTC
Received2 Mar 2019, 14:21:23 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID31505
Run time19 hours 17 min 56 sec
CPU time18 hours 50 min 17 sec
Validate stateValid
Credit11,488.49
Device peak FLOPS4.23 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size516.02 MB
Peak swap size513.72 MB
Peak disk usage10.75 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_1542414603_176_6131.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1542414603_176_6131_3_r1546858084_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from input file: '../../projects/csgrid.org_csg/exact_genome_1542414603_176_6131.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: 6131
read normal distribution: '0 0.582224488258362 -0.392503589391708'
generator_str: '1944751065'
read generator: 1944751065
read generated_by_map:
1 add_edge 1
reading 89 nodes.
reading 354 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: 730042115
post shuffle 1: 1305681846
epoch time: 1241.41101074219s, input_fired_time: 7.85128784179688, output_fired_time: 7.69923067092896, propagate_forward_time: 475.124389648438, propagate_backward_time: 740.287292480469, weight_update_time: 1.1315290927887, other_time: 10.4487915039063
epoch time: 98.731689453125s, input_fired_time: 1.00085389614105, output_fired_time: 0, propagate_forward_time: 95.905029296875, propagate_backward_time: 0, weight_update_time: 0, other_time: 1.8258056640625
validation[          , genome  6131] predictions:    5053/  10000 (50.53%), best:    5053/10000 (50.53%), error:     16585.17773, best error:     16585.17773 on epoch:     0, epoch:    0/50, mu: 0.5000000000, learning_rate: 0.0125000002, weight_decay: 0.0005000000

epoch time: 1251.2691650391s, input_fired_time: 7.9340863228, output_fired_time: 7.6297631264, propagate_forward_time: 478.7328796387, propagate_backward_time: 746.1898803711, weight_update_time: 1.1561399698, other_time: 10.7825317383
epoch time: 99.5755920410s, input_fired_time: 0.9908607006, output_fired_time: 0.0000000000, propagate_forward_time: 96.6905822754, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8941497803
validation[          , genome  6131] predictions:    4790/  10000 (47.90%), best:    5053/10000 (50.53%), error:     17455.67969, best error:     16585.17773 on epoch:     0, epoch:    1/50, mu: 0.5245000124, learning_rate: 0.0118749999, weight_decay: 0.0004750000

epoch time: 1239.0024414063s, input_fired_time: 7.8159599304, output_fired_time: 7.5595064163, propagate_forward_time: 474.3994750977, propagate_backward_time: 738.4778442383, weight_update_time: 1.1431051493, other_time: 10.7497558594
epoch time: 105.3466262817s, input_fired_time: 1.0356338024, output_fired_time: 0.0000000000, propagate_forward_time: 102.2410507202, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0699386597
validation[          , genome  6131] predictions:    4780/  10000 (47.80%), best:    5053/10000 (50.53%), error:     17461.10742, best error:     16585.17773 on epoch:     0, epoch:    2/50, mu: 0.5477750301, learning_rate: 0.0112812500, weight_decay: 0.0004512500

epoch time: 1259.2731933594s, input_fired_time: 7.9232769012, output_fired_time: 7.8044738770, propagate_forward_time: 482.7568969727, propagate_backward_time: 749.8148803711, weight_update_time: 1.1711697578, other_time: 10.9737548828
epoch time: 100.8626785278s, input_fired_time: 1.0104140043, output_fired_time: 0.0000000000, propagate_forward_time: 97.7762222290, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0760421753
validation[          , genome  6131] predictions:    4605/  10000 (46.05%), best:    5053/10000 (50.53%), error:     18990.70313, best error:     16585.17773 on epoch:     0, epoch:    3/50, mu: 0.5698862672, learning_rate: 0.0107171871, weight_decay: 0.0004286875

epoch time: 1251.2818603516s, input_fired_time: 7.8421778679, output_fired_time: 7.7298445702, propagate_forward_time: 478.2003784180, propagate_backward_time: 746.5921630859, weight_update_time: 1.1602507830, other_time: 10.9172973633
epoch time: 97.9245910645s, input_fired_time: 0.9821029902, output_fired_time: 0.0000000000, propagate_forward_time: 94.8068008423, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1356887817
validation[          , genome  6131] predictions:    4607/  10000 (46.07%), best:    5053/10000 (50.53%), error:     19008.46875, best error:     16585.17773 on epoch:     0, epoch:    4/50, mu: 0.5908919573, learning_rate: 0.0101813274, weight_decay: 0.0004072531

epoch time: 1238.4365234375s, input_fired_time: 7.7861623764, output_fired_time: 7.6087698936, propagate_forward_time: 473.4078979492, propagate_backward_time: 738.9057617188, weight_update_time: 1.1720092297, other_time: 10.7279663086
epoch time: 98.0547790527s, input_fired_time: 0.9655717015, output_fired_time: 0.0000000000, propagate_forward_time: 95.2280960083, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8611145020
validation[          , genome  6131] predictions:    5038/  10000 (50.38%), best:    5038/10000 (50.38%), error:     15693.18164, best error:     15693.18164 on epoch:     5, epoch:    5/50, mu: 0.6108473539, learning_rate: 0.0096722608, weight_decay: 0.0003868904

epoch time: 1244.5704345703s, input_fired_time: 7.8611159325, output_fired_time: 7.6960268021, propagate_forward_time: 477.5424194336, propagate_backward_time: 740.6790161133, weight_update_time: 1.1461236477, other_time: 10.7918701172
epoch time: 96.7255401611s, input_fired_time: 0.9715318084, output_fired_time: 0.0000000000, propagate_forward_time: 93.9217834473, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8322219849
validation[          , genome  6131] predictions:    5152/  10000 (51.52%), best:    5152/10000 (51.52%), error:     14866.56152, best error:     14866.56152 on epoch:     6, epoch:    6/50, mu: 0.6298049688, learning_rate: 0.0091886474, weight_decay: 0.0003675459

epoch time: 1241.8187255859s, input_fired_time: 7.7501339912, output_fired_time: 7.6380643845, propagate_forward_time: 474.4551391602, propagate_backward_time: 741.2414550781, weight_update_time: 1.1517478228, other_time: 10.7339477539
epoch time: 97.4660415649s, input_fired_time: 0.9661563635, output_fired_time: 0.0000000000, propagate_forward_time: 94.6492309570, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8506546021
validation[          , genome  6131] predictions:    5188/  10000 (51.88%), best:    5152/10000 (51.52%), error:     14867.80273, best error:     14866.56152 on epoch:     6, epoch:    7/50, mu: 0.6478147507, learning_rate: 0.0087292148, weight_decay: 0.0003491686

epoch time: 1244.7412109375s, input_fired_time: 7.8065366745, output_fired_time: 7.6144628525, propagate_forward_time: 477.4764099121, propagate_backward_time: 740.9860839844, weight_update_time: 1.1800578833, other_time: 10.8576660156
epoch time: 96.9748916626s, input_fired_time: 0.9797586799, output_fired_time: 0.0000000000, propagate_forward_time: 94.1389465332, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8561859131
validation[          , genome  6131] predictions:    5426/  10000 (54.26%), best:    5426/10000 (54.26%), error:     13823.35254, best error:     13823.35254 on epoch:     8, epoch:    8/50, mu: 0.6649240255, learning_rate: 0.0082927542, weight_decay: 0.0003317102

epoch time: 1235.2579345703s, input_fired_time: 7.8276085854, output_fired_time: 7.6258268356, propagate_forward_time: 472.1438903809, propagate_backward_time: 736.8142089844, weight_update_time: 1.1336961985, other_time: 10.8463134766
epoch time: 96.2932739258s, input_fired_time: 0.9589755535, output_fired_time: 0.0000000000, propagate_forward_time: 93.4997711182, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8345260620
validation[          , genome  6131] predictions:    5272/  10000 (52.72%), best:    5426/10000 (54.26%), error:     14510.85352, best error:     13823.35254 on epoch:     8, epoch:    9/50, mu: 0.6811778545, learning_rate: 0.0078781163, weight_decay: 0.0003151247

epoch time: 1249.0421142578s, input_fired_time: 7.8448972702, output_fired_time: 7.6526131630, propagate_forward_time: 477.9115905762, propagate_backward_time: 744.8101196289, weight_update_time: 1.1492248774, other_time: 10.8229370117
epoch time: 96.5188369751s, input_fired_time: 0.9888352156, output_fired_time: 0.0000000000, propagate_forward_time: 93.6829681396, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8470306396
validation[          , genome  6131] predictions:    5295/  10000 (52.95%), best:    5426/10000 (54.26%), error:     14275.20801, best error:     13823.35254 on epoch:     8, epoch:   10/50, mu: 0.6966189742, learning_rate: 0.0074842102, weight_decay: 0.0002993684

epoch time: 1235.2426757813s, input_fired_time: 7.7726078033, output_fired_time: 7.7323603630, propagate_forward_time: 472.4142150879, propagate_backward_time: 736.6582031250, weight_update_time: 1.1333345175, other_time: 10.6654052734
epoch time: 97.1102066040s, input_fired_time: 0.9663200974, output_fired_time: 0.0000000000, propagate_forward_time: 94.2145843506, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9292984009
validation[          , genome  6131] predictions:    5354/  10000 (53.54%), best:    5426/10000 (54.26%), error:     14196.39258, best error:     13823.35254 on epoch:     8, epoch:   11/50, mu: 0.7112880349, learning_rate: 0.0071099997, weight_decay: 0.0002844000

epoch time: 1240.1062011719s, input_fired_time: 8.0287218094, output_fired_time: 7.6067657471, propagate_forward_time: 475.4825439453, propagate_backward_time: 738.2463989258, weight_update_time: 1.1288272142, other_time: 10.7417602539
epoch time: 106.5366439819s, input_fired_time: 1.0825365782, output_fired_time: 0.0000000000, propagate_forward_time: 103.4039764404, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0501327515
validation[          , genome  6131] predictions:    5502/  10000 (55.02%), best:    5502/10000 (55.02%), error:     13502.08496, best error:     13502.08496 on epoch:    12, epoch:   12/50, mu: 0.7252236605, learning_rate: 0.0067544994, weight_decay: 0.0002701800

epoch time: 1240.7073974609s, input_fired_time: 7.8320360184, output_fired_time: 7.6323666573, propagate_forward_time: 474.7872619629, propagate_backward_time: 739.7451782227, weight_update_time: 1.1441938877, other_time: 10.7106323242
epoch time: 97.3143539429s, input_fired_time: 0.9901098013, output_fired_time: 0.0000000000, propagate_forward_time: 94.4657897949, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8584518433
validation[          , genome  6131] predictions:    5083/  10000 (50.83%), best:    5502/10000 (55.02%), error:     15559.29883, best error:     13502.08496 on epoch:    12, epoch:   13/50, mu: 0.7384625077, learning_rate: 0.0064167744, weight_decay: 0.0002566710

epoch time: 1247.9053955078s, input_fired_time: 7.9084987640, output_fired_time: 7.7167725563, propagate_forward_time: 478.3138427734, propagate_backward_time: 743.1597900391, weight_update_time: 1.1441634893, other_time: 10.8065185547
epoch time: 103.3712921143s, input_fired_time: 1.0558664799, output_fired_time: 0.0000000000, propagate_forward_time: 100.3598327637, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9555892944
validation[          , genome  6131] predictions:    5265/  10000 (52.65%), best:    5502/10000 (55.02%), error:     15160.12305, best error:     13502.08496 on epoch:    12, epoch:   14/50, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 1284.5152587891s, input_fired_time: 7.9752244949, output_fired_time: 7.7622027397, propagate_forward_time: 487.7514648438, propagate_backward_time: 769.9736938477, weight_update_time: 1.1549515724, other_time: 11.0526733398
epoch time: 98.7819595337s, input_fired_time: 1.0024199486, output_fired_time: 0.0000000000, propagate_forward_time: 95.9368438721, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8426971436
validation[          , genome  6131] predictions:    5395/  10000 (53.95%), best:    5502/10000 (55.02%), error:     13946.20996, best error:     13502.08496 on epoch:    12, epoch:   15/50, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 1239.6151123047s, input_fired_time: 7.8167972565, output_fired_time: 7.6237020493, propagate_forward_time: 474.1439819336, propagate_backward_time: 739.3329467773, weight_update_time: 1.1421120167, other_time: 10.6977539063
epoch time: 107.2654113770s, input_fired_time: 1.0888664722, output_fired_time: 0.0000000000, propagate_forward_time: 104.0975494385, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0789947510
validation[          , genome  6131] predictions:    5329/  10000 (53.29%), best:    5502/10000 (55.02%), error:     15281.10938, best error:     13502.08496 on epoch:    12, epoch:   16/50, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 1248.1802978516s, input_fired_time: 7.9052977562, output_fired_time: 7.6433782578, propagate_forward_time: 476.9907836914, propagate_backward_time: 744.7689208984, weight_update_time: 1.1338554621, other_time: 10.8718872070
epoch time: 96.7339019775s, input_fired_time: 0.9705862403, output_fired_time: 0.0000000000, propagate_forward_time: 93.8821640015, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8811492920
validation[          , genome  6131] predictions:    5483/  10000 (54.83%), best:    5502/10000 (55.02%), error:     13702.43066, best error:     13502.08496 on epoch:    12, epoch:   17/50, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 1247.5200195313s, input_fired_time: 7.8827948570, output_fired_time: 7.6654076576, propagate_forward_time: 477.2519531250, propagate_backward_time: 743.7069702148, weight_update_time: 1.1548782587, other_time: 11.0128784180
epoch time: 104.4692687988s, input_fired_time: 1.0677258968, output_fired_time: 0.0000000000, propagate_forward_time: 101.3723754883, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0291671753
validation[          , genome  6131] predictions:    5506/  10000 (55.06%), best:    5502/10000 (55.02%), error:     13769.77441, best error:     13502.08496 on epoch:    12, epoch:   18/50, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 1243.5871582031s, input_fired_time: 7.8941702843, output_fired_time: 7.6726346016, propagate_forward_time: 476.5871887207, propagate_backward_time: 740.6808471680, weight_update_time: 1.1469438076, other_time: 10.7523803711
epoch time: 99.1412582397s, input_fired_time: 0.9992762804, output_fired_time: 0.0000000000, propagate_forward_time: 96.2244033813, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9175796509
validation[          , genome  6131] predictions:    5554/  10000 (55.54%), best:    5502/10000 (55.02%), error:     13695.04395, best error:     13502.08496 on epoch:    12, epoch:   19/50, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 1237.3686523438s, input_fired_time: 7.8479428291, output_fired_time: 7.6459851265, propagate_forward_time: 473.0464477539, propagate_backward_time: 738.0913696289, weight_update_time: 1.1376682520, other_time: 10.7369384766
epoch time: 98.1707763672s, input_fired_time: 0.9892750382, output_fired_time: 0.0000000000, propagate_forward_time: 95.3203964233, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8611068726
validation[          , genome  6131] predictions:    5631/  10000 (56.31%), best:    5631/10000 (56.31%), error:     12985.06348, best error:     12985.06348 on epoch:    20, epoch:   20/50, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 1250.1998291016s, input_fired_time: 7.9250130653, output_fired_time: 7.6028351784, propagate_forward_time: 477.7354125977, propagate_backward_time: 746.1553344727, weight_update_time: 1.1631448269, other_time: 10.7812500000
epoch time: 100.2657928467s, input_fired_time: 1.0111734867, output_fired_time: 0.0000000000, propagate_forward_time: 97.3267822266, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9278335571
validation[          , genome  6131] predictions:    5597/  10000 (55.97%), best:    5631/10000 (56.31%), error:     13451.24316, best error:     12985.06348 on epoch:    20, epoch:   21/50, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 1242.2822265625s, input_fired_time: 7.9041085243, output_fired_time: 7.5847496986, propagate_forward_time: 475.2777099609, propagate_backward_time: 740.5816040039, weight_update_time: 1.1621006727, other_time: 10.9341430664
epoch time: 97.5911026001s, input_fired_time: 0.9959419370, output_fired_time: 0.0000000000, propagate_forward_time: 94.6487579346, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9464035034
validation[          , genome  6131] predictions:    5503/  10000 (55.03%), best:    5631/10000 (56.31%), error:     13993.98145, best error:     12985.06348 on epoch:    20, epoch:   22/50, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 1235.1292724609s, input_fired_time: 7.8125791550, output_fired_time: 7.5763535500, propagate_forward_time: 470.9251403809, propagate_backward_time: 738.1265258789, weight_update_time: 1.1362619400, other_time: 10.6886596680
epoch time: 105.7705154419s, input_fired_time: 1.0748827457, output_fired_time: 0.0000000000, propagate_forward_time: 102.6902313232, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0054016113
validation[          , genome  6131] predictions:    5735/  10000 (57.35%), best:    5735/10000 (57.35%), error:     12980.05859, best error:     12980.05859 on epoch:    23, epoch:   23/50, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 1388.8883056641s, input_fired_time: 8.6755399704, output_fired_time: 8.5362281799, propagate_forward_time: 525.3878784180, propagate_backward_time: 834.7707519531, weight_update_time: 1.2133935690, other_time: 11.5178833008
epoch time: 97.9754943848s, input_fired_time: 1.0022872686, output_fired_time: 0.0000000000, propagate_forward_time: 94.8916320801, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0815734863
validation[          , genome  6131] predictions:    5616/  10000 (56.16%), best:    5735/10000 (57.35%), error:     13087.35352, best error:     12980.05859 on epoch:    23, epoch:   24/50, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 1261.4329833984s, input_fired_time: 8.0226526260, output_fired_time: 7.7911744118, propagate_forward_time: 482.8853149414, propagate_backward_time: 751.8086547852, weight_update_time: 1.1661039591, other_time: 10.9251708984
epoch time: 98.7026062012s, input_fired_time: 0.9988228083, output_fired_time: 0.0000000000, propagate_forward_time: 95.8305969238, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8731842041
validation[          , genome  6131] predictions:    5674/  10000 (56.74%), best:    5674/10000 (56.74%), error:     12863.46973, best error:     12863.46973 on epoch:    25, epoch:   25/50, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 1261.0909423828s, input_fired_time: 8.0091819763, output_fired_time: 7.7999758720, propagate_forward_time: 482.2890319824, propagate_backward_time: 752.0751342773, weight_update_time: 1.1521430016, other_time: 10.9176635742
epoch time: 96.8096389771s, input_fired_time: 0.9693667889, output_fired_time: 0.0000000000, propagate_forward_time: 93.9609069824, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8793640137
validation[          , genome  6131] predictions:    5447/  10000 (54.47%), best:    5674/10000 (56.74%), error:     13933.72852, best error:     12863.46973 on epoch:    25, epoch:   26/50, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 1233.7586669922s, input_fired_time: 7.8701057434, output_fired_time: 7.5913152695, propagate_forward_time: 471.6543579102, propagate_backward_time: 736.0049438477, weight_update_time: 1.1326518059, other_time: 10.6379394531
epoch time: 98.4099044800s, input_fired_time: 1.0084973574, output_fired_time: 0.0000000000, propagate_forward_time: 95.5152206421, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8861846924
validation[          , genome  6131] predictions:    5813/  10000 (58.13%), best:    5813/10000 (58.13%), error:     12558.58008, best error:     12558.58008 on epoch:    27, epoch:   27/50, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 1239.7893066406s, input_fired_time: 7.9399704933, output_fired_time: 7.5901045799, propagate_forward_time: 477.4162597656, propagate_backward_time: 736.0665283203, weight_update_time: 1.1526300907, other_time: 10.7764892578
epoch time: 97.1584396362s, input_fired_time: 0.9884178638, output_fired_time: 0.0000000000, propagate_forward_time: 94.3227386475, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8472824097
validation[          , genome  6131] predictions:    5493/  10000 (54.93%), best:    5813/10000 (58.13%), error:     14014.85742, best error:     12558.58008 on epoch:    27, epoch:   28/50, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 1242.4958496094s, input_fired_time: 8.0817508698, output_fired_time: 7.6401834488, propagate_forward_time: 477.3191223145, propagate_backward_time: 738.6577148438, weight_update_time: 1.1634892225, other_time: 10.7971191406
epoch time: 97.8607788086s, input_fired_time: 1.0067726374, output_fired_time: 0.0000000000, propagate_forward_time: 95.0076980591, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8463058472
validation[          , genome  6131] predictions:    5686/  10000 (56.86%), best:    5813/10000 (58.13%), error:     13004.61816, best error:     12558.58008 on epoch:    27, epoch:   29/50, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 1243.0373535156s, input_fired_time: 7.9521260262, output_fired_time: 7.6876821518, propagate_forward_time: 476.0429077148, propagate_backward_time: 740.6481933594, weight_update_time: 1.1462637186, other_time: 10.7064819336
epoch time: 98.8523941040s, input_fired_time: 1.0177048445, output_fired_time: 0.0000000000, propagate_forward_time: 95.9553985596, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8792877197
validation[          , genome  6131] predictions:    5805/  10000 (58.05%), best:    5813/10000 (58.13%), error:     12915.69531, best error:     12558.58008 on epoch:    27, epoch:   30/50, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 1274.6088867188s, input_fired_time: 8.1542634964, output_fired_time: 7.8744268417, propagate_forward_time: 487.7138977051, propagate_backward_time: 759.8217163086, weight_update_time: 1.1648359299, other_time: 11.0446166992
epoch time: 99.1558227539s, input_fired_time: 1.0174973011, output_fired_time: 0.0000000000, propagate_forward_time: 96.2249984741, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9133300781
validation[          , genome  6131] predictions:    5829/  10000 (58.29%), best:    5829/10000 (58.29%), error:     12429.25977, best error:     12429.25977 on epoch:    31, epoch:   31/50, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 1276.2034912109s, input_fired_time: 8.1440591812, output_fired_time: 7.8871388435, propagate_forward_time: 487.8554382324, propagate_backward_time: 761.2421875000, weight_update_time: 1.1924328804, other_time: 11.0747070313
epoch time: 99.9527664185s, input_fired_time: 1.0185961723, output_fired_time: 0.0000000000, propagate_forward_time: 97.0264587402, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9077148438
validation[          , genome  6131] predictions:    5735/  10000 (57.35%), best:    5829/10000 (58.29%), error:     13220.95313, best error:     12429.25977 on epoch:    31, epoch:   32/50, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 1230.0635986328s, input_fired_time: 7.8763289452, output_fired_time: 7.6227655411, propagate_forward_time: 470.6023559570, propagate_backward_time: 733.3384399414, weight_update_time: 1.1282655001, other_time: 10.6236572266
epoch time: 96.4095916748s, input_fired_time: 1.0055066347, output_fired_time: 0.0000000000, propagate_forward_time: 93.5735015869, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8305816650
validation[          , genome  6131] predictions:    5613/  10000 (56.13%), best:    5829/10000 (58.29%), error:     13418.84180, best error:     12429.25977 on epoch:    31, epoch:   33/50, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 1234.3865966797s, input_fired_time: 7.8795228004, output_fired_time: 7.5743231773, propagate_forward_time: 472.1970214844, propagate_backward_time: 736.0497436523, weight_update_time: 1.1390999556, other_time: 10.6859741211
epoch time: 99.2721099854s, input_fired_time: 1.0250420570, output_fired_time: 0.0000000000, propagate_forward_time: 96.3389053345, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9081649780
validation[          , genome  6131] predictions:    5700/  10000 (57.00%), best:    5829/10000 (58.29%), error:     13217.06934, best error:     12429.25977 on epoch:    31, epoch:   34/50, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 1270.4604492188s, input_fired_time: 8.0933885574, output_fired_time: 7.9135861397, propagate_forward_time: 484.7563171387, propagate_backward_time: 758.3362426758, weight_update_time: 1.1972345114, other_time: 11.3609008789
epoch time: 95.2048110962s, input_fired_time: 0.9860144854, output_fired_time: 0.0000000000, propagate_forward_time: 92.4132156372, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8055801392
validation[          , genome  6131] predictions:    5685/  10000 (56.85%), best:    5829/10000 (58.29%), error:     13167.44043, best error:     12429.25977 on epoch:    31, epoch:   35/50, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 1241.2940673828s, input_fired_time: 7.9443216324, output_fired_time: 7.6409807205, propagate_forward_time: 474.6379089355, propagate_backward_time: 740.4421386719, weight_update_time: 1.1408430338, other_time: 10.6286621094
epoch time: 96.0313873291s, input_fired_time: 1.0066487789, output_fired_time: 0.0000000000, propagate_forward_time: 93.1944808960, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8302612305
validation[          , genome  6131] predictions:    5776/  10000 (57.76%), best:    5829/10000 (58.29%), error:     12798.13379, best error:     12429.25977 on epoch:    31, epoch:   36/50, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 1224.6596679688s, input_fired_time: 7.8883028030, output_fired_time: 7.5533347130, propagate_forward_time: 468.6226196289, propagate_backward_time: 729.9161987305, weight_update_time: 1.1678887606, other_time: 10.6791992188
epoch time: 97.2547073364s, input_fired_time: 1.0318359137, output_fired_time: 0.0000000000, propagate_forward_time: 94.3877868652, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8350830078
validation[          , genome  6131] predictions:    5782/  10000 (57.82%), best:    5829/10000 (58.29%), error:     12650.00586, best error:     12429.25977 on epoch:    31, epoch:   37/50, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 1246.5610351563s, input_fired_time: 7.9861054420, output_fired_time: 7.5559220314, propagate_forward_time: 482.7124328613, propagate_backward_time: 737.6299438477, weight_update_time: 1.1398428679, other_time: 10.6766967773
epoch time: 95.8639450073s, input_fired_time: 1.0102941990, output_fired_time: 0.0000000000, propagate_forward_time: 93.0310897827, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8225631714
validation[          , genome  6131] predictions:    5819/  10000 (58.19%), best:    5829/10000 (58.29%), error:     12640.43164, best error:     12429.25977 on epoch:    31, epoch:   38/50, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 1279.8511962891s, input_fired_time: 8.2663211823, output_fired_time: 7.8780698776, propagate_forward_time: 488.5815124512, propagate_backward_time: 763.9636840820, weight_update_time: 1.2043697834, other_time: 11.1615600586
epoch time: 97.3440551758s, input_fired_time: 1.0112382174, output_fired_time: 0.0000000000, propagate_forward_time: 94.4681472778, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8646697998
validation[          , genome  6131] predictions:    5936/  10000 (59.36%), best:    5936/10000 (59.36%), error:     12276.90137, best error:     12276.90137 on epoch:    39, epoch:   39/50, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 1239.6568603516s, input_fired_time: 7.9717154503, output_fired_time: 7.5767865181, propagate_forward_time: 473.9891357422, propagate_backward_time: 739.3815917969, weight_update_time: 1.1351153851, other_time: 10.7376708984
epoch time: 97.0232696533s, input_fired_time: 1.0011873245, output_fired_time: 0.0000000000, propagate_forward_time: 94.1744308472, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8476486206
validation[          , genome  6131] predictions:    5757/  10000 (57.57%), best:    5936/10000 (59.36%), error:     12778.27734, best error:     12276.90137 on epoch:    39, epoch:   40/50, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 1244.3438720703s, input_fired_time: 8.0009183884, output_fired_time: 7.6579790115, propagate_forward_time: 474.8075866699, propagate_backward_time: 743.1135253906, weight_update_time: 1.1480085850, other_time: 10.7637939453
epoch time: 99.3430709839s, input_fired_time: 1.0299816132, output_fired_time: 0.0000000000, propagate_forward_time: 96.4476928711, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8653945923
validation[          , genome  6131] predictions:    5782/  10000 (57.82%), best:    5936/10000 (59.36%), error:     12730.67969, best error:     12276.90137 on epoch:    39, epoch:   41/50, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 1243.1352539063s, input_fired_time: 8.0281639099, output_fired_time: 7.6733593941, propagate_forward_time: 475.9225158691, propagate_backward_time: 740.7402343750, weight_update_time: 1.1483353376, other_time: 10.7709960938
epoch time: 96.4581604004s, input_fired_time: 1.0102458000, output_fired_time: 0.0000000000, propagate_forward_time: 93.6224594116, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8254547119
validation[          , genome  6131] predictions:    5776/  10000 (57.76%), best:    5936/10000 (59.36%), error:     12658.96191, best error:     12276.90137 on epoch:    39, epoch:   42/50, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 1244.9187011719s, input_fired_time: 8.0813283920, output_fired_time: 7.6685957909, propagate_forward_time: 475.7898254395, propagate_backward_time: 742.5297851563, weight_update_time: 1.1394444704, other_time: 10.8492431641
epoch time: 99.2461471558s, input_fired_time: 1.0387518406, output_fired_time: 0.0000000000, propagate_forward_time: 96.3216018677, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8857955933
validation[          , genome  6131] predictions:    5883/  10000 (58.83%), best:    5936/10000 (59.36%), error:     12311.41406, best error:     12276.90137 on epoch:    39, epoch:   43/50, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 1251.6063232422s, input_fired_time: 8.0559959412, output_fired_time: 7.7134318352, propagate_forward_time: 479.7938232422, propagate_backward_time: 745.2228393555, weight_update_time: 1.1544607878, other_time: 10.8202514648
epoch time: 106.3117752075s, input_fired_time: 1.0961991549, output_fired_time: 0.0000000000, propagate_forward_time: 103.1644744873, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0511016846
validation[          , genome  6131] predictions:    5871/  10000 (58.71%), best:    5936/10000 (59.36%), error:     12704.67773, best error:     12276.90137 on epoch:    39, epoch:   44/50, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 1239.4573974609s, input_fired_time: 7.9986114502, output_fired_time: 7.5754652023, propagate_forward_time: 473.8632202148, propagate_backward_time: 739.3770751953, weight_update_time: 1.1476770639, other_time: 10.6430053711
epoch time: 95.2403335571s, input_fired_time: 1.0068809986, output_fired_time: 0.0000000000, propagate_forward_time: 92.4258728027, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8075790405
validation[          , genome  6131] predictions:    5913/  10000 (59.13%), best:    5936/10000 (59.36%), error:     12598.44824, best error:     12276.90137 on epoch:    39, epoch:   45/50, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 1251.4520263672s, input_fired_time: 8.1015815735, output_fired_time: 7.7040195465, propagate_forward_time: 477.9363403320, propagate_backward_time: 746.8798217773, weight_update_time: 1.1554992199, other_time: 10.8303222656
epoch time: 103.8309555054s, input_fired_time: 1.1241146326, output_fired_time: 0.0000000000, propagate_forward_time: 100.7078094482, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9990310669
validation[          , genome  6131] predictions:    5829/  10000 (58.29%), best:    5936/10000 (59.36%), error:     12630.92676, best error:     12276.90137 on epoch:    39, epoch:   46/50, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 1265.3251953125s, input_fired_time: 8.2493143082, output_fired_time: 7.6933045387, propagate_forward_time: 490.4038696289, propagate_backward_time: 748.1466674805, weight_update_time: 1.1552563906, other_time: 10.8320312500
epoch time: 96.9487380981s, input_fired_time: 1.0105388165, output_fired_time: 0.0000000000, propagate_forward_time: 94.0940170288, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8441848755
validation[          , genome  6131] predictions:    5837/  10000 (58.37%), best:    5936/10000 (59.36%), error:     12715.81152, best error:     12276.90137 on epoch:    39, epoch:   47/50, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 1278.3916015625s, input_fired_time: 8.2999010086, output_fired_time: 7.8068628311, propagate_forward_time: 489.6968383789, propagate_backward_time: 761.3703002930, weight_update_time: 1.1965769529, other_time: 11.2176513672
epoch time: 97.7448501587s, input_fired_time: 1.0313986540, output_fired_time: 0.0000000000, propagate_forward_time: 94.8640060425, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8494491577
validation[          , genome  6131] predictions:    5876/  10000 (58.76%), best:    5936/10000 (59.36%), error:     12598.34375, best error:     12276.90137 on epoch:    39, epoch:   48/50, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 1239.0560302734s, input_fired_time: 8.0808286667, output_fired_time: 7.5916361809, propagate_forward_time: 474.0687255859, propagate_backward_time: 738.5827026367, weight_update_time: 1.1588592529, other_time: 10.7321166992
epoch time: 97.9033432007s, input_fired_time: 1.0501810312, output_fired_time: 0.0000000000, propagate_forward_time: 94.9778137207, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8753509521
validation[          , genome  6131] predictions:    5882/  10000 (58.82%), best:    5936/10000 (59.36%), error:     12494.46387, best error:     12276.90137 on epoch:    39, epoch:   49/50, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 1242.0644531250s, input_fired_time: 8.0851469040, output_fired_time: 7.6300063133, propagate_forward_time: 475.6779174805, propagate_backward_time: 739.9580688477, weight_update_time: 1.1428029537, other_time: 10.7132568359
epoch time: 96.3466033936s, input_fired_time: 1.0128933191, output_fired_time: 0.0000000000, propagate_forward_time: 93.5233154297, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8103942871
validation[          , genome  6131] predictions:    5959/  10000 (59.59%), best:    5959/10000 (59.59%), error:     11962.07910, best error:     11962.07910 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: 507.4281921387s, input_fired_time: 5.2993917465, output_fired_time: 0.0000000000, propagate_forward_time: 492.3357849121, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.7930297852
best training[          , genome  6131] predictions:   36568/  50000 (73.14%), best:    5959/10000 (59.59%), error:     38458.14453, best error:     11962.07910 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: 103.4116592407s, input_fired_time: 1.0819127560, output_fired_time: 0.0000000000, propagate_forward_time: 100.3593139648, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9704360962
   testing[          , genome  6131] predictions:    5959/  10000 (59.59%), best:    5959/10000 (59.59%), error:     11962.07910, best error:     11962.07910 on epoch:    50, epoch:   51/50, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488
backpropagation finished successfully!
22:19:28 (13032): called boinc_finish(0)

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