Nameexact_genome_1542649503_174_6319_1
Workunit4099004
Created19 Nov 2018, 23:44:25 UTC
Sent19 Nov 2018, 23:45:29 UTC
Report deadline3 Jan 2019, 13:29:18 UTC
Received21 Nov 2018, 1:13:41 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID60660
Run time13 hours 46 min 54 sec
CPU time13 hours 27 min 15 sec
Validate stateValid
Credit11,143.02
Device peak FLOPS3.44 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size527.63 MB
Peak swap size547.46 MB
Peak disk usage9.83 MB

Stderr output

<core_client_version>7.8.3</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_174_6319.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1542649503_174_6319_1_r1395182778_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from input file: '../../projects/csgrid.org_csg/exact_genome_1542649503_174_6319.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: 6319
read normal distribution: '1 0 0'
generator_str: '500613044'
read generator: 500613044
read generated_by_map:
1 crossover 1
reading 98 nodes.
reading 334 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: 2109985209
post shuffle 1: 803626249
epoch time: 884.033447265625s, input_fired_time: 9.58623313903809, output_fired_time: 7.30618715286255, propagate_forward_time: 318.423950195313, propagate_backward_time: 537.032653808594, weight_update_time: 1.029705286026, other_time: 11.6843872070313
epoch time: 66.0622253417969s, input_fired_time: 1.05107867717743, output_fired_time: 0, propagate_forward_time: 62.990291595459, propagate_backward_time: 0, weight_update_time: 0, other_time: 2.02085494995117
validation[          , genome  6319] predictions:    4792/  10000 (47.92%), best:    4792/10000 (47.92%), error:     18395.53516, best error:     18395.53516 on epoch:     0, epoch:    0/50, mu: 0.5000000000, learning_rate: 0.0125000002, weight_decay: 0.0005000000

epoch time: 884.0601196289s, input_fired_time: 9.5278329849, output_fired_time: 7.3247013092, propagate_forward_time: 318.7089843750, propagate_backward_time: 536.6481933594, weight_update_time: 1.0609068871, other_time: 11.8504028320
epoch time: 66.2736282349s, input_fired_time: 1.0445774794, output_fired_time: 0.0000000000, propagate_forward_time: 63.1858100891, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0432395935
validation[          , genome  6319] predictions:    4698/  10000 (46.98%), best:    4792/10000 (47.92%), error:     18845.76563, best error:     18395.53516 on epoch:     0, epoch:    1/50, mu: 0.5245000124, learning_rate: 0.0118749999, weight_decay: 0.0004750000

epoch time: 885.7515258789s, input_fired_time: 9.5300302505, output_fired_time: 7.3293418884, propagate_forward_time: 318.8302307129, propagate_backward_time: 538.1134033203, weight_update_time: 1.0301871300, other_time: 11.9484863281
epoch time: 66.6712493896s, input_fired_time: 1.0679864883, output_fired_time: 0.0000000000, propagate_forward_time: 63.5013771057, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1018867493
validation[          , genome  6319] predictions:    5139/  10000 (51.39%), best:    5139/10000 (51.39%), error:     15206.18652, best error:     15206.18652 on epoch:     2, epoch:    2/50, mu: 0.5477750301, learning_rate: 0.0112812500, weight_decay: 0.0004512500

epoch time: 1081.7491455078s, input_fired_time: 9.5957927704, output_fired_time: 7.3923869133, propagate_forward_time: 320.4882507324, propagate_backward_time: 732.0467529297, weight_update_time: 1.0721091032, other_time: 12.2259521484
epoch time: 66.8063812256s, input_fired_time: 1.0791021585, output_fired_time: 0.0000000000, propagate_forward_time: 63.6431732178, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0841064453
validation[          , genome  6319] predictions:    5076/  10000 (50.76%), best:    5139/10000 (51.39%), error:     15668.61230, best error:     15206.18652 on epoch:     2, epoch:    3/50, mu: 0.5698862672, learning_rate: 0.0107171871, weight_decay: 0.0004286875

epoch time: 895.8784179688s, input_fired_time: 9.5304584503, output_fired_time: 7.3901519775, propagate_forward_time: 322.9028015137, propagate_backward_time: 543.9205322266, weight_update_time: 1.0336251259, other_time: 12.1345214844
epoch time: 67.1982650757s, input_fired_time: 1.0556927919, output_fired_time: 0.0000000000, propagate_forward_time: 64.0465545654, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0960159302
validation[          , genome  6319] predictions:    5107/  10000 (51.07%), best:    5139/10000 (51.39%), error:     15441.38281, best error:     15206.18652 on epoch:     2, epoch:    4/50, mu: 0.5908919573, learning_rate: 0.0101813274, weight_decay: 0.0004072531

epoch time: 952.9739990234s, input_fired_time: 10.1346197128, output_fired_time: 7.9720335007, propagate_forward_time: 343.4089965820, propagate_backward_time: 578.7659301758, weight_update_time: 1.1760785580, other_time: 12.6923828125
epoch time: 74.7491912842s, input_fired_time: 1.2849063873, output_fired_time: 0.0000000000, propagate_forward_time: 70.9862976074, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.4779891968
validation[          , genome  6319] predictions:    5150/  10000 (51.50%), best:    5139/10000 (51.39%), error:     15870.40625, best error:     15206.18652 on epoch:     2, epoch:    5/50, mu: 0.6108473539, learning_rate: 0.0096722608, weight_decay: 0.0003868904

epoch time: 889.8587036133s, input_fired_time: 9.5772037506, output_fired_time: 7.3322978020, propagate_forward_time: 320.2240600586, propagate_backward_time: 540.5738525391, weight_update_time: 1.0508936644, other_time: 12.1513061523
epoch time: 67.8953781128s, input_fired_time: 1.0543601513, output_fired_time: 0.0000000000, propagate_forward_time: 64.6659698486, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1750488281
validation[          , genome  6319] predictions:    5138/  10000 (51.38%), best:    5139/10000 (51.39%), error:     15392.55176, best error:     15206.18652 on epoch:     2, epoch:    6/50, mu: 0.6298049688, learning_rate: 0.0091886474, weight_decay: 0.0003675459

epoch time: 889.1662597656s, input_fired_time: 9.4867248535, output_fired_time: 7.3591065407, propagate_forward_time: 319.9885864258, propagate_backward_time: 540.1726074219, weight_update_time: 1.0426568985, other_time: 12.1592407227
epoch time: 66.6175994873s, input_fired_time: 1.0322561264, output_fired_time: 0.0000000000, propagate_forward_time: 63.4482841492, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1370582581
validation[          , genome  6319] predictions:    5213/  10000 (52.13%), best:    5139/10000 (51.39%), error:     15474.37012, best error:     15206.18652 on epoch:     2, epoch:    7/50, mu: 0.6478147507, learning_rate: 0.0087292148, weight_decay: 0.0003491686

epoch time: 887.6586914063s, input_fired_time: 9.4243249893, output_fired_time: 7.3970336914, propagate_forward_time: 319.7076721191, propagate_backward_time: 539.0592651367, weight_update_time: 1.0451108217, other_time: 12.0703735352
epoch time: 66.7835235596s, input_fired_time: 1.0504815578, output_fired_time: 0.0000000000, propagate_forward_time: 63.6008949280, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1321449280
validation[          , genome  6319] predictions:    5298/  10000 (52.98%), best:    5298/10000 (52.98%), error:     14658.16211, best error:     14658.16211 on epoch:     8, epoch:    8/50, mu: 0.6649240255, learning_rate: 0.0082927542, weight_decay: 0.0003317102

epoch time: 887.7087402344s, input_fired_time: 9.3941431046, output_fired_time: 7.3234205246, propagate_forward_time: 320.2414245605, propagate_backward_time: 538.9125976563, weight_update_time: 1.0250116587, other_time: 11.8371582031
epoch time: 67.1225738525s, input_fired_time: 1.0888395309, output_fired_time: 0.0000000000, propagate_forward_time: 63.8792076111, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1545295715
validation[          , genome  6319] predictions:    5336/  10000 (53.36%), best:    5298/10000 (52.98%), error:     15033.99316, best error:     14658.16211 on epoch:     8, epoch:    9/50, mu: 0.6811778545, learning_rate: 0.0078781163, weight_decay: 0.0003151247

epoch time: 888.2570800781s, input_fired_time: 9.4428939819, output_fired_time: 7.3626141548, propagate_forward_time: 319.9803161621, propagate_backward_time: 539.5774536133, weight_update_time: 1.0334656239, other_time: 11.8938598633
epoch time: 67.5983734131s, input_fired_time: 1.0956214666, output_fired_time: 0.0000000000, propagate_forward_time: 64.3031082153, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1996459961
validation[          , genome  6319] predictions:    5362/  10000 (53.62%), best:    5362/10000 (53.62%), error:     14541.35352, best error:     14541.35352 on epoch:    10, epoch:   10/50, mu: 0.6966189742, learning_rate: 0.0074842102, weight_decay: 0.0002993684

epoch time: 888.0457153320s, input_fired_time: 9.4624195099, output_fired_time: 7.4051523209, propagate_forward_time: 320.1537170410, propagate_backward_time: 539.0275878906, weight_update_time: 1.0311245918, other_time: 11.9968261719
epoch time: 66.7695083618s, input_fired_time: 1.0401600599, output_fired_time: 0.0000000000, propagate_forward_time: 63.6552200317, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0741271973
validation[          , genome  6319] predictions:    5292/  10000 (52.92%), best:    5362/10000 (53.62%), error:     14591.99219, best error:     14541.35352 on epoch:    10, epoch:   11/50, mu: 0.7112880349, learning_rate: 0.0071099997, weight_decay: 0.0002844000

epoch time: 2870.7797851563s, input_fired_time: 9.4299612045, output_fired_time: 7.3111224174, propagate_forward_time: 2305.6762695313, propagate_backward_time: 536.6461791992, weight_update_time: 1.0245261192, other_time: 11.7163696289
epoch time: 106.9264297485s, input_fired_time: 1.0517905951, output_fired_time: 0.0000000000, propagate_forward_time: 103.7929916382, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0816497803
validation[          , genome  6319] predictions:    5251/  10000 (52.51%), best:    5251/10000 (52.51%), error:     14352.61133, best error:     14352.61133 on epoch:    12, epoch:   12/50, mu: 0.7252236605, learning_rate: 0.0067544994, weight_decay: 0.0002701800

epoch time: 884.6565551758s, input_fired_time: 9.3838367462, output_fired_time: 7.3023109436, propagate_forward_time: 318.6829223633, propagate_backward_time: 537.4089355469, weight_update_time: 1.0298509598, other_time: 11.8785400391
epoch time: 67.1410751343s, input_fired_time: 1.0629615784, output_fired_time: 0.0000000000, propagate_forward_time: 63.9690666199, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1090431213
validation[          , genome  6319] predictions:    5434/  10000 (54.34%), best:    5434/10000 (54.34%), error:     14174.37207, best error:     14174.37207 on epoch:    13, epoch:   13/50, mu: 0.7384625077, learning_rate: 0.0064167744, weight_decay: 0.0002566710

epoch time: 887.5291748047s, input_fired_time: 9.4521827698, output_fired_time: 7.3666710854, propagate_forward_time: 319.5660400391, propagate_backward_time: 539.2086791992, weight_update_time: 1.0388970375, other_time: 11.9355468750
epoch time: 67.1783981323s, input_fired_time: 1.0789718628, output_fired_time: 0.0000000000, propagate_forward_time: 63.9202346802, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1791915894
validation[          , genome  6319] predictions:    5389/  10000 (53.89%), best:    5434/10000 (54.34%), error:     14215.91992, best error:     14174.37207 on epoch:    13, epoch:   14/50, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 885.4347534180s, input_fired_time: 9.4616384506, output_fired_time: 7.3299469948, propagate_forward_time: 318.9085388184, propagate_backward_time: 537.8896484375, weight_update_time: 1.0356986523, other_time: 11.8449707031
epoch time: 66.5916213989s, input_fired_time: 1.0820673704, output_fired_time: 0.0000000000, propagate_forward_time: 63.3942794800, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1152725220
validation[          , genome  6319] predictions:    5371/  10000 (53.71%), best:    5434/10000 (54.34%), error:     14837.84766, best error:     14174.37207 on epoch:    13, epoch:   15/50, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 883.7190551758s, input_fired_time: 9.4233636856, output_fired_time: 7.2645120621, propagate_forward_time: 318.2048950195, propagate_backward_time: 537.1021728516, weight_update_time: 1.0378040075, other_time: 11.7241210938
epoch time: 66.6499404907s, input_fired_time: 1.0488610268, output_fired_time: 0.0000000000, propagate_forward_time: 63.5051460266, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0959358215
validation[          , genome  6319] predictions:    5421/  10000 (54.21%), best:    5434/10000 (54.34%), error:     14503.00977, best error:     14174.37207 on epoch:    13, epoch:   16/50, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 888.7095947266s, input_fired_time: 9.5186548233, output_fired_time: 7.3480134010, propagate_forward_time: 320.1771240234, propagate_backward_time: 539.8392944336, weight_update_time: 1.0595616102, other_time: 11.8264770508
epoch time: 66.7378921509s, input_fired_time: 1.0561592579, output_fired_time: 0.0000000000, propagate_forward_time: 63.5552635193, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1264686584
validation[          , genome  6319] predictions:    5554/  10000 (55.54%), best:    5554/10000 (55.54%), error:     13381.46094, best error:     13381.46094 on epoch:    17, epoch:   17/50, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 892.5106201172s, input_fired_time: 9.6862840652, output_fired_time: 7.3655524254, propagate_forward_time: 321.6205444336, propagate_backward_time: 541.7381591797, weight_update_time: 1.0370900631, other_time: 12.1000976563
epoch time: 66.8850936890s, input_fired_time: 1.0689525604, output_fired_time: 0.0000000000, propagate_forward_time: 63.6177177429, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1984214783
validation[          , genome  6319] predictions:    5566/  10000 (55.66%), best:    5554/10000 (55.54%), error:     13752.95508, best error:     13381.46094 on epoch:    17, epoch:   18/50, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 1040.0394287109s, input_fired_time: 9.5175857544, output_fired_time: 7.3660120964, propagate_forward_time: 320.8455810547, propagate_backward_time: 541.1873168945, weight_update_time: 1.0439676046, other_time: 161.1229248047
epoch time: 67.1493072510s, input_fired_time: 1.0628699064, output_fired_time: 0.0000000000, propagate_forward_time: 63.9602622986, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1261787415
validation[          , genome  6319] predictions:    5477/  10000 (54.77%), best:    5554/10000 (55.54%), error:     13884.53320, best error:     13381.46094 on epoch:    17, epoch:   19/50, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 892.2001953125s, input_fired_time: 9.5673761368, output_fired_time: 7.3626756668, propagate_forward_time: 321.2987365723, propagate_backward_time: 541.9151000977, weight_update_time: 1.0339528322, other_time: 12.0563354492
epoch time: 67.9343719482s, input_fired_time: 1.1387743950, output_fired_time: 0.0000000000, propagate_forward_time: 64.6583480835, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1372528076
validation[          , genome  6319] predictions:    5623/  10000 (56.23%), best:    5554/10000 (55.54%), error:     13498.37695, best error:     13381.46094 on epoch:    17, epoch:   20/50, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 1719.1131591797s, input_fired_time: 9.6357173920, output_fired_time: 7.4613504410, propagate_forward_time: 322.1116943359, propagate_backward_time: 1367.6806640625, weight_update_time: 1.0430608988, other_time: 12.2237548828
epoch time: 67.5931777954s, input_fired_time: 1.0857633352, output_fired_time: 0.0000000000, propagate_forward_time: 64.3835830688, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1238327026
validation[          , genome  6319] predictions:    5453/  10000 (54.53%), best:    5554/10000 (55.54%), error:     14260.08008, best error:     13381.46094 on epoch:    17, epoch:   21/50, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 896.2533569336s, input_fired_time: 9.6757440567, output_fired_time: 7.4872145653, propagate_forward_time: 322.7058105469, propagate_backward_time: 544.2406616211, weight_update_time: 1.0518811941, other_time: 12.1439208984
epoch time: 67.6524047852s, input_fired_time: 1.0852406025, output_fired_time: 0.0000000000, propagate_forward_time: 64.4028244019, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1643371582
validation[          , genome  6319] predictions:    5698/  10000 (56.98%), best:    5698/10000 (56.98%), error:     13366.89063, best error:     13366.89063 on epoch:    22, epoch:   22/50, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 917.2385864258s, input_fired_time: 9.8760566711, output_fired_time: 7.6149053574, propagate_forward_time: 330.5952758789, propagate_backward_time: 556.8278808594, weight_update_time: 1.0923985243, other_time: 12.3244628906
epoch time: 91.5918731689s, input_fired_time: 1.3256273270, output_fired_time: 0.0000000000, propagate_forward_time: 87.3852233887, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8810195923
validation[          , genome  6319] predictions:    5550/  10000 (55.50%), best:    5698/10000 (56.98%), error:     13675.92773, best error:     13366.89063 on epoch:    22, epoch:   23/50, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 1181.1086425781s, input_fired_time: 13.7593717575, output_fired_time: 9.7768831253, propagate_forward_time: 423.2905883789, propagate_backward_time: 717.6860351563, weight_update_time: 1.4051207304, other_time: 16.5957641602
epoch time: 72.2139205933s, input_fired_time: 1.1750955582, output_fired_time: 0.0000000000, propagate_forward_time: 68.8059921265, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2328338623
validation[          , genome  6319] predictions:    5582/  10000 (55.82%), best:    5698/10000 (56.98%), error:     13414.37305, best error:     13366.89063 on epoch:    22, epoch:   24/50, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 893.3921508789s, input_fired_time: 9.7279129028, output_fired_time: 7.4007987976, propagate_forward_time: 321.7041931152, propagate_backward_time: 542.3543701172, weight_update_time: 1.0436226130, other_time: 12.2048339844
epoch time: 67.8485488892s, input_fired_time: 1.1095625162, output_fired_time: 0.0000000000, propagate_forward_time: 64.5845870972, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1543960571
validation[          , genome  6319] predictions:    5769/  10000 (57.69%), best:    5769/10000 (57.69%), error:     12761.81641, best error:     12761.81641 on epoch:    25, epoch:   25/50, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 891.1866455078s, input_fired_time: 9.6999540329, output_fired_time: 7.3980288506, propagate_forward_time: 320.9636230469, propagate_backward_time: 540.7305297852, weight_update_time: 1.0477671623, other_time: 12.3945312500
epoch time: 67.4436721802s, input_fired_time: 1.1078435183, output_fired_time: 0.0000000000, propagate_forward_time: 64.1944274902, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1414031982
validation[          , genome  6319] predictions:    5612/  10000 (56.12%), best:    5769/10000 (57.69%), error:     13527.03125, best error:     12761.81641 on epoch:    25, epoch:   26/50, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 888.6219482422s, input_fired_time: 9.6721954346, output_fired_time: 7.3703427315, propagate_forward_time: 319.6763610840, propagate_backward_time: 539.6560668945, weight_update_time: 1.0388067961, other_time: 12.2470092773
epoch time: 67.4292068481s, input_fired_time: 1.1031250954, output_fired_time: 0.0000000000, propagate_forward_time: 64.2056350708, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1204452515
validation[          , genome  6319] predictions:    5729/  10000 (57.29%), best:    5769/10000 (57.69%), error:     13349.50586, best error:     12761.81641 on epoch:    25, epoch:   27/50, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 888.7589721680s, input_fired_time: 9.6905364990, output_fired_time: 7.4041728973, propagate_forward_time: 319.9213867188, propagate_backward_time: 539.4811401367, weight_update_time: 1.0461187363, other_time: 12.2617187500
epoch time: 700.6397094727s, input_fired_time: 1.1077351570, output_fired_time: 0.0000000000, propagate_forward_time: 697.3572387695, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1747436523
validation[          , genome  6319] predictions:    5825/  10000 (58.25%), best:    5825/10000 (58.25%), error:     12750.20410, best error:     12750.20410 on epoch:    28, epoch:   28/50, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 917.9925537109s, input_fired_time: 10.1273241043, output_fired_time: 7.6190199852, propagate_forward_time: 332.8858642578, propagate_backward_time: 554.8777465820, weight_update_time: 1.1027112007, other_time: 12.4826049805
epoch time: 67.8371582031s, input_fired_time: 1.0895324945, output_fired_time: 0.0000000000, propagate_forward_time: 64.6170043945, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1306228638
validation[          , genome  6319] predictions:    5712/  10000 (57.12%), best:    5825/10000 (58.25%), error:     13048.39551, best error:     12750.20410 on epoch:    28, epoch:   29/50, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 893.1165771484s, input_fired_time: 9.7735338211, output_fired_time: 7.4074454308, propagate_forward_time: 321.6392822266, propagate_backward_time: 542.3240966797, weight_update_time: 1.0393385887, other_time: 11.9721679688
epoch time: 67.6408538818s, input_fired_time: 1.1104829311, output_fired_time: 0.0000000000, propagate_forward_time: 64.3412246704, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1891479492
validation[          , genome  6319] predictions:    5574/  10000 (55.74%), best:    5825/10000 (58.25%), error:     13465.21289, best error:     12750.20410 on epoch:    28, epoch:   30/50, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 893.2913818359s, input_fired_time: 9.7627258301, output_fired_time: 7.3747572899, propagate_forward_time: 322.2318420410, propagate_backward_time: 541.9882202148, weight_update_time: 1.0409429073, other_time: 11.9338989258
epoch time: 67.4834671021s, input_fired_time: 1.1181423664, output_fired_time: 0.0000000000, propagate_forward_time: 64.2715606689, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0937652588
validation[          , genome  6319] predictions:    5707/  10000 (57.07%), best:    5825/10000 (58.25%), error:     12998.13965, best error:     12750.20410 on epoch:    28, epoch:   31/50, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 1582.9038085938s, input_fired_time: 9.8253755569, output_fired_time: 7.3269972801, propagate_forward_time: 510.5208740234, propagate_backward_time: 540.4425659180, weight_update_time: 1.0341452360, other_time: 514.7880249023
epoch time: 67.2949981689s, input_fired_time: 1.0981568098, output_fired_time: 0.0000000000, propagate_forward_time: 64.0852432251, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1115951538
validation[          , genome  6319] predictions:    5775/  10000 (57.75%), best:    5825/10000 (58.25%), error:     12846.27148, best error:     12750.20410 on epoch:    28, epoch:   32/50, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 2994.4079589844s, input_fired_time: 9.7144126892, output_fired_time: 7.3830451965, propagate_forward_time: 320.9953613281, propagate_backward_time: 2644.3808593750, weight_update_time: 1.0306407213, other_time: 11.9343261719
epoch time: 67.5668716431s, input_fired_time: 1.1028043032, output_fired_time: 0.0000000000, propagate_forward_time: 64.3325881958, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1314773560
validation[          , genome  6319] predictions:    5764/  10000 (57.64%), best:    5825/10000 (58.25%), error:     13143.86230, best error:     12750.20410 on epoch:    28, epoch:   33/50, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 890.3649291992s, input_fired_time: 9.6976490021, output_fired_time: 7.3225851059, propagate_forward_time: 320.8559570313, propagate_backward_time: 540.6926269531, weight_update_time: 1.0332518816, other_time: 11.7961425781
epoch time: 67.3610687256s, input_fired_time: 1.0807663202, output_fired_time: 0.0000000000, propagate_forward_time: 64.1762084961, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1040954590
validation[          , genome  6319] predictions:    5814/  10000 (58.14%), best:    5814/10000 (58.14%), error:     12573.27930, best error:     12573.27930 on epoch:    34, epoch:   34/50, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 1371.5769042969s, input_fired_time: 9.6534671783, output_fired_time: 7.2886567116, propagate_forward_time: 802.6987304688, propagate_backward_time: 540.1650390625, weight_update_time: 1.0312483311, other_time: 11.7709960938
epoch time: 67.4096755981s, input_fired_time: 1.0812882185, output_fired_time: 0.0000000000, propagate_forward_time: 64.2332611084, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0951232910
validation[          , genome  6319] predictions:    5743/  10000 (57.43%), best:    5814/10000 (58.14%), error:     13176.66016, best error:     12573.27930 on epoch:    34, epoch:   35/50, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 924.4677124023s, input_fired_time: 9.6336545944, output_fired_time: 7.3167219162, propagate_forward_time: 320.7489318848, propagate_backward_time: 575.0850830078, weight_update_time: 1.0258166790, other_time: 11.6833496094
epoch time: 67.8679504395s, input_fired_time: 1.1146380901, output_fired_time: 0.0000000000, propagate_forward_time: 64.6667022705, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0866088867
validation[          , genome  6319] predictions:    5805/  10000 (58.05%), best:    5814/10000 (58.14%), error:     12616.14746, best error:     12573.27930 on epoch:    34, epoch:   36/50, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 30408.8359375000s, input_fired_time: 9.7192249298, output_fired_time: 7.3239440918, propagate_forward_time: 320.0349731445, propagate_backward_time: 30059.9414062500, weight_update_time: 1.0285902023, other_time: 11.8164062500
epoch time: 66.8345794678s, input_fired_time: 1.1045836210, output_fired_time: 0.0000000000, propagate_forward_time: 63.6577033997, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0722923279
validation[          , genome  6319] predictions:    5798/  10000 (57.98%), best:    5814/10000 (58.14%), error:     12731.77930, best error:     12573.27930 on epoch:    34, epoch:   37/50, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 887.5579223633s, input_fired_time: 9.7706670761, output_fired_time: 7.2763166428, propagate_forward_time: 319.6669921875, propagate_backward_time: 538.8680419922, weight_update_time: 1.0283987522, other_time: 11.9758911133
epoch time: 67.0773696899s, input_fired_time: 1.0993967056, output_fired_time: 0.0000000000, propagate_forward_time: 63.9033660889, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0746078491
validation[          , genome  6319] predictions:    5899/  10000 (58.99%), best:    5814/10000 (58.14%), error:     12921.65527, best error:     12573.27930 on epoch:    34, epoch:   38/50, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 887.7000122070s, input_fired_time: 9.7672204971, output_fired_time: 7.3063564301, propagate_forward_time: 319.9174499512, propagate_backward_time: 538.7082519531, weight_update_time: 1.0364824533, other_time: 12.0007324219
epoch time: 67.5887527466s, input_fired_time: 1.1299377680, output_fired_time: 0.0000000000, propagate_forward_time: 64.3226470947, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1361694336
validation[          , genome  6319] predictions:    5960/  10000 (59.60%), best:    5960/10000 (59.60%), error:     12378.63770, best error:     12378.63770 on epoch:    39, epoch:   39/50, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 884.5947265625s, input_fired_time: 9.7861986160, output_fired_time: 7.3057761192, propagate_forward_time: 318.6201171875, propagate_backward_time: 537.0413818359, weight_update_time: 1.0291851759, other_time: 11.8412475586
epoch time: 67.0747985840s, input_fired_time: 1.1173965931, output_fired_time: 0.0000000000, propagate_forward_time: 63.7797355652, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1776695251
validation[          , genome  6319] predictions:    5805/  10000 (58.05%), best:    5960/10000 (59.60%), error:     12850.52344, best error:     12378.63770 on epoch:    39, epoch:   40/50, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 886.0922851563s, input_fired_time: 9.7841978073, output_fired_time: 7.3262739182, propagate_forward_time: 319.1020507813, propagate_backward_time: 538.0415039063, weight_update_time: 1.0272997618, other_time: 11.8382568359
epoch time: 67.1558151245s, input_fired_time: 1.0928243399, output_fired_time: 0.0000000000, propagate_forward_time: 63.9169006348, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1460876465
validation[          , genome  6319] predictions:    5944/  10000 (59.44%), best:    5944/10000 (59.44%), error:     12357.87891, best error:     12357.87891 on epoch:    41, epoch:   41/50, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 886.6657104492s, input_fired_time: 9.7868556976, output_fired_time: 7.3086647987, propagate_forward_time: 319.5988159180, propagate_backward_time: 538.0820922852, weight_update_time: 1.0510070324, other_time: 11.8892822266
epoch time: 67.5884857178s, input_fired_time: 1.1337889433, output_fired_time: 0.0000000000, propagate_forward_time: 64.3749847412, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0797119141
validation[          , genome  6319] predictions:    5865/  10000 (58.65%), best:    5944/10000 (59.44%), error:     12528.48926, best error:     12357.87891 on epoch:    41, epoch:   42/50, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 887.7496337891s, input_fired_time: 9.8164882660, output_fired_time: 7.2979192734, propagate_forward_time: 319.6864929199, propagate_backward_time: 538.9962768555, weight_update_time: 1.0322238207, other_time: 11.9524536133
epoch time: 291.2864074707s, input_fired_time: 1.1542303562, output_fired_time: 0.0000000000, propagate_forward_time: 287.9812927246, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1508789063
validation[          , genome  6319] predictions:    5874/  10000 (58.74%), best:    5944/10000 (59.44%), error:     12506.55859, best error:     12357.87891 on epoch:    41, epoch:   43/50, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 887.0619506836s, input_fired_time: 9.8855962753, output_fired_time: 7.2885165215, propagate_forward_time: 319.6478881836, propagate_backward_time: 538.2870483398, weight_update_time: 1.0318919420, other_time: 11.9528808594
epoch time: 66.7636871338s, input_fired_time: 1.1284822226, output_fired_time: 0.0000000000, propagate_forward_time: 63.5199050903, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1153030396
validation[          , genome  6319] predictions:    5728/  10000 (57.28%), best:    5944/10000 (59.44%), error:     12924.21484, best error:     12357.87891 on epoch:    41, epoch:   44/50, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 1062.7260742188s, input_fired_time: 9.8157777786, output_fired_time: 7.2968850136, propagate_forward_time: 319.6440734863, propagate_backward_time: 714.1699829102, weight_update_time: 1.0273358822, other_time: 11.7993774414
epoch time: 66.8480224609s, input_fired_time: 1.1159640551, output_fired_time: 0.0000000000, propagate_forward_time: 63.6494293213, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0826263428
validation[          , genome  6319] predictions:    6017/  10000 (60.17%), best:    6017/10000 (60.17%), error:     12063.45508, best error:     12063.45508 on epoch:    45, epoch:   45/50, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 885.7296752930s, input_fired_time: 9.8087940216, output_fired_time: 7.2949581146, propagate_forward_time: 319.0396118164, propagate_backward_time: 537.7836914063, weight_update_time: 1.0361113548, other_time: 11.8026123047
epoch time: 66.6144943237s, input_fired_time: 1.1214721203, output_fired_time: 0.0000000000, propagate_forward_time: 63.4131698608, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0798492432
validation[          , genome  6319] predictions:    5819/  10000 (58.19%), best:    6017/10000 (60.17%), error:     12880.89160, best error:     12063.45508 on epoch:    45, epoch:   46/50, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 885.9413452148s, input_fired_time: 9.7894906998, output_fired_time: 7.2554397583, propagate_forward_time: 319.1598205566, propagate_backward_time: 537.9180297852, weight_update_time: 1.0531196594, other_time: 11.8185424805
epoch time: 67.2446136475s, input_fired_time: 1.1365704536, output_fired_time: 0.0000000000, propagate_forward_time: 63.9357452393, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1722946167
validation[          , genome  6319] predictions:    5966/  10000 (59.66%), best:    6017/10000 (60.17%), error:     12306.42188, best error:     12063.45508 on epoch:    45, epoch:   47/50, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 888.3754272461s, input_fired_time: 9.8469276428, output_fired_time: 7.3048272133, propagate_forward_time: 319.9914550781, propagate_backward_time: 539.1140136719, weight_update_time: 1.0665087700, other_time: 12.1182250977
epoch time: 67.4258651733s, input_fired_time: 1.1393127441, output_fired_time: 0.0000000000, propagate_forward_time: 64.1757049561, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1108474731
validation[          , genome  6319] predictions:    6004/  10000 (60.04%), best:    6017/10000 (60.17%), error:     12125.54102, best error:     12063.45508 on epoch:    45, epoch:   48/50, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 1069.7498779297s, input_fired_time: 9.8199863434, output_fired_time: 7.2545413971, propagate_forward_time: 318.4570922852, propagate_backward_time: 722.2605590820, weight_update_time: 1.0343537331, other_time: 11.9577636719
epoch time: 67.1438598633s, input_fired_time: 1.1229370832, output_fired_time: 0.0000000000, propagate_forward_time: 63.9323310852, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0885887146
validation[          , genome  6319] predictions:    5949/  10000 (59.49%), best:    6017/10000 (60.17%), error:     12101.16016, best error:     12063.45508 on epoch:    45, epoch:   49/50, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 1326.0726318359s, input_fired_time: 9.8602790833, output_fired_time: 7.2815184593, propagate_forward_time: 318.4266357422, propagate_backward_time: 978.6299438477, weight_update_time: 1.0374586582, other_time: 11.8743286133
epoch time: 67.0906753540s, input_fired_time: 1.1506609917, output_fired_time: 0.0000000000, propagate_forward_time: 63.7733993530, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1666183472
validation[          , genome  6319] predictions:    6002/  10000 (60.02%), best:    6017/10000 (60.17%), error:     12256.24707, best error:     12063.45508 on epoch:    45, 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: 335.1456909180s, input_fired_time: 5.6436700821, output_fired_time: 0.0000000000, propagate_forward_time: 318.7768554688, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 10.7251586914
best training[          , genome  6319] predictions:   35546/  50000 (71.09%), best:    6017/10000 (60.17%), error:     41445.80469, best error:     12063.45508 on epoch:    45, 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: 67.3381729126s, input_fired_time: 1.1264507771, output_fired_time: 0.0000000000, propagate_forward_time: 64.0986022949, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.1131210327
   testing[          , genome  6319] predictions:    6017/  10000 (60.17%), best:    6017/10000 (60.17%), error:     12063.45508, best error:     12063.45508 on epoch:    45, epoch:   51/50, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488
backpropagation finished successfully!
19:21:33 (9996): called boinc_finish(0)

</stderr_txt>
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