Nameexact_genome_1542334203_177_6024_0
Workunit4091947
Created16 Nov 2018, 3:06:50 UTC
Sent16 Nov 2018, 3:15:45 UTC
Report deadline8 Jan 2019, 23:29:52 UTC
Received19 Nov 2018, 15:12:40 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID75310
Run time20 hours 39 min 32 sec
CPU time20 hours 39 min 32 sec
Validate stateValid
Credit13,460.79
Device peak FLOPS3.28 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size520.09 MB
Peak swap size522.66 MB
Peak disk usage6.49 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_177_6024.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1542334203_177_6024_0_r960894043_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from input file: '../../projects/csgrid.org_csg/exact_genome_1542334203_177_6024.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: 6024
read normal distribution: '0 -1.55112898349762 0.655812084674835'
generator_str: '937027753'
read generator: 937027753
read generated_by_map:
1 crossover 1
reading 100 nodes.
reading 406 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: 1127861220
post shuffle 1: 1393362780
epoch time: 1334.54821777344s, input_fired_time: 12.4464988708496, output_fired_time: 7.93485736846924, propagate_forward_time: 519.785583496094, propagate_backward_time: 779.424255371094, weight_update_time: 1.29526805877686, other_time: 14.95703125
epoch time: 107.792205810547s, input_fired_time: 1.34911346435547, output_fired_time: 0, propagate_forward_time: 103.865242004395, propagate_backward_time: 0, weight_update_time: 0, other_time: 2.57785034179688
validation[          , genome  6024] predictions:    4940/  10000 (49.40%), best:    4940/10000 (49.40%), error:     19659.24414, best error:     19659.24414 on epoch:     0, epoch:    0/50, mu: 0.5000000000, learning_rate: 0.0125000002, weight_decay: 0.0005000000

epoch time: 1333.1647949219s, input_fired_time: 12.2671670914, output_fired_time: 7.9084577560, propagate_forward_time: 519.0333251953, propagate_backward_time: 779.0256347656, weight_update_time: 1.2882333994, other_time: 14.9301757812
epoch time: 108.4758377075s, input_fired_time: 1.3327668905, output_fired_time: 0.0000000000, propagate_forward_time: 104.5301971436, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6128768921
validation[          , genome  6024] predictions:    5317/  10000 (53.17%), best:    5317/10000 (53.17%), error:     15576.59473, best error:     15576.59473 on epoch:     1, epoch:    1/50, mu: 0.5245000124, learning_rate: 0.0118749999, weight_decay: 0.0004750000

epoch time: 1333.5207519531s, input_fired_time: 12.1697940826, output_fired_time: 7.8913435936, propagate_forward_time: 519.1224365234, propagate_backward_time: 779.3925170898, weight_update_time: 1.2906235456, other_time: 14.9446411133
epoch time: 107.6016235352s, input_fired_time: 1.3122863770, output_fired_time: 0.0000000000, propagate_forward_time: 103.7076416016, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5816955566
validation[          , genome  6024] predictions:    5171/  10000 (51.71%), best:    5317/10000 (53.17%), error:     16361.50781, best error:     15576.59473 on epoch:     1, epoch:    2/50, mu: 0.5477750301, learning_rate: 0.0112812500, weight_decay: 0.0004512500

epoch time: 1335.2584228516s, input_fired_time: 12.1676673889, output_fired_time: 7.9178252220, propagate_forward_time: 519.8479614258, propagate_backward_time: 780.4025268555, weight_update_time: 1.2944567204, other_time: 14.9223632812
epoch time: 108.2226867676s, input_fired_time: 1.3119994402, output_fired_time: 0.0000000000, propagate_forward_time: 104.3213119507, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5893783569
validation[          , genome  6024] predictions:    5303/  10000 (53.03%), best:    5317/10000 (53.17%), error:     15617.80957, best error:     15576.59473 on epoch:     1, epoch:    3/50, mu: 0.5698862672, learning_rate: 0.0107171871, weight_decay: 0.0004286875

epoch time: 1334.3690185547s, input_fired_time: 12.1433706284, output_fired_time: 7.9310064316, propagate_forward_time: 520.0058593750, propagate_backward_time: 779.3917236328, weight_update_time: 1.2902743816, other_time: 14.8970947266
epoch time: 108.0221557617s, input_fired_time: 1.2827912569, output_fired_time: 0.0000000000, propagate_forward_time: 104.1377487183, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6016159058
validation[          , genome  6024] predictions:    5234/  10000 (52.34%), best:    5317/10000 (53.17%), error:     15767.19238, best error:     15576.59473 on epoch:     1, epoch:    4/50, mu: 0.5908919573, learning_rate: 0.0101813274, weight_decay: 0.0004072531

epoch time: 1332.1317138672s, input_fired_time: 12.1105642319, output_fired_time: 7.9121637344, propagate_forward_time: 518.5872192383, propagate_backward_time: 778.5582885742, weight_update_time: 1.3324584961, other_time: 14.9635009766
epoch time: 107.8631973267s, input_fired_time: 1.3151595592, output_fired_time: 0.0000000000, propagate_forward_time: 103.9602661133, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5877685547
validation[          , genome  6024] predictions:    5185/  10000 (51.85%), best:    5185/10000 (51.85%), error:     15309.10449, best error:     15309.10449 on epoch:     5, epoch:    5/50, mu: 0.6108473539, learning_rate: 0.0096722608, weight_decay: 0.0003868904

epoch time: 1338.3892822266s, input_fired_time: 12.1108160019, output_fired_time: 7.9477581978, propagate_forward_time: 522.3195190430, propagate_backward_time: 781.0106811523, weight_update_time: 1.2935688496, other_time: 15.0004882812
epoch time: 108.8114624023s, input_fired_time: 1.3176434040, output_fired_time: 0.0000000000, propagate_forward_time: 104.8840179443, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6098022461
validation[          , genome  6024] predictions:    5035/  10000 (50.35%), best:    5185/10000 (51.85%), error:     16359.42773, best error:     15309.10449 on epoch:     5, epoch:    6/50, mu: 0.6298049688, learning_rate: 0.0091886474, weight_decay: 0.0003675459

epoch time: 1333.0906982422s, input_fired_time: 12.0727014542, output_fired_time: 7.9060730934, propagate_forward_time: 519.4616088867, propagate_backward_time: 778.7451171875, weight_update_time: 1.2909671068, other_time: 14.9050903320
epoch time: 107.8093719482s, input_fired_time: 1.2924250364, output_fired_time: 0.0000000000, propagate_forward_time: 103.9277267456, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5892181396
validation[          , genome  6024] predictions:    5457/  10000 (54.57%), best:    5457/10000 (54.57%), error:     14758.78418, best error:     14758.78418 on epoch:     7, epoch:    7/50, mu: 0.6478147507, learning_rate: 0.0087292148, weight_decay: 0.0003491686

epoch time: 1333.5698242188s, input_fired_time: 12.1089620590, output_fired_time: 7.8840661049, propagate_forward_time: 519.4470214844, propagate_backward_time: 779.1812744141, weight_update_time: 1.2905834913, other_time: 14.9484863281
epoch time: 107.7264175415s, input_fired_time: 1.2898268700, output_fired_time: 0.0000000000, propagate_forward_time: 103.8536300659, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5829620361
validation[          , genome  6024] predictions:    4979/  10000 (49.79%), best:    5457/10000 (54.57%), error:     16953.52930, best error:     14758.78418 on epoch:     7, epoch:    8/50, mu: 0.6649240255, learning_rate: 0.0082927542, weight_decay: 0.0003317102

epoch time: 1333.5678710938s, input_fired_time: 12.0792179108, output_fired_time: 7.8842792511, propagate_forward_time: 519.6877441406, propagate_backward_time: 779.0065307617, weight_update_time: 1.2926301956, other_time: 14.9100952148
epoch time: 108.2449722290s, input_fired_time: 1.3055020571, output_fired_time: 0.0000000000, propagate_forward_time: 104.3356094360, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6038589478
validation[          , genome  6024] predictions:    5323/  10000 (53.23%), best:    5457/10000 (54.57%), error:     14911.69629, best error:     14758.78418 on epoch:     7, epoch:    9/50, mu: 0.6811778545, learning_rate: 0.0078781163, weight_decay: 0.0003151247

epoch time: 1333.3289794922s, input_fired_time: 12.1141824722, output_fired_time: 7.9062623978, propagate_forward_time: 519.0920410156, propagate_backward_time: 779.3101806641, weight_update_time: 1.2883758545, other_time: 14.9063720703
epoch time: 107.7302246094s, input_fired_time: 1.2924314737, output_fired_time: 0.0000000000, propagate_forward_time: 103.8633728027, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5744171143
validation[          , genome  6024] predictions:    5271/  10000 (52.71%), best:    5271/10000 (52.71%), error:     14687.59668, best error:     14687.59668 on epoch:    10, epoch:   10/50, mu: 0.6966189742, learning_rate: 0.0074842102, weight_decay: 0.0002993684

epoch time: 1334.3662109375s, input_fired_time: 12.0650691986, output_fired_time: 7.8906989098, propagate_forward_time: 519.6932983398, propagate_backward_time: 779.7984619141, weight_update_time: 1.2928085327, other_time: 14.9186401367
epoch time: 107.6301803589s, input_fired_time: 1.2971169949, output_fired_time: 0.0000000000, propagate_forward_time: 103.7500991821, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5829620361
validation[          , genome  6024] predictions:    5225/  10000 (52.25%), best:    5271/10000 (52.71%), error:     14930.96875, best error:     14687.59668 on epoch:    10, epoch:   11/50, mu: 0.7112880349, learning_rate: 0.0071099997, weight_decay: 0.0002844000

epoch time: 1335.9761962891s, input_fired_time: 12.1275434494, output_fired_time: 7.9050145149, propagate_forward_time: 520.6989746094, propagate_backward_time: 780.2889404297, weight_update_time: 1.2916160822, other_time: 14.9556884766
epoch time: 107.6224899292s, input_fired_time: 1.2857564688, output_fired_time: 0.0000000000, propagate_forward_time: 103.7500305176, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5867004395
validation[          , genome  6024] predictions:    5598/  10000 (55.98%), best:    5598/10000 (55.98%), error:     13925.48828, best error:     13925.48828 on epoch:    12, epoch:   12/50, mu: 0.7252236605, learning_rate: 0.0067544994, weight_decay: 0.0002701800

epoch time: 1334.7825927734s, input_fired_time: 12.1450090408, output_fired_time: 7.9069495201, propagate_forward_time: 520.3220214844, propagate_backward_time: 779.4494628906, weight_update_time: 1.2949045897, other_time: 14.9591064453
epoch time: 107.7503356934s, input_fired_time: 1.3051270247, output_fired_time: 0.0000000000, propagate_forward_time: 103.8608474731, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5843582153
validation[          , genome  6024] predictions:    5381/  10000 (53.81%), best:    5598/10000 (55.98%), error:     14385.10352, best error:     13925.48828 on epoch:    12, epoch:   13/50, mu: 0.7384625077, learning_rate: 0.0064167744, weight_decay: 0.0002566710

epoch time: 1335.4154052734s, input_fired_time: 12.1551628113, output_fired_time: 7.9008803368, propagate_forward_time: 519.6912231445, propagate_backward_time: 780.6604003906, weight_update_time: 1.2962486744, other_time: 15.0077514648
epoch time: 108.3593063354s, input_fired_time: 1.3061171770, output_fired_time: 0.0000000000, propagate_forward_time: 104.4512405396, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6019515991
validation[          , genome  6024] predictions:    5555/  10000 (55.55%), best:    5555/10000 (55.55%), error:     13552.17676, best error:     13552.17676 on epoch:    14, epoch:   14/50, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 1334.6267089844s, input_fired_time: 12.1397247314, output_fired_time: 7.9080309868, propagate_forward_time: 519.7851562500, propagate_backward_time: 779.8420410156, weight_update_time: 1.2917543650, other_time: 14.9516601562
epoch time: 108.1751861572s, input_fired_time: 1.3120121956, output_fired_time: 0.0000000000, propagate_forward_time: 104.2746887207, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5884857178
validation[          , genome  6024] predictions:    5633/  10000 (56.33%), best:    5633/10000 (56.33%), error:     13432.09668, best error:     13432.09668 on epoch:    15, epoch:   15/50, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 1337.5714111328s, input_fired_time: 12.1954498291, output_fired_time: 7.9147553444, propagate_forward_time: 521.2695312500, propagate_backward_time: 781.2401123047, weight_update_time: 1.2945296764, other_time: 14.9515380859
epoch time: 107.7101974487s, input_fired_time: 1.3229318857, output_fired_time: 0.0000000000, propagate_forward_time: 103.8065338135, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5807342529
validation[          , genome  6024] predictions:    5721/  10000 (57.21%), best:    5721/10000 (57.21%), error:     13184.08105, best error:     13184.08105 on epoch:    16, epoch:   16/50, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 1336.3016357422s, input_fired_time: 12.1787395477, output_fired_time: 7.8942971230, propagate_forward_time: 520.0354614258, propagate_backward_time: 781.1933593750, weight_update_time: 1.2982852459, other_time: 14.9998168945
epoch time: 108.0518188477s, input_fired_time: 1.3126975298, output_fired_time: 0.0000000000, propagate_forward_time: 104.0797042847, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6594161987
validation[          , genome  6024] predictions:    5690/  10000 (56.90%), best:    5721/10000 (57.21%), error:     13336.37402, best error:     13184.08105 on epoch:    16, epoch:   17/50, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 1335.7307128906s, input_fired_time: 12.2377729416, output_fired_time: 7.9214777946, propagate_forward_time: 521.5758666992, propagate_backward_time: 779.0459594727, weight_update_time: 1.2925057411, other_time: 14.9495849609
epoch time: 107.7531890869s, input_fired_time: 1.3219056129, output_fired_time: 0.0000000000, propagate_forward_time: 103.8520431519, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5792388916
validation[          , genome  6024] predictions:    5423/  10000 (54.23%), best:    5721/10000 (57.21%), error:     14452.75781, best error:     13184.08105 on epoch:    16, epoch:   18/50, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 1335.2287597656s, input_fired_time: 12.2268476486, output_fired_time: 7.9028944969, propagate_forward_time: 520.7296752930, propagate_backward_time: 779.4348144531, weight_update_time: 1.2938501835, other_time: 14.9345092773
epoch time: 107.4559707642s, input_fired_time: 1.3050034046, output_fired_time: 0.0000000000, propagate_forward_time: 103.5738525391, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5771179199
validation[          , genome  6024] predictions:    5742/  10000 (57.42%), best:    5721/10000 (57.21%), error:     13342.54102, best error:     13184.08105 on epoch:    16, epoch:   19/50, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 1334.8245849609s, input_fired_time: 12.2215385437, output_fired_time: 7.9183907509, propagate_forward_time: 520.2293090820, propagate_backward_time: 779.5974731445, weight_update_time: 1.2869787216, other_time: 14.8579101562
epoch time: 107.7714843750s, input_fired_time: 1.3421887159, output_fired_time: 0.0000000000, propagate_forward_time: 103.8304901123, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5988082886
validation[          , genome  6024] predictions:    5727/  10000 (57.27%), best:    5721/10000 (57.21%), error:     13248.18164, best error:     13184.08105 on epoch:    16, epoch:   20/50, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 1334.8917236328s, input_fired_time: 12.2070217133, output_fired_time: 7.8945536613, propagate_forward_time: 520.6194458008, propagate_backward_time: 779.2542114258, weight_update_time: 1.2929906845, other_time: 14.9165039062
epoch time: 107.7975082397s, input_fired_time: 1.3276119232, output_fired_time: 0.0000000000, propagate_forward_time: 103.8996887207, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5702056885
validation[          , genome  6024] predictions:    5760/  10000 (57.60%), best:    5721/10000 (57.21%), error:     13297.59863, best error:     13184.08105 on epoch:    16, epoch:   21/50, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 1334.3201904297s, input_fired_time: 12.2405653000, output_fired_time: 7.8991699219, propagate_forward_time: 520.1826782227, propagate_backward_time: 779.1106567383, weight_update_time: 1.2871692181, other_time: 14.8870849609
epoch time: 107.5422592163s, input_fired_time: 1.3357105255, output_fired_time: 0.0000000000, propagate_forward_time: 103.6234664917, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5830841064
validation[          , genome  6024] predictions:    5540/  10000 (55.40%), best:    5721/10000 (57.21%), error:     13807.33984, best error:     13184.08105 on epoch:    16, epoch:   22/50, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 1334.0432128906s, input_fired_time: 12.2785787582, output_fired_time: 7.8812098503, propagate_forward_time: 519.8273315430, propagate_backward_time: 779.0842285156, weight_update_time: 1.3092924356, other_time: 14.9718627930
epoch time: 107.6548156738s, input_fired_time: 1.3293842077, output_fired_time: 0.0000000000, propagate_forward_time: 103.7491531372, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5762786865
validation[          , genome  6024] predictions:    5832/  10000 (58.32%), best:    5832/10000 (58.32%), error:     12791.83691, best error:     12791.83691 on epoch:    23, epoch:   23/50, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 1334.3813476562s, input_fired_time: 12.2935495377, output_fired_time: 7.9345312119, propagate_forward_time: 519.9575195312, propagate_backward_time: 779.2280883789, weight_update_time: 1.2883567810, other_time: 14.9675903320
epoch time: 108.6787185669s, input_fired_time: 1.3359214067, output_fired_time: 0.0000000000, propagate_forward_time: 104.7257690430, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6170272827
validation[          , genome  6024] predictions:    5741/  10000 (57.41%), best:    5832/10000 (58.32%), error:     13446.78027, best error:     12791.83691 on epoch:    23, epoch:   24/50, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 1341.9246826172s, input_fired_time: 12.3281211853, output_fired_time: 7.9411706924, propagate_forward_time: 523.6170654297, propagate_backward_time: 783.0718383789, weight_update_time: 1.2921361923, other_time: 14.9664916992
epoch time: 108.7552719116s, input_fired_time: 1.3558372259, output_fired_time: 0.0000000000, propagate_forward_time: 104.7967529297, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6026840210
validation[          , genome  6024] predictions:    5845/  10000 (58.45%), best:    5832/10000 (58.32%), error:     12892.80762, best error:     12791.83691 on epoch:    23, epoch:   25/50, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 1337.0518798828s, input_fired_time: 12.3176393509, output_fired_time: 7.9315648079, propagate_forward_time: 521.2376098633, propagate_backward_time: 780.6318359375, weight_update_time: 1.2924029827, other_time: 14.9332885742
epoch time: 107.6326065063s, input_fired_time: 1.3433688879, output_fired_time: 0.0000000000, propagate_forward_time: 103.7176132202, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5716247559
validation[          , genome  6024] predictions:    5725/  10000 (57.25%), best:    5832/10000 (58.32%), error:     13393.54980, best error:     12791.83691 on epoch:    23, epoch:   26/50, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 1340.0815429688s, input_fired_time: 12.3449954987, output_fired_time: 7.9569716454, propagate_forward_time: 522.1697387695, propagate_backward_time: 782.5784912109, weight_update_time: 1.2971544266, other_time: 15.0313110352
epoch time: 108.5781250000s, input_fired_time: 1.3650084734, output_fired_time: 0.0000000000, propagate_forward_time: 104.6269683838, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5861511230
validation[          , genome  6024] predictions:    5861/  10000 (58.61%), best:    5861/10000 (58.61%), error:     12514.37988, best error:     12514.37988 on epoch:    27, epoch:   27/50, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 1334.7537841797s, input_fired_time: 12.3356933594, output_fired_time: 7.8959445953, propagate_forward_time: 520.5080566406, propagate_backward_time: 779.0873413086, weight_update_time: 1.2918246984, other_time: 14.9266967773
epoch time: 107.6934051514s, input_fired_time: 1.3450436592, output_fired_time: 0.0000000000, propagate_forward_time: 103.7666549683, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5817031860
validation[          , genome  6024] predictions:    5706/  10000 (57.06%), best:    5861/10000 (58.61%), error:     13674.59961, best error:     12514.37988 on epoch:    27, epoch:   28/50, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 1334.7934570312s, input_fired_time: 12.3140716553, output_fired_time: 7.8748373985, propagate_forward_time: 519.5212402344, propagate_backward_time: 780.1170654297, weight_update_time: 1.2921106815, other_time: 14.9661865234
epoch time: 107.5726089478s, input_fired_time: 1.3418009281, output_fired_time: 0.0000000000, propagate_forward_time: 103.6353225708, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5954818726
validation[          , genome  6024] predictions:    5653/  10000 (56.53%), best:    5861/10000 (58.61%), error:     13844.66504, best error:     12514.37988 on epoch:    27, epoch:   29/50, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 1334.5684814453s, input_fired_time: 12.3540029526, output_fired_time: 7.9448614120, propagate_forward_time: 519.8815917969, propagate_backward_time: 779.3918457031, weight_update_time: 1.2909290791, other_time: 14.9962158203
epoch time: 108.1703033447s, input_fired_time: 1.3539665937, output_fired_time: 0.0000000000, propagate_forward_time: 104.2226867676, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5936508179
validation[          , genome  6024] predictions:    5767/  10000 (57.67%), best:    5861/10000 (58.61%), error:     12870.92188, best error:     12514.37988 on epoch:    27, epoch:   30/50, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 1341.1004638672s, input_fired_time: 12.4268598557, output_fired_time: 7.9245014191, propagate_forward_time: 522.3117675781, propagate_backward_time: 783.4485473633, weight_update_time: 1.2927362919, other_time: 14.9887084961
epoch time: 108.1264495850s, input_fired_time: 1.3626707792, output_fired_time: 0.0000000000, propagate_forward_time: 104.1732559204, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5905227661
validation[          , genome  6024] predictions:    5976/  10000 (59.76%), best:    5976/10000 (59.76%), error:     12215.84473, best error:     12215.84473 on epoch:    31, epoch:   31/50, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 1339.6036376953s, input_fired_time: 12.4343013763, output_fired_time: 7.9295320511, propagate_forward_time: 521.3440551758, propagate_backward_time: 782.7484130859, weight_update_time: 1.3021264076, other_time: 15.1472778320
epoch time: 108.3990097046s, input_fired_time: 1.3736670017, output_fired_time: 0.0000000000, propagate_forward_time: 104.3871612549, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6381835938
validation[          , genome  6024] predictions:    5808/  10000 (58.08%), best:    5976/10000 (59.76%), error:     13149.97656, best error:     12215.84473 on epoch:    31, epoch:   32/50, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 1337.7021484375s, input_fired_time: 12.4674396515, output_fired_time: 7.9745140076, propagate_forward_time: 521.2055053711, propagate_backward_time: 780.9968261719, weight_update_time: 1.2952345610, other_time: 15.0579223633
epoch time: 107.8625106812s, input_fired_time: 1.3555068970, output_fired_time: 0.0000000000, propagate_forward_time: 103.9301223755, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5768814087
validation[          , genome  6024] predictions:    5776/  10000 (57.76%), best:    5976/10000 (59.76%), error:     13396.69336, best error:     12215.84473 on epoch:    31, epoch:   33/50, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 1335.6936035156s, input_fired_time: 12.4452362061, output_fired_time: 7.8965182304, propagate_forward_time: 520.2141723633, propagate_backward_time: 780.1786499023, weight_update_time: 1.2918082476, other_time: 14.9591064453
epoch time: 108.1436996460s, input_fired_time: 1.3604696989, output_fired_time: 0.0000000000, propagate_forward_time: 104.1916885376, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5915451050
validation[          , genome  6024] predictions:    5831/  10000 (58.31%), best:    5976/10000 (59.76%), error:     13294.50781, best error:     12215.84473 on epoch:    31, epoch:   34/50, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 1337.5177001953s, input_fired_time: 12.4754962921, output_fired_time: 7.9503540993, propagate_forward_time: 520.7020263672, propagate_backward_time: 781.3316040039, weight_update_time: 1.3122746944, other_time: 15.0582885742
epoch time: 107.8599472046s, input_fired_time: 1.3577932119, output_fired_time: 0.0000000000, propagate_forward_time: 103.9179534912, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5841979980
validation[          , genome  6024] predictions:    5938/  10000 (59.38%), best:    5976/10000 (59.76%), error:     12622.45117, best error:     12215.84473 on epoch:    31, epoch:   35/50, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 1341.0944824219s, input_fired_time: 12.4765224457, output_fired_time: 7.9363951683, propagate_forward_time: 522.6063232422, propagate_backward_time: 783.0559082031, weight_update_time: 1.2944011688, other_time: 15.0192871094
epoch time: 107.5876541138s, input_fired_time: 1.3627055883, output_fired_time: 0.0000000000, propagate_forward_time: 103.6483154297, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5766296387
validation[          , genome  6024] predictions:    5970/  10000 (59.70%), best:    5976/10000 (59.76%), error:     12821.20996, best error:     12215.84473 on epoch:    31, epoch:   36/50, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 1337.8529052734s, input_fired_time: 12.5505247116, output_fired_time: 7.9241127968, propagate_forward_time: 520.2291870117, propagate_backward_time: 782.0757446289, weight_update_time: 1.2965406179, other_time: 15.0733642578
epoch time: 108.2619094849s, input_fired_time: 1.3821587563, output_fired_time: 0.0000000000, propagate_forward_time: 104.2348327637, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6449203491
validation[          , genome  6024] predictions:    6161/  10000 (61.61%), best:    6161/10000 (61.61%), error:     12096.00391, best error:     12096.00391 on epoch:    37, epoch:   37/50, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 1336.1042480469s, input_fired_time: 12.5244760513, output_fired_time: 7.9135155678, propagate_forward_time: 520.8485107422, propagate_backward_time: 779.8265991211, weight_update_time: 1.2927749157, other_time: 14.9910278320
epoch time: 107.9515228271s, input_fired_time: 1.3687040806, output_fired_time: 0.0000000000, propagate_forward_time: 103.9743576050, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6084594727
validation[          , genome  6024] predictions:    5895/  10000 (58.95%), best:    6161/10000 (61.61%), error:     12891.94922, best error:     12096.00391 on epoch:    37, epoch:   38/50, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 1341.5676269531s, input_fired_time: 12.5394153595, output_fired_time: 7.9549822807, propagate_forward_time: 523.5994262695, propagate_backward_time: 782.4067382812, weight_update_time: 1.2949128151, other_time: 15.0670776367
epoch time: 108.4634399414s, input_fired_time: 1.3824255466, output_fired_time: 0.0000000000, propagate_forward_time: 104.4860458374, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5949707031
validation[          , genome  6024] predictions:    5959/  10000 (59.59%), best:    6161/10000 (61.61%), error:     12763.29883, best error:     12096.00391 on epoch:    37, epoch:   39/50, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 1336.4816894531s, input_fired_time: 12.5333156586, output_fired_time: 7.9441947937, propagate_forward_time: 520.8713989258, propagate_backward_time: 780.1427612305, weight_update_time: 1.2910505533, other_time: 14.9899902344
epoch time: 108.1773910522s, input_fired_time: 1.3818553686, output_fired_time: 0.0000000000, propagate_forward_time: 104.2026214600, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5929107666
validation[          , genome  6024] predictions:    5901/  10000 (59.01%), best:    6161/10000 (61.61%), error:     12811.63574, best error:     12096.00391 on epoch:    37, epoch:   40/50, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 1337.7208251953s, input_fired_time: 12.5549869537, output_fired_time: 7.9480042458, propagate_forward_time: 520.6759033203, propagate_backward_time: 781.3391113281, weight_update_time: 1.3014980555, other_time: 15.2028808594
epoch time: 109.1296920776s, input_fired_time: 1.3863629103, output_fired_time: 0.0000000000, propagate_forward_time: 105.1259231567, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6174087524
validation[          , genome  6024] predictions:    6038/  10000 (60.38%), best:    6161/10000 (61.61%), error:     12689.26562, best error:     12096.00391 on epoch:    37, epoch:   41/50, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 1342.2376708984s, input_fired_time: 12.5900821686, output_fired_time: 7.9172544479, propagate_forward_time: 524.0379638672, propagate_backward_time: 782.5800170898, weight_update_time: 1.2981648445, other_time: 15.1123657227
epoch time: 109.3761215210s, input_fired_time: 1.3895459175, output_fired_time: 0.0000000000, propagate_forward_time: 105.3300018311, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6565704346
validation[          , genome  6024] predictions:    6043/  10000 (60.43%), best:    6161/10000 (61.61%), error:     12435.26367, best error:     12096.00391 on epoch:    37, epoch:   42/50, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 1339.1832275391s, input_fired_time: 12.5725660324, output_fired_time: 7.9619340897, propagate_forward_time: 521.1666259766, propagate_backward_time: 782.3038940430, weight_update_time: 1.3050860167, other_time: 15.1782836914
epoch time: 107.5676116943s, input_fired_time: 1.3686112165, output_fired_time: 0.0000000000, propagate_forward_time: 103.6240158081, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5749816895
validation[          , genome  6024] predictions:    6128/  10000 (61.28%), best:    6161/10000 (61.61%), error:     12101.51074, best error:     12096.00391 on epoch:    37, epoch:   43/50, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 1335.3017578125s, input_fired_time: 12.5326280594, output_fired_time: 7.8956804276, propagate_forward_time: 520.3607177734, propagate_backward_time: 779.4277343750, weight_update_time: 1.2944660187, other_time: 15.0850830078
epoch time: 107.8069763184s, input_fired_time: 1.3950051069, output_fired_time: 0.0000000000, propagate_forward_time: 103.8046798706, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6072921753
validation[          , genome  6024] predictions:    5996/  10000 (59.96%), best:    6161/10000 (61.61%), error:     12543.69629, best error:     12096.00391 on epoch:    37, epoch:   44/50, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 1337.8270263672s, input_fired_time: 12.5983953476, output_fired_time: 7.9637145996, propagate_forward_time: 521.2391967773, propagate_backward_time: 780.8675537109, weight_update_time: 1.2986859083, other_time: 15.1581420898
epoch time: 108.8410949707s, input_fired_time: 1.4048584700, output_fired_time: 0.0000000000, propagate_forward_time: 104.8029174805, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6333160400
validation[          , genome  6024] predictions:    6043/  10000 (60.43%), best:    6161/10000 (61.61%), error:     12295.29297, best error:     12096.00391 on epoch:    37, epoch:   45/50, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 1338.1459960938s, input_fired_time: 12.5979976654, output_fired_time: 7.9659352303, propagate_forward_time: 520.4593505859, propagate_backward_time: 782.0485229492, weight_update_time: 1.2962156534, other_time: 15.0741577148
epoch time: 108.5033340454s, input_fired_time: 1.4054049253, output_fired_time: 0.0000000000, propagate_forward_time: 104.4669494629, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6309814453
validation[          , genome  6024] predictions:    5932/  10000 (59.32%), best:    6161/10000 (61.61%), error:     12625.96875, best error:     12096.00391 on epoch:    37, epoch:   46/50, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 1344.0545654297s, input_fired_time: 12.6787862778, output_fired_time: 8.0321941376, propagate_forward_time: 522.4765625000, propagate_backward_time: 785.8028564453, weight_update_time: 1.2943328619, other_time: 15.0640869141
epoch time: 108.3713531494s, input_fired_time: 1.4088494778, output_fired_time: 0.0000000000, propagate_forward_time: 104.3557968140, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6067047119
validation[          , genome  6024] predictions:    5982/  10000 (59.82%), best:    6161/10000 (61.61%), error:     12427.41211, best error:     12096.00391 on epoch:    37, epoch:   47/50, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 1342.3856201172s, input_fired_time: 12.6560363770, output_fired_time: 7.9558410645, propagate_forward_time: 522.8497924805, propagate_backward_time: 783.6828613281, weight_update_time: 1.3020364046, other_time: 15.2411499023
epoch time: 109.8703765869s, input_fired_time: 1.4205361605, output_fired_time: 0.0000000000, propagate_forward_time: 105.7843170166, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6655197144
validation[          , genome  6024] predictions:    6079/  10000 (60.79%), best:    6161/10000 (61.61%), error:     12229.27734, best error:     12096.00391 on epoch:    37, epoch:   48/50, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 1348.2080078125s, input_fired_time: 12.7448978424, output_fired_time: 8.0520610809, propagate_forward_time: 525.5052490234, propagate_backward_time: 786.3231811523, weight_update_time: 1.3213475943, other_time: 15.5827026367
epoch time: 108.0104522705s, input_fired_time: 1.4047150612, output_fired_time: 0.0000000000, propagate_forward_time: 103.9977493286, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6079864502
validation[          , genome  6024] predictions:    6074/  10000 (60.74%), best:    6161/10000 (61.61%), error:     12256.09277, best error:     12096.00391 on epoch:    37, epoch:   49/50, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 1342.5194091797s, input_fired_time: 12.7405414581, output_fired_time: 7.9940271378, propagate_forward_time: 522.5876464844, propagate_backward_time: 783.8813476562, weight_update_time: 1.3042957783, other_time: 15.3157958984
epoch time: 109.3340911865s, input_fired_time: 1.4245306253, output_fired_time: 0.0000000000, propagate_forward_time: 105.2743530273, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6352081299
validation[          , genome  6024] predictions:    6054/  10000 (60.54%), best:    6161/10000 (61.61%), error:     12254.32422, best error:     12096.00391 on epoch:    37, 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: 543.3194580078s, input_fired_time: 6.9475464821, output_fired_time: 0.0000000000, propagate_forward_time: 523.1347656250, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 13.2371215820
best training[          , genome  6024] predictions:   35942/  50000 (71.88%), best:    6161/10000 (61.61%), error:     41075.03125, best error:     12096.00391 on epoch:    37, 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: 107.9230575562s, input_fired_time: 1.3800251484, output_fired_time: 0.0000000000, propagate_forward_time: 103.9426269531, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6004028320
   testing[          , genome  6024] predictions:    6161/  10000 (61.61%), best:    6161/10000 (61.61%), error:     12096.00391, best error:     12096.00391 on epoch:    37, epoch:   51/50, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488
backpropagation finished successfully!
08:52:59 (25178): called boinc_finish(0)

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