Nameexact_genome_1542334203_174_6025_0
Workunit4091938
Created16 Nov 2018, 3:06:25 UTC
Sent16 Nov 2018, 3:15:44 UTC
Report deadline6 Jan 2019, 11:48:52 UTC
Received19 Nov 2018, 15:12:40 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID75310
Run time20 hours 4 min 47 sec
CPU time20 hours 4 min 26 sec
Validate stateValid
Credit12,839.09
Device peak FLOPS3.28 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size518.61 MB
Peak swap size521.18 MB
Peak disk usage5.66 MB

Stderr output

<core_client_version>7.9.3</core_client_version>
<![CDATA[
<stderr_txt>
arguments:
	'../../projects/csgrid.org_csg/exact_client_0.33_x86_64-pc-linux-gnu'
	'--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_1542334203_174_6025.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1542334203_174_6025_0_r305382300_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from input file: '../../projects/csgrid.org_csg/exact_genome_1542334203_174_6025.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: 6025
read normal distribution: '1 0 0'
generator_str: '446762165'
read generator: 446762165
read generated_by_map:
1 crossover 1
reading 111 nodes.
reading 382 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: 0.0684280395507812
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: 1128877243
post shuffle 1: 725411152
epoch time: 1299.04711914062s, input_fired_time: 11.8761577606201, output_fired_time: 7.59696626663208, propagate_forward_time: 513.472595214844, propagate_backward_time: 751.082397460938, weight_update_time: 1.2468763589859, other_time: 15.0191040039062
epoch time: 106.210929870605s, input_fired_time: 1.29069137573242, output_fired_time: 0, propagate_forward_time: 102.293968200684, propagate_backward_time: 0, weight_update_time: 0, other_time: 2.62627410888672
validation[          , genome  6025] predictions:    4778/  10000 (47.78%), best:    4778/10000 (47.78%), error:     18232.77930, best error:     18232.77930 on epoch:     0, epoch:    0/50, mu: 0.5000000000, learning_rate: 0.0125000002, weight_decay: 0.0005000000

epoch time: 1297.6192626953s, input_fired_time: 11.7552604675, output_fired_time: 7.5916213989, propagate_forward_time: 513.1607666016, propagate_backward_time: 750.0886230469, weight_update_time: 1.2466289997, other_time: 15.0229492188
epoch time: 105.9641265869s, input_fired_time: 1.2811702490, output_fired_time: 0.0000000000, propagate_forward_time: 102.1373062134, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5456466675
validation[          , genome  6025] predictions:    4954/  10000 (49.54%), best:    4954/10000 (49.54%), error:     16498.79102, best error:     16498.79102 on epoch:     1, epoch:    1/50, mu: 0.5245000124, learning_rate: 0.0118749999, weight_decay: 0.0004750000

epoch time: 1295.1397705078s, input_fired_time: 11.5875024796, output_fired_time: 7.5719852448, propagate_forward_time: 511.7132263184, propagate_backward_time: 749.4897460938, weight_update_time: 1.2378435135, other_time: 14.7772216797
epoch time: 107.1937255859s, input_fired_time: 1.2616131306, output_fired_time: 0.0000000000, propagate_forward_time: 103.3392028809, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5929107666
validation[          , genome  6025] predictions:    5172/  10000 (51.72%), best:    5172/10000 (51.72%), error:     15801.73926, best error:     15801.73926 on epoch:     2, epoch:    2/50, mu: 0.5477750301, learning_rate: 0.0112812500, weight_decay: 0.0004512500

epoch time: 1295.4196777344s, input_fired_time: 11.5957088470, output_fired_time: 7.5396223068, propagate_forward_time: 512.2352905273, propagate_backward_time: 749.2282104492, weight_update_time: 1.2400192022, other_time: 14.8208007812
epoch time: 107.3291473389s, input_fired_time: 1.2582647800, output_fired_time: 0.0000000000, propagate_forward_time: 103.4479064941, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6229782104
validation[          , genome  6025] predictions:    4954/  10000 (49.54%), best:    5172/10000 (51.72%), error:     17199.71680, best error:     15801.73926 on epoch:     2, epoch:    3/50, mu: 0.5698862672, learning_rate: 0.0107171871, weight_decay: 0.0004286875

epoch time: 1295.3699951172s, input_fired_time: 11.5700788498, output_fired_time: 7.5808243752, propagate_forward_time: 512.2623291016, propagate_backward_time: 749.0531616211, weight_update_time: 1.2496231794, other_time: 14.9036254883
epoch time: 106.7399749756s, input_fired_time: 1.2652868032, output_fired_time: 0.0000000000, propagate_forward_time: 102.9224395752, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5522460938
validation[          , genome  6025] predictions:    5200/  10000 (52.00%), best:    5200/10000 (52.00%), error:     15265.25195, best error:     15265.25195 on epoch:     4, epoch:    4/50, mu: 0.5908919573, learning_rate: 0.0101813274, weight_decay: 0.0004072531

epoch time: 1294.5645751953s, input_fired_time: 11.5153026581, output_fired_time: 7.5154523849, propagate_forward_time: 511.9634704590, propagate_backward_time: 748.6677856445, weight_update_time: 1.2430099249, other_time: 14.9025268555
epoch time: 106.9818344116s, input_fired_time: 1.2435799837, output_fired_time: 0.0000000000, propagate_forward_time: 103.1436233521, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5946273804
validation[          , genome  6025] predictions:    5145/  10000 (51.45%), best:    5200/10000 (52.00%), error:     15409.21582, best error:     15265.25195 on epoch:     4, epoch:    5/50, mu: 0.6108473539, learning_rate: 0.0096722608, weight_decay: 0.0003868904

epoch time: 1294.9549560547s, input_fired_time: 11.5306825638, output_fired_time: 7.5610246658, propagate_forward_time: 512.3353271484, propagate_backward_time: 748.5802001953, weight_update_time: 1.2467124462, other_time: 14.9477539062
epoch time: 105.9978561401s, input_fired_time: 1.2486099005, output_fired_time: 0.0000000000, propagate_forward_time: 102.1872253418, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5620193481
validation[          , genome  6025] predictions:    4711/  10000 (47.11%), best:    5200/10000 (52.00%), error:     19289.41992, best error:     15265.25195 on epoch:     4, epoch:    6/50, mu: 0.6298049688, learning_rate: 0.0091886474, weight_decay: 0.0003675459

epoch time: 1297.0745849609s, input_fired_time: 11.5050077438, output_fired_time: 7.5669507980, propagate_forward_time: 512.8101196289, propagate_backward_time: 750.3313598633, weight_update_time: 1.2425057888, other_time: 14.8612060547
epoch time: 107.1792755127s, input_fired_time: 1.2508053780, output_fired_time: 0.0000000000, propagate_forward_time: 103.3377990723, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5906677246
validation[          , genome  6025] predictions:    5244/  10000 (52.44%), best:    5244/10000 (52.44%), error:     15090.31934, best error:     15090.31934 on epoch:     7, epoch:    7/50, mu: 0.6478147507, learning_rate: 0.0087292148, weight_decay: 0.0003491686

epoch time: 1295.8720703125s, input_fired_time: 11.4859170914, output_fired_time: 7.5397992134, propagate_forward_time: 511.8645935059, propagate_backward_time: 750.1917114258, weight_update_time: 1.2715003490, other_time: 14.7899780273
epoch time: 107.5650711060s, input_fired_time: 1.2495018244, output_fired_time: 0.0000000000, propagate_forward_time: 103.6890411377, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6265258789
validation[          , genome  6025] predictions:    5203/  10000 (52.03%), best:    5203/10000 (52.03%), error:     14701.76172, best error:     14701.76172 on epoch:     8, epoch:    8/50, mu: 0.6649240255, learning_rate: 0.0082927542, weight_decay: 0.0003317102

epoch time: 1295.4589843750s, input_fired_time: 11.5121984482, output_fired_time: 7.5640735626, propagate_forward_time: 512.2735595703, propagate_backward_time: 749.1683349609, weight_update_time: 1.2719740868, other_time: 14.9407958984
epoch time: 105.7681732178s, input_fired_time: 1.2520310879, output_fired_time: 0.0000000000, propagate_forward_time: 101.9668807983, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5492630005
validation[          , genome  6025] predictions:    4981/  10000 (49.81%), best:    5203/10000 (52.03%), error:     15636.55078, best error:     14701.76172 on epoch:     8, epoch:    9/50, mu: 0.6811778545, learning_rate: 0.0078781163, weight_decay: 0.0003151247

epoch time: 1294.7768554688s, input_fired_time: 11.5596256256, output_fired_time: 7.5663757324, propagate_forward_time: 512.4384765625, propagate_backward_time: 748.3404541016, weight_update_time: 1.2423882484, other_time: 14.8719482422
epoch time: 106.5797119141s, input_fired_time: 1.2760332823, output_fired_time: 0.0000000000, propagate_forward_time: 102.6943283081, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6093521118
validation[          , genome  6025] predictions:    5356/  10000 (53.56%), best:    5356/10000 (53.56%), error:     14180.79688, best error:     14180.79688 on epoch:    10, epoch:   10/50, mu: 0.6966189742, learning_rate: 0.0074842102, weight_decay: 0.0002993684

epoch time: 1301.0698242188s, input_fired_time: 11.5802011490, output_fired_time: 7.6296820641, propagate_forward_time: 514.3176269531, propagate_backward_time: 752.6190795898, weight_update_time: 1.2433816195, other_time: 14.9232788086
epoch time: 106.4799880981s, input_fired_time: 1.2616524696, output_fired_time: 0.0000000000, propagate_forward_time: 102.6552047729, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5631332397
validation[          , genome  6025] predictions:    5385/  10000 (53.85%), best:    5356/10000 (53.56%), error:     14778.13867, best error:     14180.79688 on epoch:    10, epoch:   11/50, mu: 0.7112880349, learning_rate: 0.0071099997, weight_decay: 0.0002844000

epoch time: 1297.2205810547s, input_fired_time: 11.5422296524, output_fired_time: 7.5723729134, propagate_forward_time: 512.4761962891, propagate_backward_time: 750.6462402344, weight_update_time: 1.2491056919, other_time: 14.9835205078
epoch time: 107.2838745117s, input_fired_time: 1.2761824131, output_fired_time: 0.0000000000, propagate_forward_time: 103.4502716064, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5574188232
validation[          , genome  6025] predictions:    5289/  10000 (52.89%), best:    5356/10000 (53.56%), error:     14944.67285, best error:     14180.79688 on epoch:    10, epoch:   12/50, mu: 0.7252236605, learning_rate: 0.0067544994, weight_decay: 0.0002701800

epoch time: 1293.8175048828s, input_fired_time: 11.5645723343, output_fired_time: 7.5465202332, propagate_forward_time: 511.8535461426, propagate_backward_time: 748.0455932617, weight_update_time: 1.2353507280, other_time: 14.8073120117
epoch time: 106.9592208862s, input_fired_time: 1.2504203320, output_fired_time: 0.0000000000, propagate_forward_time: 103.1472625732, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5615386963
validation[          , genome  6025] predictions:    5161/  10000 (51.61%), best:    5356/10000 (53.56%), error:     14872.36523, best error:     14180.79688 on epoch:    10, epoch:   13/50, mu: 0.7384625077, learning_rate: 0.0064167744, weight_decay: 0.0002566710

epoch time: 1294.5529785156s, input_fired_time: 11.5892496109, output_fired_time: 7.5483784676, propagate_forward_time: 512.4072265625, propagate_backward_time: 748.0783691406, weight_update_time: 1.2486302853, other_time: 14.9298095703
epoch time: 105.5840759277s, input_fired_time: 1.2621151209, output_fired_time: 0.0000000000, propagate_forward_time: 101.7792587280, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5427017212
validation[          , genome  6025] predictions:    5404/  10000 (54.04%), best:    5404/10000 (54.04%), error:     14124.45898, best error:     14124.45898 on epoch:    14, epoch:   14/50, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 1297.5568847656s, input_fired_time: 11.7170534134, output_fired_time: 7.5885691643, propagate_forward_time: 512.8524169922, propagate_backward_time: 750.3592529297, weight_update_time: 1.2505384684, other_time: 15.0395507812
epoch time: 105.3969268799s, input_fired_time: 1.2492415905, output_fired_time: 0.0000000000, propagate_forward_time: 101.5954895020, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5521926880
validation[          , genome  6025] predictions:    5458/  10000 (54.58%), best:    5458/10000 (54.58%), error:     13880.35938, best error:     13880.35938 on epoch:    15, epoch:   15/50, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 1300.3378906250s, input_fired_time: 11.6226854324, output_fired_time: 7.6004948616, propagate_forward_time: 513.7758789062, propagate_backward_time: 752.4135131836, weight_update_time: 1.2432178259, other_time: 14.9253540039
epoch time: 107.0113143921s, input_fired_time: 1.2700742483, output_fired_time: 0.0000000000, propagate_forward_time: 103.1606140137, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5806274414
validation[          , genome  6025] predictions:    5187/  10000 (51.87%), best:    5458/10000 (54.58%), error:     14929.86816, best error:     13880.35938 on epoch:    15, epoch:   16/50, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 1294.6472167969s, input_fired_time: 11.6450996399, output_fired_time: 7.5742435455, propagate_forward_time: 511.7779235840, propagate_backward_time: 748.8682861328, weight_update_time: 1.2369610071, other_time: 14.7816162109
epoch time: 106.0062789917s, input_fired_time: 1.2864071131, output_fired_time: 0.0000000000, propagate_forward_time: 102.1646347046, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5552368164
validation[          , genome  6025] predictions:    5365/  10000 (53.65%), best:    5458/10000 (54.58%), error:     14386.60352, best error:     13880.35938 on epoch:    15, epoch:   17/50, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 1295.8817138672s, input_fired_time: 11.6712760925, output_fired_time: 7.5440392494, propagate_forward_time: 512.1214599609, propagate_backward_time: 749.6546020508, weight_update_time: 1.2484499216, other_time: 14.8903198242
epoch time: 106.2503585815s, input_fired_time: 1.2773182392, output_fired_time: 0.0000000000, propagate_forward_time: 102.4012680054, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5717697144
validation[          , genome  6025] predictions:    5586/  10000 (55.86%), best:    5458/10000 (54.58%), error:     14130.95410, best error:     13880.35938 on epoch:    15, epoch:   18/50, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 1298.7849121094s, input_fired_time: 11.6860837936, output_fired_time: 7.5973615646, propagate_forward_time: 513.1408691406, propagate_backward_time: 751.3447265625, weight_update_time: 1.2498852015, other_time: 15.0158691406
epoch time: 105.8593292236s, input_fired_time: 1.2837823629, output_fired_time: 0.0000000000, propagate_forward_time: 102.0204772949, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5550689697
validation[          , genome  6025] predictions:    5725/  10000 (57.25%), best:    5725/10000 (57.25%), error:     13584.02246, best error:     13584.02246 on epoch:    19, epoch:   19/50, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 1298.4348144531s, input_fired_time: 11.7513723373, output_fired_time: 7.5524606705, propagate_forward_time: 513.4046630859, propagate_backward_time: 750.8381958008, weight_update_time: 1.2486296892, other_time: 14.8881225586
epoch time: 106.0655746460s, input_fired_time: 1.2820684910, output_fired_time: 0.0000000000, propagate_forward_time: 102.1874084473, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5960998535
validation[          , genome  6025] predictions:    5579/  10000 (55.79%), best:    5579/10000 (55.79%), error:     13411.91309, best error:     13411.91309 on epoch:    20, epoch:   20/50, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 1295.6501464844s, input_fired_time: 11.7702112198, output_fired_time: 7.5638909340, propagate_forward_time: 513.2153320312, propagate_backward_time: 748.2524414062, weight_update_time: 1.2434537411, other_time: 14.8482666016
epoch time: 108.7496719360s, input_fired_time: 1.3113336563, output_fired_time: 0.0000000000, propagate_forward_time: 104.8196716309, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6186676025
validation[          , genome  6025] predictions:    5594/  10000 (55.94%), best:    5579/10000 (55.79%), error:     13769.54199, best error:     13411.91309 on epoch:    20, epoch:   21/50, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 1295.1510009766s, input_fired_time: 11.7521991730, output_fired_time: 7.5372743607, propagate_forward_time: 512.5892944336, propagate_backward_time: 748.3435668945, weight_update_time: 1.2917168140, other_time: 14.9287109375
epoch time: 105.2240600586s, input_fired_time: 1.2811118364, output_fired_time: 0.0000000000, propagate_forward_time: 101.4025039673, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5404434204
validation[          , genome  6025] predictions:    5741/  10000 (57.41%), best:    5741/10000 (57.41%), error:     13189.37598, best error:     13189.37598 on epoch:    22, epoch:   22/50, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 1298.5429687500s, input_fired_time: 11.7287225723, output_fired_time: 7.5577802658, propagate_forward_time: 512.3976440430, propagate_backward_time: 751.9671020508, weight_update_time: 1.2436991930, other_time: 14.8917236328
epoch time: 106.0399475098s, input_fired_time: 1.2870597839, output_fired_time: 0.0000000000, propagate_forward_time: 102.1923522949, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5605316162
validation[          , genome  6025] predictions:    5556/  10000 (55.56%), best:    5741/10000 (57.41%), error:     13662.08105, best error:     13189.37598 on epoch:    22, epoch:   23/50, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 1297.2790527344s, input_fired_time: 11.7486877441, output_fired_time: 7.6132817268, propagate_forward_time: 511.6178588867, propagate_backward_time: 751.3270874023, weight_update_time: 1.2470412254, other_time: 14.9721679688
epoch time: 106.1861038208s, input_fired_time: 1.2973963022, output_fired_time: 0.0000000000, propagate_forward_time: 102.3008956909, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5878143311
validation[          , genome  6025] predictions:    5881/  10000 (58.81%), best:    5881/10000 (58.81%), error:     12716.12891, best error:     12716.12891 on epoch:    24, epoch:   24/50, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 1296.5605468750s, input_fired_time: 11.7451457977, output_fired_time: 7.5455679893, propagate_forward_time: 511.7965698242, propagate_backward_time: 750.4746704102, weight_update_time: 1.2474628687, other_time: 14.9986572266
epoch time: 106.9664077759s, input_fired_time: 1.3138985634, output_fired_time: 0.0000000000, propagate_forward_time: 103.0705566406, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5819549561
validation[          , genome  6025] predictions:    5750/  10000 (57.50%), best:    5881/10000 (58.81%), error:     13104.50000, best error:     12716.12891 on epoch:    24, epoch:   25/50, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 1292.9770507812s, input_fired_time: 11.7642040253, output_fired_time: 7.5351681709, propagate_forward_time: 510.9564819336, propagate_backward_time: 747.8612060547, weight_update_time: 1.2427984476, other_time: 14.8600463867
epoch time: 106.4524917603s, input_fired_time: 1.2979075909, output_fired_time: 0.0000000000, propagate_forward_time: 102.5853271484, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5692596436
validation[          , genome  6025] predictions:    5564/  10000 (55.64%), best:    5881/10000 (58.81%), error:     13817.94629, best error:     12716.12891 on epoch:    24, epoch:   26/50, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 1297.2131347656s, input_fired_time: 11.7454614639, output_fired_time: 7.5527820587, propagate_forward_time: 512.0858154297, propagate_backward_time: 750.9026489258, weight_update_time: 1.2527738810, other_time: 14.9264526367
epoch time: 106.1742248535s, input_fired_time: 1.2851070166, output_fired_time: 0.0000000000, propagate_forward_time: 102.3308181763, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5582962036
validation[          , genome  6025] predictions:    5765/  10000 (57.65%), best:    5881/10000 (58.81%), error:     12878.08984, best error:     12716.12891 on epoch:    24, epoch:   27/50, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 1295.5606689453s, input_fired_time: 11.7913961411, output_fired_time: 7.5356283188, propagate_forward_time: 512.2301025391, propagate_backward_time: 749.0942382812, weight_update_time: 1.2443605661, other_time: 14.9093017578
epoch time: 106.2629165649s, input_fired_time: 1.2939311266, output_fired_time: 0.0000000000, propagate_forward_time: 102.4162063599, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5527801514
validation[          , genome  6025] predictions:    5754/  10000 (57.54%), best:    5881/10000 (58.81%), error:     13051.92188, best error:     12716.12891 on epoch:    24, epoch:   28/50, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 1297.9121093750s, input_fired_time: 11.8495874405, output_fired_time: 7.6192984581, propagate_forward_time: 512.6791381836, propagate_backward_time: 750.6845092773, weight_update_time: 1.2478260994, other_time: 15.0795898438
epoch time: 106.0771560669s, input_fired_time: 1.3149360418, output_fired_time: 0.0000000000, propagate_forward_time: 102.1913375854, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5708847046
validation[          , genome  6025] predictions:    5849/  10000 (58.49%), best:    5849/10000 (58.49%), error:     12670.97363, best error:     12670.97363 on epoch:    29, epoch:   29/50, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 1305.5488281250s, input_fired_time: 11.9448547363, output_fired_time: 7.6306371689, propagate_forward_time: 517.8576049805, propagate_backward_time: 752.9136352539, weight_update_time: 1.2561881542, other_time: 15.2021484375
epoch time: 108.1696548462s, input_fired_time: 1.3701102734, output_fired_time: 0.0000000000, propagate_forward_time: 104.1134948730, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6860504150
validation[          , genome  6025] predictions:    5930/  10000 (59.30%), best:    5930/10000 (59.30%), error:     12513.21289, best error:     12513.21289 on epoch:    30, epoch:   30/50, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 1307.6463623047s, input_fired_time: 12.0229673386, output_fired_time: 7.7355222702, propagate_forward_time: 516.2744140625, propagate_backward_time: 756.1030883789, weight_update_time: 1.2663629055, other_time: 15.5104370117
epoch time: 106.1353073120s, input_fired_time: 1.3281270266, output_fired_time: 0.0000000000, propagate_forward_time: 102.1931838989, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6139984131
validation[          , genome  6025] predictions:    5789/  10000 (57.89%), best:    5930/10000 (59.30%), error:     12718.16016, best error:     12513.21289 on epoch:    30, epoch:   31/50, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 1304.8824462891s, input_fired_time: 12.0362281799, output_fired_time: 7.6449456215, propagate_forward_time: 515.9230957031, propagate_backward_time: 754.0527954102, weight_update_time: 1.2550663948, other_time: 15.2254028320
epoch time: 107.0210342407s, input_fired_time: 1.3259421587, output_fired_time: 0.0000000000, propagate_forward_time: 103.1149215698, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5801696777
validation[          , genome  6025] predictions:    5805/  10000 (58.05%), best:    5930/10000 (59.30%), error:     12986.39160, best error:     12513.21289 on epoch:    30, epoch:   32/50, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 1301.3188476562s, input_fired_time: 12.0731782913, output_fired_time: 7.6436562538, propagate_forward_time: 513.9090576172, propagate_backward_time: 752.4304199219, weight_update_time: 1.2593115568, other_time: 15.2625732422
epoch time: 105.7388687134s, input_fired_time: 1.3101811409, output_fired_time: 0.0000000000, propagate_forward_time: 101.8740081787, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5546798706
validation[          , genome  6025] predictions:    5733/  10000 (57.33%), best:    5930/10000 (59.30%), error:     13116.98828, best error:     12513.21289 on epoch:    30, epoch:   33/50, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 1297.9331054688s, input_fired_time: 12.0353193283, output_fired_time: 7.5830378532, propagate_forward_time: 513.0026245117, propagate_backward_time: 750.2518310547, weight_update_time: 1.2517360449, other_time: 15.0603637695
epoch time: 106.4684524536s, input_fired_time: 1.3430500031, output_fired_time: 0.0000000000, propagate_forward_time: 102.5361633301, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5892410278
validation[          , genome  6025] predictions:    5659/  10000 (56.59%), best:    5930/10000 (59.30%), error:     13294.89453, best error:     12513.21289 on epoch:    30, epoch:   34/50, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 1304.0396728516s, input_fired_time: 12.0484247208, output_fired_time: 7.6182460785, propagate_forward_time: 515.9462890625, propagate_backward_time: 753.2698974609, weight_update_time: 1.2552917004, other_time: 15.1567382812
epoch time: 107.1605911255s, input_fired_time: 1.3448349237, output_fired_time: 0.0000000000, propagate_forward_time: 103.2297286987, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5860290527
validation[          , genome  6025] predictions:    5757/  10000 (57.57%), best:    5930/10000 (59.30%), error:     12911.07324, best error:     12513.21289 on epoch:    30, epoch:   35/50, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 1300.5959472656s, input_fired_time: 12.0127887726, output_fired_time: 7.5777568817, propagate_forward_time: 513.9889526367, propagate_backward_time: 751.9060668945, weight_update_time: 1.2727792263, other_time: 15.1103515625
epoch time: 107.3466796875s, input_fired_time: 1.3395135403, output_fired_time: 0.0000000000, propagate_forward_time: 103.3513183594, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6558456421
validation[          , genome  6025] predictions:    5920/  10000 (59.20%), best:    5920/10000 (59.20%), error:     12487.66309, best error:     12487.66309 on epoch:    36, epoch:   36/50, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 1298.2398681641s, input_fired_time: 12.0102186203, output_fired_time: 7.6231369972, propagate_forward_time: 512.2284545898, propagate_backward_time: 751.3093872070, weight_update_time: 1.2485734224, other_time: 15.0686035156
epoch time: 106.5839614868s, input_fired_time: 1.3647278547, output_fired_time: 0.0000000000, propagate_forward_time: 102.6019821167, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6172485352
validation[          , genome  6025] predictions:    5929/  10000 (59.29%), best:    5920/10000 (59.20%), error:     12590.86426, best error:     12487.66309 on epoch:    36, epoch:   37/50, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 1307.2504882812s, input_fired_time: 12.0858507156, output_fired_time: 7.6438317299, propagate_forward_time: 516.7835693359, propagate_backward_time: 755.3911132812, weight_update_time: 1.2618330717, other_time: 15.3461914062
epoch time: 106.3652572632s, input_fired_time: 1.3518550396, output_fired_time: 0.0000000000, propagate_forward_time: 102.4450912476, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5683135986
validation[          , genome  6025] predictions:    5836/  10000 (58.36%), best:    5920/10000 (59.20%), error:     12782.67188, best error:     12487.66309 on epoch:    36, epoch:   38/50, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 1294.0120849609s, input_fired_time: 11.9989404678, output_fired_time: 7.6100277901, propagate_forward_time: 511.5611877441, propagate_backward_time: 747.9330444336, weight_update_time: 1.2438436747, other_time: 14.9089965820
epoch time: 106.6325225830s, input_fired_time: 1.3439292908, output_fired_time: 0.0000000000, propagate_forward_time: 102.6664657593, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6221237183
validation[          , genome  6025] predictions:    5933/  10000 (59.33%), best:    5933/10000 (59.33%), error:     12434.35449, best error:     12434.35449 on epoch:    39, epoch:   39/50, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 1297.2122802734s, input_fired_time: 11.9564399719, output_fired_time: 7.5600109100, propagate_forward_time: 512.5579833984, propagate_backward_time: 750.1264648438, weight_update_time: 1.2499445677, other_time: 15.0113525391
epoch time: 106.6448974609s, input_fired_time: 1.3784372807, output_fired_time: 0.0000000000, propagate_forward_time: 102.6644210815, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6020355225
validation[          , genome  6025] predictions:    5738/  10000 (57.38%), best:    5933/10000 (59.33%), error:     13202.05078, best error:     12434.35449 on epoch:    39, epoch:   40/50, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 1296.4339599609s, input_fired_time: 11.9832706451, output_fired_time: 7.6345715523, propagate_forward_time: 511.9395141602, propagate_backward_time: 749.8931884766, weight_update_time: 1.2422351837, other_time: 14.9834594727
epoch time: 105.8468475342s, input_fired_time: 1.3281853199, output_fired_time: 0.0000000000, propagate_forward_time: 101.9070129395, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6116485596
validation[          , genome  6025] predictions:    5655/  10000 (56.55%), best:    5933/10000 (59.33%), error:     13531.11328, best error:     12434.35449 on epoch:    39, epoch:   41/50, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 1300.9169921875s, input_fired_time: 12.0208129883, output_fired_time: 7.6127080917, propagate_forward_time: 513.4980468750, propagate_backward_time: 752.6634521484, weight_update_time: 1.2541035414, other_time: 15.1220703125
epoch time: 106.8690338135s, input_fired_time: 1.3360203505, output_fired_time: 0.0000000000, propagate_forward_time: 102.9660491943, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5669631958
validation[          , genome  6025] predictions:    5819/  10000 (58.19%), best:    5933/10000 (59.33%), error:     12831.20703, best error:     12434.35449 on epoch:    39, epoch:   42/50, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 1299.0872802734s, input_fired_time: 12.0559730530, output_fired_time: 7.5769114494, propagate_forward_time: 513.1721191406, propagate_backward_time: 751.2941894531, weight_update_time: 1.2520887852, other_time: 14.9880371094
epoch time: 106.5441818237s, input_fired_time: 1.3444461823, output_fired_time: 0.0000000000, propagate_forward_time: 102.5972137451, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6025238037
validation[          , genome  6025] predictions:    6052/  10000 (60.52%), best:    6052/10000 (60.52%), error:     12080.49902, best error:     12080.49902 on epoch:    43, epoch:   43/50, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 1300.8779296875s, input_fired_time: 12.0472030640, output_fired_time: 7.6323971748, propagate_forward_time: 514.1143798828, propagate_backward_time: 751.8606567383, weight_update_time: 1.2666487694, other_time: 15.2232055664
epoch time: 106.0936050415s, input_fired_time: 1.3481225967, output_fired_time: 0.0000000000, propagate_forward_time: 102.1483154297, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5971679688
validation[          , genome  6025] predictions:    5874/  10000 (58.74%), best:    6052/10000 (60.52%), error:     12434.95996, best error:     12080.49902 on epoch:    43, epoch:   44/50, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 1294.9377441406s, input_fired_time: 12.0380754471, output_fired_time: 7.6253871918, propagate_forward_time: 511.2362365723, propagate_backward_time: 748.9675292969, weight_update_time: 1.2437980175, other_time: 15.0705566406
epoch time: 107.4813156128s, input_fired_time: 1.3673843145, output_fired_time: 0.0000000000, propagate_forward_time: 103.4895324707, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6243972778
validation[          , genome  6025] predictions:    5940/  10000 (59.40%), best:    6052/10000 (60.52%), error:     12743.82031, best error:     12080.49902 on epoch:    43, epoch:   45/50, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 1299.0147705078s, input_fired_time: 12.0433216095, output_fired_time: 7.5921111107, propagate_forward_time: 513.9074096680, propagate_backward_time: 750.4044189453, weight_update_time: 1.2487691641, other_time: 15.0674438477
epoch time: 106.9270858765s, input_fired_time: 1.3629379272, output_fired_time: 0.0000000000, propagate_forward_time: 102.9757156372, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5884323120
validation[          , genome  6025] predictions:    6003/  10000 (60.03%), best:    6052/10000 (60.52%), error:     12222.59570, best error:     12080.49902 on epoch:    43, epoch:   46/50, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 1298.3133544922s, input_fired_time: 12.0371084213, output_fired_time: 7.5952391624, propagate_forward_time: 513.1789550781, propagate_backward_time: 750.3684082031, weight_update_time: 1.2485326529, other_time: 15.1336669922
epoch time: 106.7081604004s, input_fired_time: 1.3590556383, output_fired_time: 0.0000000000, propagate_forward_time: 102.7771987915, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5719070435
validation[          , genome  6025] predictions:    5818/  10000 (58.18%), best:    6052/10000 (60.52%), error:     12849.54395, best error:     12080.49902 on epoch:    43, epoch:   47/50, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 1295.8897705078s, input_fired_time: 12.0849962234, output_fired_time: 7.6324539185, propagate_forward_time: 512.0881958008, propagate_backward_time: 748.8261108398, weight_update_time: 1.2571963072, other_time: 15.2580566406
epoch time: 105.9720764160s, input_fired_time: 1.3437156677, output_fired_time: 0.0000000000, propagate_forward_time: 102.0556411743, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5727157593
validation[          , genome  6025] predictions:    6021/  10000 (60.21%), best:    6052/10000 (60.52%), error:     12274.70312, best error:     12080.49902 on epoch:    43, epoch:   48/50, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 1303.7894287109s, input_fired_time: 12.1545915604, output_fired_time: 7.6900691986, propagate_forward_time: 515.1687011719, propagate_backward_time: 753.3668212891, weight_update_time: 1.2618442774, other_time: 15.4093017578
epoch time: 106.6741333008s, input_fired_time: 1.3599481583, output_fired_time: 0.0000000000, propagate_forward_time: 102.6897735596, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6244125366
validation[          , genome  6025] predictions:    6072/  10000 (60.72%), best:    6052/10000 (60.52%), error:     12101.47461, best error:     12080.49902 on epoch:    43, epoch:   49/50, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 1298.3129882812s, input_fired_time: 12.0910902023, output_fired_time: 7.5982360840, propagate_forward_time: 512.3034057617, propagate_backward_time: 751.1129150391, weight_update_time: 1.2553590536, other_time: 15.2073364258
epoch time: 106.0949172974s, input_fired_time: 1.3629224300, output_fired_time: 0.0000000000, propagate_forward_time: 102.1557998657, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5761947632
validation[          , genome  6025] predictions:    5978/  10000 (59.78%), best:    6052/10000 (60.52%), error:     12333.52832, best error:     12080.49902 on epoch:    43, 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: 532.0657348633s, input_fired_time: 6.7519421577, output_fired_time: 0.0000000000, propagate_forward_time: 512.2692260742, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 13.0445556641
best training[          , genome  6025] predictions:   35923/  50000 (71.85%), best:    6052/10000 (60.52%), error:     40545.64453, best error:     12080.49902 on epoch:    43, 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: 106.4713592529s, input_fired_time: 1.3407610655, output_fired_time: 0.0000000000, propagate_forward_time: 102.4849090576, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6456909180
   testing[          , genome  6025] predictions:    6052/  10000 (60.52%), best:    6052/10000 (60.52%), error:     12080.49902, best error:     12080.49902 on epoch:    43, epoch:   51/50, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488
backpropagation finished successfully!
06:28:30 (24450): called boinc_finish(0)

</stderr_txt>
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