Nameexact_genome_1542727803_177_6418_2
Workunit4101297
Created20 Nov 2018, 22:58:26 UTC
Sent20 Nov 2018, 22:58:56 UTC
Report deadline10 Jan 2019, 8:36:28 UTC
Received24 Nov 2018, 10:45:40 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID31505
Run time18 hours 37 min 57 sec
CPU time18 hours 28 min 58 sec
Validate stateValid
Credit12,600.27
Device peak FLOPS4.20 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size522.38 MB
Peak swap size520.28 MB
Peak disk usage11.73 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_1542727803_177_6418.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1542727803_177_6418_2_r2075364143_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from input file: '../../projects/csgrid.org_csg/exact_genome_1542727803_177_6418.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: 6418
read normal distribution: '1 -2.09889602661133 0.453919857740402'
generator_str: '1000946966'
read generator: 1000946966
read generated_by_map:
1 enable_node 1
reading 95 nodes.
reading 376 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: 1676250611
post shuffle 1: 1909045747
epoch time: 1212.40563964844s, input_fired_time: 9.55620002746582, output_fired_time: 9.05415725708008, propagate_forward_time: 457.598693847656, propagate_backward_time: 724.359802246094, weight_update_time: 1.14735054969788, other_time: 11.8367919921875
epoch time: 94.7799682617188s, input_fired_time: 1.19056594371796, output_fired_time: 0, propagate_forward_time: 91.5172348022461, propagate_backward_time: 0, weight_update_time: 0, other_time: 2.07216644287109
validation[          , genome  6418] predictions:    5127/  10000 (51.27%), best:    5127/10000 (51.27%), error:     17482.96094, best error:     17482.96094 on epoch:     0, epoch:    0/50, mu: 0.5000000000, learning_rate: 0.0125000002, weight_decay: 0.0005000000

epoch time: 1213.2607421875s, input_fired_time: 9.5035457611, output_fired_time: 9.0414657593, propagate_forward_time: 458.2491455078, propagate_backward_time: 724.5573730469, weight_update_time: 1.1526162624, other_time: 11.9091796875
epoch time: 94.6409759521s, input_fired_time: 1.1828205585, output_fired_time: 0.0000000000, propagate_forward_time: 91.3839416504, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0742111206
validation[          , genome  6418] predictions:    5293/  10000 (52.93%), best:    5293/10000 (52.93%), error:     15487.25781, best error:     15487.25781 on epoch:     1, epoch:    1/50, mu: 0.5245000124, learning_rate: 0.0118749999, weight_decay: 0.0004750000

epoch time: 1211.7661132813s, input_fired_time: 9.4454002380, output_fired_time: 9.0355844498, propagate_forward_time: 456.8239746094, propagate_backward_time: 724.6135253906, weight_update_time: 1.1416066885, other_time: 11.8475341797
epoch time: 94.5756301880s, input_fired_time: 1.1597589254, output_fired_time: 0.0000000000, propagate_forward_time: 91.3339691162, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0819015503
validation[          , genome  6418] predictions:    5214/  10000 (52.14%), best:    5293/10000 (52.93%), error:     15496.25293, best error:     15487.25781 on epoch:     1, epoch:    2/50, mu: 0.5477750301, learning_rate: 0.0112812500, weight_decay: 0.0004512500

epoch time: 1212.2745361328s, input_fired_time: 9.4184331894, output_fired_time: 9.0246982574, propagate_forward_time: 457.2474975586, propagate_backward_time: 724.7481079102, weight_update_time: 1.1466840506, other_time: 11.8358154297
epoch time: 95.4865264893s, input_fired_time: 1.1730343103, output_fired_time: 0.0000000000, propagate_forward_time: 92.2191619873, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0943298340
validation[          , genome  6418] predictions:    5302/  10000 (53.02%), best:    5302/10000 (53.02%), error:     14702.15820, best error:     14702.15820 on epoch:     3, epoch:    3/50, mu: 0.5698862672, learning_rate: 0.0107171871, weight_decay: 0.0004286875

epoch time: 1213.0349121094s, input_fired_time: 9.4241666794, output_fired_time: 9.0486383438, propagate_forward_time: 457.5270080566, propagate_backward_time: 725.1915283203, weight_update_time: 1.1451079845, other_time: 11.8436279297
epoch time: 94.5429077148s, input_fired_time: 1.1625459194, output_fired_time: 0.0000000000, propagate_forward_time: 91.3178787231, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0624847412
validation[          , genome  6418] predictions:    5089/  10000 (50.89%), best:    5302/10000 (53.02%), error:     15835.66895, best error:     14702.15820 on epoch:     3, epoch:    4/50, mu: 0.5908919573, learning_rate: 0.0101813274, weight_decay: 0.0004072531

epoch time: 1212.1042480469s, input_fired_time: 9.4130849838, output_fired_time: 9.0149574280, propagate_forward_time: 457.5679321289, propagate_backward_time: 724.2681884766, weight_update_time: 1.1482053995, other_time: 11.8400268555
epoch time: 94.6609802246s, input_fired_time: 1.1618881226, output_fired_time: 0.0000000000, propagate_forward_time: 91.4256591797, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0734329224
validation[          , genome  6418] predictions:    4920/  10000 (49.20%), best:    5302/10000 (53.02%), error:     17139.00000, best error:     14702.15820 on epoch:     3, epoch:    5/50, mu: 0.6108473539, learning_rate: 0.0096722608, weight_decay: 0.0003868904

epoch time: 1218.9910888672s, input_fired_time: 9.4539413452, output_fired_time: 9.0565795898, propagate_forward_time: 460.2127075195, propagate_backward_time: 728.3802490234, weight_update_time: 1.1458485126, other_time: 11.8875122070
epoch time: 95.1439590454s, input_fired_time: 1.1706142426, output_fired_time: 0.0000000000, propagate_forward_time: 91.8852462769, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0880966187
validation[          , genome  6418] predictions:    5110/  10000 (51.10%), best:    5302/10000 (53.02%), error:     15558.26563, best error:     14702.15820 on epoch:     3, epoch:    6/50, mu: 0.6298049688, learning_rate: 0.0091886474, weight_decay: 0.0003675459

epoch time: 1215.5512695313s, input_fired_time: 9.4566850662, output_fired_time: 9.1001596451, propagate_forward_time: 458.7040405273, propagate_backward_time: 726.4317626953, weight_update_time: 1.1367243528, other_time: 11.8585815430
epoch time: 94.8183288574s, input_fired_time: 1.1498163939, output_fired_time: 0.0000000000, propagate_forward_time: 91.5839385986, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0845718384
validation[          , genome  6418] predictions:    5321/  10000 (53.21%), best:    5321/10000 (53.21%), error:     14441.53906, best error:     14441.53906 on epoch:     7, epoch:    7/50, mu: 0.6478147507, learning_rate: 0.0087292148, weight_decay: 0.0003491686

epoch time: 1216.8988037109s, input_fired_time: 9.4617223740, output_fired_time: 9.0688858032, propagate_forward_time: 459.1131286621, propagate_backward_time: 727.3704223633, weight_update_time: 1.1412991285, other_time: 11.8847045898
epoch time: 94.8623657227s, input_fired_time: 1.1622442007, output_fired_time: 0.0000000000, propagate_forward_time: 91.6359710693, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0641479492
validation[          , genome  6418] predictions:    5312/  10000 (53.12%), best:    5321/10000 (53.21%), error:     14946.16406, best error:     14441.53906 on epoch:     7, epoch:    8/50, mu: 0.6649240255, learning_rate: 0.0082927542, weight_decay: 0.0003317102

epoch time: 1216.3343505859s, input_fired_time: 9.4325342178, output_fired_time: 9.1137762070, propagate_forward_time: 458.6642150879, propagate_backward_time: 727.2086181641, weight_update_time: 1.1531294584, other_time: 11.9152832031
epoch time: 94.8795928955s, input_fired_time: 1.1635651588, output_fired_time: 0.0000000000, propagate_forward_time: 91.6515579224, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0644683838
validation[          , genome  6418] predictions:    5380/  10000 (53.80%), best:    5380/10000 (53.80%), error:     14006.49805, best error:     14006.49805 on epoch:     9, epoch:    9/50, mu: 0.6811778545, learning_rate: 0.0078781163, weight_decay: 0.0003151247

epoch time: 1215.4189453125s, input_fired_time: 9.4385585785, output_fired_time: 9.0814743042, propagate_forward_time: 458.5068664551, propagate_backward_time: 726.4746704102, weight_update_time: 1.1550748348, other_time: 11.9174194336
epoch time: 94.6335067749s, input_fired_time: 1.1564038992, output_fired_time: 0.0000000000, propagate_forward_time: 91.3930206299, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0840835571
validation[          , genome  6418] predictions:    5418/  10000 (54.18%), best:    5380/10000 (53.80%), error:     14457.29980, best error:     14006.49805 on epoch:     9, epoch:   10/50, mu: 0.6966189742, learning_rate: 0.0074842102, weight_decay: 0.0002993684

epoch time: 1215.9669189453s, input_fired_time: 9.4324121475, output_fired_time: 9.0722665787, propagate_forward_time: 458.5311889648, propagate_backward_time: 727.0409545898, weight_update_time: 1.1503831148, other_time: 11.8901367188
epoch time: 94.8292922974s, input_fired_time: 1.1555508375, output_fired_time: 0.0000000000, propagate_forward_time: 91.5895843506, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0841598511
validation[          , genome  6418] predictions:    5442/  10000 (54.42%), best:    5380/10000 (53.80%), error:     14217.62207, best error:     14006.49805 on epoch:     9, epoch:   11/50, mu: 0.7112880349, learning_rate: 0.0071099997, weight_decay: 0.0002844000

epoch time: 1215.0140380859s, input_fired_time: 9.4535455704, output_fired_time: 9.0831441879, propagate_forward_time: 458.2005310059, propagate_backward_time: 726.3635864258, weight_update_time: 1.1577186584, other_time: 11.9132690430
epoch time: 94.9544677734s, input_fired_time: 1.1670280695, output_fired_time: 0.0000000000, propagate_forward_time: 91.7097396851, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0776977539
validation[          , genome  6418] predictions:    5534/  10000 (55.34%), best:    5380/10000 (53.80%), error:     14213.88086, best error:     14006.49805 on epoch:     9, epoch:   12/50, mu: 0.7252236605, learning_rate: 0.0067544994, weight_decay: 0.0002701800

epoch time: 1215.1362304688s, input_fired_time: 9.4415826797, output_fired_time: 9.1066389084, propagate_forward_time: 458.0043640137, propagate_backward_time: 726.6519165039, weight_update_time: 1.1463489532, other_time: 11.9317016602
epoch time: 94.7761840820s, input_fired_time: 1.1576102972, output_fired_time: 0.0000000000, propagate_forward_time: 91.5417556763, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0768203735
validation[          , genome  6418] predictions:    5659/  10000 (56.59%), best:    5659/10000 (56.59%), error:     13242.15332, best error:     13242.15332 on epoch:    13, epoch:   13/50, mu: 0.7384625077, learning_rate: 0.0064167744, weight_decay: 0.0002566710

epoch time: 1215.2584228516s, input_fired_time: 9.4576215744, output_fired_time: 9.0772600174, propagate_forward_time: 458.4083557129, propagate_backward_time: 726.4175415039, weight_update_time: 1.1477648020, other_time: 11.8976440430
epoch time: 95.9386825562s, input_fired_time: 1.1833324432, output_fired_time: 0.0000000000, propagate_forward_time: 92.6388854980, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1164627075
validation[          , genome  6418] predictions:    5396/  10000 (53.96%), best:    5659/10000 (56.59%), error:     14146.11133, best error:     13242.15332 on epoch:    13, epoch:   14/50, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 1217.8712158203s, input_fired_time: 9.4879531860, output_fired_time: 9.1069631577, propagate_forward_time: 459.3190917969, propagate_backward_time: 728.0416259766, weight_update_time: 1.1556030512, other_time: 11.9156494141
epoch time: 94.9033126831s, input_fired_time: 1.1694799662, output_fired_time: 0.0000000000, propagate_forward_time: 91.6447372437, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0890960693
validation[          , genome  6418] predictions:    5308/  10000 (53.08%), best:    5659/10000 (56.59%), error:     14468.34961, best error:     13242.15332 on epoch:    13, epoch:   15/50, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 1216.1197509766s, input_fired_time: 9.4938697815, output_fired_time: 9.0906114578, propagate_forward_time: 459.2471008301, propagate_backward_time: 726.3554077148, weight_update_time: 1.1547510624, other_time: 11.9328002930
epoch time: 94.8874282837s, input_fired_time: 1.1601283550, output_fired_time: 0.0000000000, propagate_forward_time: 91.6414413452, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0858612061
validation[          , genome  6418] predictions:    5284/  10000 (52.84%), best:    5659/10000 (56.59%), error:     14794.83105, best error:     13242.15332 on epoch:    13, epoch:   16/50, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 1216.7313232422s, input_fired_time: 9.5016317368, output_fired_time: 9.1104192734, propagate_forward_time: 458.7915954590, propagate_backward_time: 727.4061889648, weight_update_time: 1.1520899534, other_time: 11.9214477539
epoch time: 95.0176696777s, input_fired_time: 1.1721758842, output_fired_time: 0.0000000000, propagate_forward_time: 91.7757034302, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0697937012
validation[          , genome  6418] predictions:    5383/  10000 (53.83%), best:    5659/10000 (56.59%), error:     15125.70410, best error:     13242.15332 on epoch:    13, epoch:   17/50, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 1216.6668701172s, input_fired_time: 9.4867696762, output_fired_time: 9.0938081741, propagate_forward_time: 459.0404052734, propagate_backward_time: 727.0949707031, weight_update_time: 1.1521335840, other_time: 11.9509277344
epoch time: 95.0288391113s, input_fired_time: 1.1724246740, output_fired_time: 0.0000000000, propagate_forward_time: 91.7482757568, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1081390381
validation[          , genome  6418] predictions:    5694/  10000 (56.94%), best:    5694/10000 (56.94%), error:     13103.91016, best error:     13103.91016 on epoch:    18, epoch:   18/50, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 1217.7631835938s, input_fired_time: 9.4960660934, output_fired_time: 9.0973663330, propagate_forward_time: 458.9651184082, propagate_backward_time: 728.2767944336, weight_update_time: 1.1522507668, other_time: 11.9277954102
epoch time: 94.9508666992s, input_fired_time: 1.1735861301, output_fired_time: 0.0000000000, propagate_forward_time: 91.6791381836, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0981445313
validation[          , genome  6418] predictions:    5533/  10000 (55.33%), best:    5694/10000 (56.94%), error:     13788.51660, best error:     13103.91016 on epoch:    18, epoch:   19/50, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 1217.9916992188s, input_fired_time: 9.5266103745, output_fired_time: 9.1252193451, propagate_forward_time: 459.3493957520, propagate_backward_time: 728.0490722656, weight_update_time: 1.1588155031, other_time: 11.9414062500
epoch time: 95.0058441162s, input_fired_time: 1.1799188852, output_fired_time: 0.0000000000, propagate_forward_time: 91.7390518188, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0868759155
validation[          , genome  6418] predictions:    5578/  10000 (55.78%), best:    5694/10000 (56.94%), error:     14029.39648, best error:     13103.91016 on epoch:    18, epoch:   20/50, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 1217.4156494141s, input_fired_time: 9.5329303741, output_fired_time: 9.0802888870, propagate_forward_time: 459.0808410645, propagate_backward_time: 727.7780761719, weight_update_time: 1.1478898525, other_time: 11.9434814453
epoch time: 95.2664184570s, input_fired_time: 1.1875602007, output_fired_time: 0.0000000000, propagate_forward_time: 91.9705429077, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1083145142
validation[          , genome  6418] predictions:    5690/  10000 (56.90%), best:    5694/10000 (56.94%), error:     13399.32422, best error:     13103.91016 on epoch:    18, epoch:   21/50, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 1218.5185546875s, input_fired_time: 9.5368375778, output_fired_time: 9.0947284698, propagate_forward_time: 459.4762878418, propagate_backward_time: 728.5025634766, weight_update_time: 1.1512354612, other_time: 11.9080810547
epoch time: 94.9564285278s, input_fired_time: 1.1838901043, output_fired_time: 0.0000000000, propagate_forward_time: 91.6696014404, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1029357910
validation[          , genome  6418] predictions:    5708/  10000 (57.08%), best:    5694/10000 (56.94%), error:     13498.82520, best error:     13103.91016 on epoch:    18, epoch:   22/50, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 1219.6016845703s, input_fired_time: 9.5291252136, output_fired_time: 9.1167163849, propagate_forward_time: 459.6275634766, propagate_backward_time: 729.3872070313, weight_update_time: 1.1509479284, other_time: 11.9410400391
epoch time: 100.2800750732s, input_fired_time: 1.2359139919, output_fired_time: 0.0000000000, propagate_forward_time: 96.8693695068, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1747894287
validation[          , genome  6418] predictions:    5681/  10000 (56.81%), best:    5694/10000 (56.94%), error:     13544.92773, best error:     13103.91016 on epoch:    18, epoch:   23/50, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 1218.1093750000s, input_fired_time: 9.5579185486, output_fired_time: 9.1314525604, propagate_forward_time: 459.1742553711, propagate_backward_time: 728.2832031250, weight_update_time: 1.1499415636, other_time: 11.9625854492
epoch time: 95.0914688110s, input_fired_time: 1.1868355274, output_fired_time: 0.0000000000, propagate_forward_time: 91.8131103516, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0915222168
validation[          , genome  6418] predictions:    5625/  10000 (56.25%), best:    5694/10000 (56.94%), error:     13798.91895, best error:     13103.91016 on epoch:    18, epoch:   24/50, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 1218.6196289063s, input_fired_time: 9.5627918243, output_fired_time: 9.1126670837, propagate_forward_time: 459.9811706543, propagate_backward_time: 728.0202636719, weight_update_time: 1.1531763077, other_time: 11.9427490234
epoch time: 95.7332534790s, input_fired_time: 1.1883888245, output_fired_time: 0.0000000000, propagate_forward_time: 92.4489440918, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0959167480
validation[          , genome  6418] predictions:    5721/  10000 (57.21%), best:    5694/10000 (56.94%), error:     13151.00098, best error:     13103.91016 on epoch:    18, epoch:   25/50, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 1217.9753417969s, input_fired_time: 9.5368700027, output_fired_time: 9.1127634048, propagate_forward_time: 459.0065612793, propagate_backward_time: 728.4166259766, weight_update_time: 1.1445007324, other_time: 11.9024658203
epoch time: 95.1608123779s, input_fired_time: 1.1911103725, output_fired_time: 0.0000000000, propagate_forward_time: 91.8780975342, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0916061401
validation[          , genome  6418] predictions:    5818/  10000 (58.18%), best:    5818/10000 (58.18%), error:     12751.61328, best error:     12751.61328 on epoch:    26, epoch:   26/50, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 1218.1823730469s, input_fired_time: 9.5801115036, output_fired_time: 9.0947437286, propagate_forward_time: 459.8445129395, propagate_backward_time: 727.7064819336, weight_update_time: 1.1602690220, other_time: 11.9566040039
epoch time: 95.4370803833s, input_fired_time: 1.1915525198, output_fired_time: 0.0000000000, propagate_forward_time: 92.1538085938, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0917205811
validation[          , genome  6418] predictions:    5628/  10000 (56.28%), best:    5818/10000 (58.18%), error:     13357.68555, best error:     12751.61328 on epoch:    26, epoch:   27/50, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 1220.0985107422s, input_fired_time: 9.6385459900, output_fired_time: 9.1251010895, propagate_forward_time: 460.8475952148, propagate_backward_time: 728.5502319336, weight_update_time: 1.1528300047, other_time: 11.9370117188
epoch time: 94.9513778687s, input_fired_time: 1.1860097647, output_fired_time: 0.0000000000, propagate_forward_time: 91.6854629517, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0799026489
validation[          , genome  6418] predictions:    5895/  10000 (58.95%), best:    5895/10000 (58.95%), error:     12494.59180, best error:     12494.59180 on epoch:    28, epoch:   28/50, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 1254.4483642578s, input_fired_time: 9.7973623276, output_fired_time: 9.3934736252, propagate_forward_time: 471.2964477539, propagate_backward_time: 751.6950073242, weight_update_time: 1.1796958447, other_time: 12.2661132813
epoch time: 151.9763641357s, input_fired_time: 1.8280686140, output_fired_time: 0.0000000000, propagate_forward_time: 146.9806823730, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.1676177979
validation[          , genome  6418] predictions:    5684/  10000 (56.84%), best:    5895/10000 (58.95%), error:     13392.47461, best error:     12494.59180 on epoch:    28, epoch:   29/50, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 1230.4530029297s, input_fired_time: 9.6766824722, output_fired_time: 9.1549110413, propagate_forward_time: 464.0287780762, propagate_backward_time: 735.5089111328, weight_update_time: 1.1648135185, other_time: 12.0837402344
epoch time: 95.1085357666s, input_fired_time: 1.1963853836, output_fired_time: 0.0000000000, propagate_forward_time: 91.8114089966, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1007385254
validation[          , genome  6418] predictions:    5890/  10000 (58.90%), best:    5895/10000 (58.95%), error:     12980.71191, best error:     12494.59180 on epoch:    28, epoch:   30/50, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 1218.3773193359s, input_fired_time: 9.5873985291, output_fired_time: 9.1079216003, propagate_forward_time: 459.2433166504, propagate_backward_time: 728.5362548828, weight_update_time: 1.1506391764, other_time: 11.9024658203
epoch time: 95.0593795776s, input_fired_time: 1.1885989904, output_fired_time: 0.0000000000, propagate_forward_time: 91.7990417480, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0717391968
validation[          , genome  6418] predictions:    5825/  10000 (58.25%), best:    5895/10000 (58.95%), error:     12920.70996, best error:     12494.59180 on epoch:    28, epoch:   31/50, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 1225.0374755859s, input_fired_time: 9.6482706070, output_fired_time: 9.1811275482, propagate_forward_time: 462.0819091797, propagate_backward_time: 732.1654052734, weight_update_time: 1.1599535942, other_time: 11.9606933594
epoch time: 95.0490570068s, input_fired_time: 1.2009912729, output_fired_time: 0.0000000000, propagate_forward_time: 91.7594146729, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0886535645
validation[          , genome  6418] predictions:    5960/  10000 (59.60%), best:    5895/10000 (58.95%), error:     12517.83398, best error:     12494.59180 on epoch:    28, epoch:   32/50, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 1218.2065429688s, input_fired_time: 9.6387767792, output_fired_time: 9.0913753510, propagate_forward_time: 459.4870910645, propagate_backward_time: 728.0914916992, weight_update_time: 1.1483391523, other_time: 11.8977661133
epoch time: 94.9814071655s, input_fired_time: 1.1997044086, output_fired_time: 0.0000000000, propagate_forward_time: 91.7163925171, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0653076172
validation[          , genome  6418] predictions:    5908/  10000 (59.08%), best:    5908/10000 (59.08%), error:     12384.77734, best error:     12384.77734 on epoch:    33, epoch:   33/50, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 1220.4542236328s, input_fired_time: 9.6627731323, output_fired_time: 9.1442108154, propagate_forward_time: 460.2021179199, propagate_backward_time: 729.4935302734, weight_update_time: 1.1542303562, other_time: 11.9516601563
epoch time: 95.1783676147s, input_fired_time: 1.2058809996, output_fired_time: 0.0000000000, propagate_forward_time: 91.8798141479, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0926742554
validation[          , genome  6418] predictions:    5954/  10000 (59.54%), best:    5908/10000 (59.08%), error:     12535.67676, best error:     12384.77734 on epoch:    33, epoch:   34/50, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 1217.4315185547s, input_fired_time: 9.6412172318, output_fired_time: 9.1027164459, propagate_forward_time: 459.1946105957, propagate_backward_time: 727.5966186523, weight_update_time: 1.1458272934, other_time: 11.8964233398
epoch time: 94.8072891235s, input_fired_time: 1.2053405046, output_fired_time: 0.0000000000, propagate_forward_time: 91.5074615479, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0944900513
validation[          , genome  6418] predictions:    5801/  10000 (58.01%), best:    5908/10000 (59.08%), error:     12956.53516, best error:     12384.77734 on epoch:    33, epoch:   35/50, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 1219.8928222656s, input_fired_time: 9.6799373627, output_fired_time: 9.1280889511, propagate_forward_time: 460.3253479004, propagate_backward_time: 728.8170166016, weight_update_time: 1.1502436399, other_time: 11.9425048828
epoch time: 95.1455459595s, input_fired_time: 1.2068560123, output_fired_time: 0.0000000000, propagate_forward_time: 91.8292770386, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1094131470
validation[          , genome  6418] predictions:    6031/  10000 (60.31%), best:    6031/10000 (60.31%), error:     12085.24512, best error:     12085.24512 on epoch:    36, epoch:   36/50, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 1219.2092285156s, input_fired_time: 9.6766862869, output_fired_time: 9.1390237808, propagate_forward_time: 459.4502258301, propagate_backward_time: 728.9701538086, weight_update_time: 1.1576932669, other_time: 11.9732055664
epoch time: 95.2939834595s, input_fired_time: 1.2109217644, output_fired_time: 0.0000000000, propagate_forward_time: 91.9848175049, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0982437134
validation[          , genome  6418] predictions:    5961/  10000 (59.61%), best:    6031/10000 (60.31%), error:     12312.70703, best error:     12085.24512 on epoch:    36, epoch:   37/50, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 1219.0317382813s, input_fired_time: 9.6613388062, output_fired_time: 9.1210393906, propagate_forward_time: 459.6989746094, propagate_backward_time: 728.5997924805, weight_update_time: 1.1523001194, other_time: 11.9505004883
epoch time: 95.1660919189s, input_fired_time: 1.2154912949, output_fired_time: 0.0000000000, propagate_forward_time: 91.8601150513, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0904846191
validation[          , genome  6418] predictions:    6014/  10000 (60.14%), best:    6031/10000 (60.31%), error:     12178.18457, best error:     12085.24512 on epoch:    36, epoch:   38/50, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 1231.9653320313s, input_fired_time: 9.7589454651, output_fired_time: 9.2112331390, propagate_forward_time: 464.9953613281, propagate_backward_time: 735.9551391602, weight_update_time: 1.1578071117, other_time: 12.0447387695
epoch time: 103.5933227539s, input_fired_time: 1.2949815989, output_fired_time: 0.0000000000, propagate_forward_time: 100.0908050537, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2075347900
validation[          , genome  6418] predictions:    5995/  10000 (59.95%), best:    6031/10000 (60.31%), error:     12589.07324, best error:     12085.24512 on epoch:    36, epoch:   39/50, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 1235.9570312500s, input_fired_time: 9.8441534042, output_fired_time: 9.2205266953, propagate_forward_time: 467.6883850098, propagate_backward_time: 737.1900024414, weight_update_time: 1.1560527086, other_time: 12.0139770508
epoch time: 94.9466476440s, input_fired_time: 1.2147213221, output_fired_time: 0.0000000000, propagate_forward_time: 91.6374664307, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0944595337
validation[          , genome  6418] predictions:    5991/  10000 (59.91%), best:    6031/10000 (60.31%), error:     12512.59668, best error:     12085.24512 on epoch:    36, epoch:   40/50, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 1219.0577392578s, input_fired_time: 9.7062082291, output_fired_time: 9.1413249969, propagate_forward_time: 460.0515441895, propagate_backward_time: 728.2303466797, weight_update_time: 1.1530203819, other_time: 11.9283447266
epoch time: 94.9487838745s, input_fired_time: 1.2115719318, output_fired_time: 0.0000000000, propagate_forward_time: 91.6549148560, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0822982788
validation[          , genome  6418] predictions:    6001/  10000 (60.01%), best:    6031/10000 (60.31%), error:     12340.31641, best error:     12085.24512 on epoch:    36, epoch:   41/50, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 1219.2849121094s, input_fired_time: 9.7157087326, output_fired_time: 9.1216182709, propagate_forward_time: 460.4053039551, propagate_backward_time: 728.0819091797, weight_update_time: 1.1498258114, other_time: 11.9604492188
epoch time: 95.0330200195s, input_fired_time: 1.2199923992, output_fired_time: 0.0000000000, propagate_forward_time: 91.7041702271, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1088562012
validation[          , genome  6418] predictions:    5859/  10000 (58.59%), best:    6031/10000 (60.31%), error:     12865.35156, best error:     12085.24512 on epoch:    36, epoch:   42/50, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 1218.9139404297s, input_fired_time: 9.7256717682, output_fired_time: 9.1183223724, propagate_forward_time: 459.3495788574, propagate_backward_time: 728.7498779297, weight_update_time: 1.1462678909, other_time: 11.9704589844
epoch time: 95.2469787598s, input_fired_time: 1.2158569098, output_fired_time: 0.0000000000, propagate_forward_time: 91.9448776245, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0862426758
validation[          , genome  6418] predictions:    5946/  10000 (59.46%), best:    6031/10000 (60.31%), error:     12457.87402, best error:     12085.24512 on epoch:    36, epoch:   43/50, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 1217.8447265625s, input_fired_time: 9.7216501236, output_fired_time: 9.1575737000, propagate_forward_time: 459.2359924316, propagate_backward_time: 727.7973632813, weight_update_time: 1.1467907429, other_time: 11.9321289063
epoch time: 95.6777801514s, input_fired_time: 1.2212607861, output_fired_time: 0.0000000000, propagate_forward_time: 92.3569717407, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0995483398
validation[          , genome  6418] predictions:    6023/  10000 (60.23%), best:    6031/10000 (60.31%), error:     12359.75684, best error:     12085.24512 on epoch:    36, epoch:   44/50, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 1220.2777099609s, input_fired_time: 9.7402553558, output_fired_time: 9.1294651031, propagate_forward_time: 460.2033386230, propagate_backward_time: 729.2319946289, weight_update_time: 1.1590907574, other_time: 11.9725952148
epoch time: 95.0937347412s, input_fired_time: 1.2178503275, output_fired_time: 0.0000000000, propagate_forward_time: 91.7677383423, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1081466675
validation[          , genome  6418] predictions:    5994/  10000 (59.94%), best:    6031/10000 (60.31%), error:     12671.18164, best error:     12085.24512 on epoch:    36, epoch:   45/50, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 1140.4523925781s, input_fired_time: 9.3526220322, output_fired_time: 8.5634765625, propagate_forward_time: 427.6809692383, propagate_backward_time: 683.3369140625, weight_update_time: 1.1149902344, other_time: 11.5183715820
epoch time: 85.3214874268s, input_fired_time: 1.1366128922, output_fired_time: 0.0000000000, propagate_forward_time: 82.2222671509, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9626083374
validation[          , genome  6418] predictions:    6060/  10000 (60.60%), best:    6031/10000 (60.31%), error:     12343.52539, best error:     12085.24512 on epoch:    36, epoch:   46/50, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 1106.4251708984s, input_fired_time: 9.1862668991, output_fired_time: 8.3223657608, propagate_forward_time: 413.1087036133, propagate_backward_time: 664.5271606445, weight_update_time: 1.0974057913, other_time: 11.2806396484
epoch time: 86.0387420654s, input_fired_time: 1.1460728645, output_fired_time: 0.0000000000, propagate_forward_time: 82.9106063843, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9820632935
validation[          , genome  6418] predictions:    6047/  10000 (60.47%), best:    6031/10000 (60.31%), error:     12172.41113, best error:     12085.24512 on epoch:    36, epoch:   47/50, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 1117.3612060547s, input_fired_time: 9.2998094559, output_fired_time: 8.4075088501, propagate_forward_time: 417.9932861328, propagate_backward_time: 670.2581176758, weight_update_time: 1.0998358727, other_time: 11.4025268555
epoch time: 85.9155807495s, input_fired_time: 1.1417316198, output_fired_time: 0.0000000000, propagate_forward_time: 82.8050842285, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9687652588
validation[          , genome  6418] predictions:    5996/  10000 (59.96%), best:    6031/10000 (60.31%), error:     12382.80371, best error:     12085.24512 on epoch:    36, epoch:   48/50, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 1106.7752685547s, input_fired_time: 9.2116708755, output_fired_time: 8.3327198029, propagate_forward_time: 413.3920288086, propagate_backward_time: 664.4795532227, weight_update_time: 1.0955405235, other_time: 11.3592529297
epoch time: 86.0525512695s, input_fired_time: 1.1437445879, output_fired_time: 0.0000000000, propagate_forward_time: 82.9361801147, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9726257324
validation[          , genome  6418] predictions:    6072/  10000 (60.72%), best:    6031/10000 (60.31%), error:     12325.94629, best error:     12085.24512 on epoch:    36, epoch:   49/50, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 1106.3177490234s, input_fired_time: 9.2137250900, output_fired_time: 8.3630847931, propagate_forward_time: 413.4010620117, propagate_backward_time: 664.0200195313, weight_update_time: 1.0907332897, other_time: 11.3198852539
epoch time: 85.9041442871s, input_fired_time: 1.1500128508, output_fired_time: 0.0000000000, propagate_forward_time: 82.7789688110, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9751663208
validation[          , genome  6418] predictions:    6074/  10000 (60.74%), best:    6031/10000 (60.31%), error:     12235.17480, best error:     12085.24512 on epoch:    36, 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: 428.4321289063s, input_fired_time: 5.6288428307, output_fired_time: 0.0000000000, propagate_forward_time: 412.8314819336, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 9.9718017578
best training[          , genome  6418] predictions:   35575/  50000 (71.15%), best:    6031/10000 (60.31%), error:     41632.31641, best error:     12085.24512 on epoch:    36, 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: 86.0822830200s, input_fired_time: 1.1230885983, output_fired_time: 0.0000000000, propagate_forward_time: 82.9930191040, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9661788940
   testing[          , genome  6418] predictions:    6031/  10000 (60.31%), best:    6031/10000 (60.31%), error:     12085.24512, best error:     12085.24512 on epoch:    36, epoch:   51/50, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488
backpropagation finished successfully!
19:44:45 (5776): called boinc_finish(0)

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