Nameexact_genome_1512568488_42_6607_1
Workunit2604244
Created7 Dec 2017, 20:49:15 UTC
Sent7 Dec 2017, 20:54:44 UTC
Report deadline14 Dec 2017, 11:28:41 UTC
Received8 Dec 2017, 15:30:34 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID54172
Run time3 hours 20 min 11 sec
CPU time3 hours 19 min 50 sec
Validate stateValid
Credit1,651.73
Device peak FLOPS3.27 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size153.89 MB
Peak swap size155.01 MB
Peak disk usage1.45 MB

Stderr output

<core_client_version>7.6.31</core_client_version>
<![CDATA[
<stderr_txt>
ay: 0.0001886768

epoch time: 109.8077163696s, input_fired_time: 1.3257580996, output_fired_time: 0.9774640799, propagate_forward_time: 43.7012062073, propagate_backward_time: 60.9041404724, weight_update_time: 0.1423341036, other_time: 2.8991470337
epoch time: 9.3260726929s, input_fired_time: 0.1551934034, output_fired_time: 0.0000000000, propagate_forward_time: 8.6599216461, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5109577179
validation[          , genome  6607] predictions:    9666/  10000 (96.66%), best:    9699/10000 (96.99%), error:      1076.26624, best error:       986.85052 on epoch:    17, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 111.0376663208s, input_fired_time: 1.3494070768, output_fired_time: 0.9905806780, propagate_forward_time: 44.2694702148, propagate_backward_time: 61.4925231934, weight_update_time: 0.1419674307, other_time: 2.9356918335
epoch time: 9.4329423904s, input_fired_time: 0.1556991488, output_fired_time: 0.0000000000, propagate_forward_time: 8.7647857666, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5124578476
validation[          , genome  6607] predictions:    9657/  10000 (96.57%), best:    9699/10000 (96.99%), error:      1107.56067, best error:       986.85052 on epoch:    17, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 109.8796081543s, input_fired_time: 1.3323522806, output_fired_time: 0.9771947861, propagate_forward_time: 43.7690620422, propagate_backward_time: 60.8860511780, weight_update_time: 0.1414685249, other_time: 2.9149475098
epoch time: 9.4437465668s, input_fired_time: 0.1547028422, output_fired_time: 0.0000000000, propagate_forward_time: 8.7747774124, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5142660141
validation[          , genome  6607] predictions:    9688/  10000 (96.88%), best:    9699/10000 (96.99%), error:      1036.50366, best error:       986.85052 on epoch:    17, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 108.9003524780s, input_fired_time: 1.3175810575, output_fired_time: 0.9671343565, propagate_forward_time: 43.3474426270, propagate_backward_time: 60.3823013306, weight_update_time: 0.1405543089, other_time: 2.8858947754
epoch time: 9.4299278259s, input_fired_time: 0.1571956575, output_fired_time: 0.0000000000, propagate_forward_time: 8.7702913284, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5024404526
validation[          , genome  6607] predictions:    9672/  10000 (96.72%), best:    9699/10000 (96.99%), error:      1078.24719, best error:       986.85052 on epoch:    17, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 110.7639999390s, input_fired_time: 1.3478287458, output_fired_time: 0.9851362109, propagate_forward_time: 44.1138305664, propagate_backward_time: 61.4024925232, weight_update_time: 0.1435261220, other_time: 2.9147071838
epoch time: 9.5482912064s, input_fired_time: 0.1573136300, output_fired_time: 0.0000000000, propagate_forward_time: 8.8791179657, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5118598938
validation[          , genome  6607] predictions:    9701/  10000 (97.01%), best:    9701/10000 (97.01%), error:       971.22125, best error:       971.22125 on epoch:    24, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 110.3322830200s, input_fired_time: 1.3388603926, output_fired_time: 0.9829097986, propagate_forward_time: 43.8533554077, propagate_backward_time: 61.2384796143, weight_update_time: 0.1429552883, other_time: 2.9186782837
epoch time: 9.4327297211s, input_fired_time: 0.1590443254, output_fired_time: 0.0000000000, propagate_forward_time: 8.7602472305, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5134382248
validation[          , genome  6607] predictions:    9650/  10000 (96.50%), best:    9701/10000 (97.01%), error:      1070.23291, best error:       971.22125 on epoch:    24, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 108.8431472778s, input_fired_time: 1.3298236132, output_fired_time: 0.9750387669, propagate_forward_time: 43.3009834290, propagate_backward_time: 60.3584136963, weight_update_time: 0.1411043704, other_time: 2.8788871765
epoch time: 9.0733289719s, input_fired_time: 0.1530418247, output_fired_time: 0.0000000000, propagate_forward_time: 8.4335813522, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4867057800
validation[          , genome  6607] predictions:    9715/  10000 (97.15%), best:    9715/10000 (97.15%), error:       955.59937, best error:       955.59937 on epoch:    26, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 104.3993682861s, input_fired_time: 1.2876337767, output_fired_time: 0.9289593697, propagate_forward_time: 41.6208724976, propagate_backward_time: 57.7618980408, weight_update_time: 0.1356025785, other_time: 2.7999992371
epoch time: 6.1406393051s, input_fired_time: 0.1234303191, output_fired_time: 0.0000000000, propagate_forward_time: 5.6044292450, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4127798080
validation[          , genome  6607] predictions:    9703/  10000 (97.03%), best:    9715/10000 (97.15%), error:       999.02289, best error:       955.59937 on epoch:    26, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 104.2373504639s, input_fired_time: 1.2957665920, output_fired_time: 0.9340320826, propagate_forward_time: 41.4102516174, propagate_backward_time: 57.7812232971, weight_update_time: 0.1374098361, other_time: 2.8160781860
epoch time: 9.3905839920s, input_fired_time: 0.1563291699, output_fired_time: 0.0000000000, propagate_forward_time: 8.7378416061, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4964132309
validation[          , genome  6607] predictions:    9704/  10000 (97.04%), best:    9715/10000 (97.15%), error:      1004.28998, best error:       955.59937 on epoch:    26, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 107.3570861816s, input_fired_time: 1.3177852631, output_fired_time: 0.9583342671, propagate_forward_time: 42.6713294983, propagate_backward_time: 59.5745391846, weight_update_time: 0.1393561959, other_time: 2.8350944519
epoch time: 9.4213876724s, input_fired_time: 0.1568545997, output_fired_time: 0.0000000000, propagate_forward_time: 8.7544603348, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5100727081
validation[          , genome  6607] predictions:    9724/  10000 (97.24%), best:    9724/10000 (97.24%), error:       894.39264, best error:       894.39264 on epoch:    29, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 109.8068771362s, input_fired_time: 1.3329780102, output_fired_time: 0.9700264335, propagate_forward_time: 43.7563209534, propagate_backward_time: 60.8976936340, weight_update_time: 0.1407848895, other_time: 2.8498611450
epoch time: 9.3130960464s, input_fired_time: 0.1555895358, output_fired_time: 0.0000000000, propagate_forward_time: 8.6558980942, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5016088486
validation[          , genome  6607] predictions:    9683/  10000 (96.83%), best:    9724/10000 (97.24%), error:      1038.38196, best error:       894.39264 on epoch:    29, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

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/mnist_training_50k.bin'
boincified validation filename: '../../projects/csgrid.org_csg/mnist_validation_10k.bin'
boincified testing filename: '../../projects/csgrid.org_csg/mnist_testing_new.bin'
boincified genome filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_42_6607.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_42_6607_1_r758271663_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from checkpoint file: 'checkpoint.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: 0.890086
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.00254883
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 0.000101953
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: 31
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 29
read number_validation_images: 10000
read best_validation_predictions: 9724
read best_validation_error: 894.393
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: 6607
read normal distribution: '1 0 0'
generator_str: '166238779'
read generator: 166238779
read generated_by_map:
1 enable_edge 1
reading 28 nodes.
reading 76 edges.
number input nodes: 1
number softmax nodes: 10
order_size: 50000
parsed input file
loaded genome
loading images
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 4923 images.
reading image set with 5742 images.
reading image set with 4958 images.
reading image set with 5131 images.
reading image set with 4842 images.
reading image set with 4421 images.
reading image set with 4918 images.
reading image set with 5265 images.
reading image set with 4851 images.
reading image set with 4949 images.
image_size: 1x28x28 = 784
read 50000 images.
    class    0: 4923
    class    1: 5742
    class    2: 4958
    class    3: 5131
    class    4: 4842
    class    5: 4421
    class    6: 4918
    class    7: 5265
    class    8: 4851
    class    9: 4949
calculating averages and standard deviations for images
average pixel value for channel 0: 0.130530551075935
pixel variance for channel 0: 0.0948646068572998
pixel standard deviation for channel 0: 0.308000981807709
number_classes: 10
channels: 1
width: 28
height: 28
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: 1x28x28 = 784
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: 1
width: 28
height: 28
reading image set with 980 images.
reading image set with 1135 images.
reading image set with 1032 images.
reading image set with 1010 images.
reading image set with 982 images.
reading image set with 892 images.
reading image set with 958 images.
reading image set with 1028 images.
reading image set with 974 images.
reading image set with 1009 images.
image_size: 1x28x28 = 784
read 10000 images.
    class    0: 980
    class    1: 1135
    class    2: 1032
    class    3: 1010
    class    4: 982
    class    5: 892
    class    6: 958
    class    7: 1028
    class    8: 974
    class    9: 1009
loaded images
starting backpropagation!
epoch time: 109.819267272949s, input_fired_time: 1.33007776737213, output_fired_time: 0.972191274166107, propagate_forward_time: 43.7669448852539, propagate_backward_time: 60.8598899841309, weight_update_time: 0.141043916344643, other_time: 2.89016342163086
epoch time: 9.44280052185059s, input_fired_time: 0.156983852386475, output_fired_time: 0, propagate_forward_time: 8.77889633178711, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.506919860839844
validation[          , genome  6607] predictions:    9724/  10000 (97.24%), best:    9724/10000 (97.24%), error:       892.45923, best error:       892.45923 on epoch:    31, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 96.9013977051s, input_fired_time: 1.2502444983, output_fired_time: 0.8850005865, propagate_forward_time: 38.4629058838, propagate_backward_time: 53.5477104187, weight_update_time: 0.1271288246, other_time: 2.7555351257
epoch time: 9.4294786453s, input_fired_time: 0.1573973000, output_fired_time: 0.0000000000, propagate_forward_time: 8.7638053894, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5082759857
validation[          , genome  6607] predictions:    9736/  10000 (97.36%), best:    9736/10000 (97.36%), error:       855.80426, best error:       855.80426 on epoch:    32, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 109.0070037842s, input_fired_time: 1.3253785372, output_fired_time: 0.9597311616, propagate_forward_time: 43.4819984436, propagate_backward_time: 60.3656120300, weight_update_time: 0.1386037618, other_time: 2.8742828369
epoch time: 9.4087266922s, input_fired_time: 0.1575783342, output_fired_time: 0.0000000000, propagate_forward_time: 8.7433996201, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5077486038
validation[          , genome  6607] predictions:    9732/  10000 (97.32%), best:    9736/10000 (97.36%), error:       910.99695, best error:       855.80426 on epoch:    32, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 107.5230484009s, input_fired_time: 1.3241034746, output_fired_time: 0.9599756002, propagate_forward_time: 42.7815170288, propagate_backward_time: 59.6252326965, weight_update_time: 0.1373618692, other_time: 2.8322181702
epoch time: 9.4287700653s, input_fired_time: 0.1564496458, output_fired_time: 0.0000000000, propagate_forward_time: 8.7563371658, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5159835815
validation[          , genome  6607] predictions:    9693/  10000 (96.93%), best:    9736/10000 (97.36%), error:      1065.07141, best error:       855.80426 on epoch:    32, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 109.9106826782s, input_fired_time: 1.3380857706, output_fired_time: 0.9730827808, propagate_forward_time: 43.7928009033, propagate_backward_time: 60.9332160950, weight_update_time: 0.1398848891, other_time: 2.8734931946
epoch time: 9.4331350327s, input_fired_time: 0.1578850448, output_fired_time: 0.0000000000, propagate_forward_time: 8.7600250244, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5152254105
validation[          , genome  6607] predictions:    9609/  10000 (96.09%), best:    9736/10000 (97.36%), error:      1279.73022, best error:       855.80426 on epoch:    32, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 109.9749679565s, input_fired_time: 1.3411997557, output_fired_time: 0.9770340919, propagate_forward_time: 43.8029479980, propagate_backward_time: 60.9683227539, weight_update_time: 0.1407467723, other_time: 2.8854598999
epoch time: 9.4256591797s, input_fired_time: 0.1583401859, output_fired_time: 0.0000000000, propagate_forward_time: 8.7588577271, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5084609985
validation[          , genome  6607] predictions:    9696/  10000 (96.96%), best:    9736/10000 (97.36%), error:       997.68958, best error:       855.80426 on epoch:    32, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 109.7405929565s, input_fired_time: 1.3374142647, output_fired_time: 0.9722866416, propagate_forward_time: 43.7487258911, propagate_backward_time: 60.8051414490, weight_update_time: 0.1394784451, other_time: 2.8770179749
epoch time: 9.4233264923s, input_fired_time: 0.1589616239, output_fired_time: 0.0000000000, propagate_forward_time: 8.7576541901, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5067110062
validation[          , genome  6607] predictions:    9731/  10000 (97.31%), best:    9736/10000 (97.36%), error:       877.26959, best error:       855.80426 on epoch:    32, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 109.6422576904s, input_fired_time: 1.3444752693, output_fired_time: 0.9787996411, propagate_forward_time: 43.6178016663, propagate_backward_time: 60.8254966736, weight_update_time: 0.1401018500, other_time: 2.8756866455
epoch time: 9.4472141266s, input_fired_time: 0.1567285955, output_fired_time: 0.0000000000, propagate_forward_time: 8.7824106216, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5080747604
validation[          , genome  6607] predictions:    9745/  10000 (97.45%), best:    9736/10000 (97.36%), error:       908.51227, best error:       855.80426 on epoch:    32, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 105.5567932129s, input_fired_time: 1.3141958714, output_fired_time: 0.9439339042, propagate_forward_time: 42.0200309753, propagate_backward_time: 58.4551162720, weight_update_time: 0.1363804787, other_time: 2.8235206604
epoch time: 9.4890022278s, input_fired_time: 0.1628021449, output_fired_time: 0.0000000000, propagate_forward_time: 8.8075418472, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5186586380
validation[          , genome  6607] predictions:    9692/  10000 (96.92%), best:    9736/10000 (97.36%), error:      1005.78174, best error:       855.80426 on epoch:    32, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 109.8044815063s, input_fired_time: 1.3486430645, output_fired_time: 0.9815406203, propagate_forward_time: 43.6996650696, propagate_backward_time: 60.8726348877, weight_update_time: 0.1409586519, other_time: 2.9020042419
epoch time: 9.4145584106s, input_fired_time: 0.1595744342, output_fired_time: 0.0000000000, propagate_forward_time: 8.7434616089, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5115222931
validation[          , genome  6607] predictions:    9714/  10000 (97.14%), best:    9736/10000 (97.36%), error:      1002.80957, best error:       855.80426 on epoch:    32, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 109.4426803589s, input_fired_time: 1.3528405428, output_fired_time: 0.9815727472, propagate_forward_time: 43.4718513489, propagate_backward_time: 60.7038078308, weight_update_time: 0.1412962377, other_time: 2.9326019287
epoch time: 9.4698162079s, input_fired_time: 0.1598876864, output_fired_time: 0.0000000000, propagate_forward_time: 8.7952642441, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5146646500
validation[          , genome  6607] predictions:    9693/  10000 (96.93%), best:    9736/10000 (97.36%), error:      1013.08685, best error:       855.80426 on epoch:    32, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 110.2506484985s, input_fired_time: 1.3733814955, output_fired_time: 0.9836809039, propagate_forward_time: 43.8919944763, propagate_backward_time: 61.0568885803, weight_update_time: 0.1411376148, other_time: 2.9446983337
epoch time: 9.6902599335s, input_fired_time: 0.1646782756, output_fired_time: 0.0000000000, propagate_forward_time: 8.9954366684, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5301446915
validation[          , genome  6607] predictions:    9726/  10000 (97.26%), best:    9736/10000 (97.36%), error:       917.46619, best error:       855.80426 on epoch:    32, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 110.4195785522s, input_fired_time: 1.3569872379, output_fired_time: 0.9856402278, propagate_forward_time: 43.9324913025, propagate_backward_time: 61.2422637939, weight_update_time: 0.1409110427, other_time: 2.9021911621
epoch time: 9.4484376907s, input_fired_time: 0.1607224345, output_fired_time: 0.0000000000, propagate_forward_time: 8.7779655457, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5097494125
validation[          , genome  6607] predictions:    9726/  10000 (97.26%), best:    9736/10000 (97.36%), error:       961.77863, best error:       855.80426 on epoch:    32, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 109.9152145386s, input_fired_time: 1.3479775190, output_fired_time: 0.9701366425, propagate_forward_time: 43.8218917847, propagate_backward_time: 60.8825836182, weight_update_time: 0.1407435387, other_time: 2.8926239014
epoch time: 9.6348228455s, input_fired_time: 0.1639107466, output_fired_time: 0.0000000000, propagate_forward_time: 8.9415035248, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5294084549
validation[          , genome  6607] predictions:    9673/  10000 (96.73%), best:    9736/10000 (97.36%), error:      1071.53064, best error:       855.80426 on epoch:    32, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 110.1691970825s, input_fired_time: 1.3495737314, output_fired_time: 0.9782624245, propagate_forward_time: 43.8996925354, propagate_backward_time: 61.0689582825, weight_update_time: 0.1402721852, other_time: 2.8727111816
epoch time: 9.4426660538s, input_fired_time: 0.1600283831, output_fired_time: 0.0000000000, propagate_forward_time: 8.7759218216, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5067157745
validation[          , genome  6607] predictions:    9693/  10000 (96.93%), best:    9736/10000 (97.36%), error:      1027.96716, best error:       855.80426 on epoch:    32, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 110.2599563599s, input_fired_time: 1.3568825722, output_fired_time: 0.9779047966, propagate_forward_time: 43.9176979065, propagate_backward_time: 61.0985908508, weight_update_time: 0.1420553178, other_time: 2.9088859558
epoch time: 9.4107999802s, input_fired_time: 0.1614082307, output_fired_time: 0.0000000000, propagate_forward_time: 8.7368917465, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5124998093
validation[          , genome  6607] predictions:    9709/  10000 (97.09%), best:    9736/10000 (97.36%), error:       945.29205, best error:       855.80426 on epoch:    32, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 109.4883270264s, input_fired_time: 1.3466498852, output_fired_time: 0.9740395546, propagate_forward_time: 43.6030883789, propagate_backward_time: 60.6840782166, weight_update_time: 0.1403746009, other_time: 2.8804740906
epoch time: 9.4072542191s, input_fired_time: 0.1585742682, output_fired_time: 0.0000000000, propagate_forward_time: 8.7415657043, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5071144104
validation[          , genome  6607] predictions:    9734/  10000 (97.34%), best:    9736/10000 (97.36%), error:       885.92468, best error:       855.80426 on epoch:    32, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 110.0010986328s, input_fired_time: 1.3534725904, output_fired_time: 0.9808952212, propagate_forward_time: 43.7117691040, propagate_backward_time: 61.0731735229, weight_update_time: 0.1409717947, other_time: 2.8817901611
epoch time: 9.4347696304s, input_fired_time: 0.1594534814, output_fired_time: 0.0000000000, propagate_forward_time: 8.7735290527, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5017871857
validation[          , genome  6607] predictions:    9734/  10000 (97.34%), best:    9736/10000 (97.36%), error:       892.22095, best error:       855.80426 on epoch:    32, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 109.2393569946s, input_fired_time: 1.3417574167, output_fired_time: 0.9615460038, propagate_forward_time: 43.5523109436, propagate_backward_time: 60.5379562378, weight_update_time: 0.1390815377, other_time: 2.8457832336
epoch time: 9.4371080399s, input_fired_time: 0.1610173583, output_fired_time: 0.0000000000, propagate_forward_time: 8.7677259445, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5083646774
validation[          , genome  6607] predictions:    9681/  10000 (96.81%), best:    9736/10000 (97.36%), error:      1044.90564, best error:       855.80426 on epoch:    32, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 107.0495834351s, input_fired_time: 1.3353919983, output_fired_time: 0.9552053213, propagate_forward_time: 42.5892219543, propagate_backward_time: 59.3177070618, weight_update_time: 0.1375371963, other_time: 2.8520507812
epoch time: 8.9289798737s, input_fired_time: 0.1573166102, output_fired_time: 0.0000000000, propagate_forward_time: 8.2776298523, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4940338135
validation[          , genome  6607] predictions:    9721/  10000 (97.21%), best:    9736/10000 (97.36%), error:       896.16992, best error:       855.80426 on epoch:    32, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 106.7230377197s, input_fired_time: 1.3369283676, output_fired_time: 0.9557538033, propagate_forward_time: 42.3416290283, propagate_backward_time: 59.2403907776, weight_update_time: 0.1454657763, other_time: 2.8483314514
epoch time: 9.1651735306s, input_fired_time: 0.1575853378, output_fired_time: 0.0000000000, propagate_forward_time: 8.5126256943, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4949626923
validation[          , genome  6607] predictions:    9729/  10000 (97.29%), best:    9736/10000 (97.36%), error:       933.86914, best error:       855.80426 on epoch:    32, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 108.0461502075s, input_fired_time: 1.3341681957, output_fired_time: 0.9533597231, propagate_forward_time: 43.0939407349, propagate_backward_time: 59.8827705383, weight_update_time: 0.1389121711, other_time: 2.7819099426
epoch time: 9.4275169373s, input_fired_time: 0.1599851698, output_fired_time: 0.0000000000, propagate_forward_time: 8.7672119141, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5003194809
validation[          , genome  6607] predictions:    9719/  10000 (97.19%), best:    9736/10000 (97.36%), error:       891.25061, best error:       855.80426 on epoch:    32, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 110.0709228516s, input_fired_time: 1.3638564348, output_fired_time: 0.9796220660, propagate_forward_time: 43.8407096863, propagate_backward_time: 61.0457420349, weight_update_time: 0.1413207948, other_time: 2.8409957886
epoch time: 9.4364986420s, input_fired_time: 0.1631975919, output_fired_time: 0.0000000000, propagate_forward_time: 8.7639122009, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5093889236
validation[          , genome  6607] predictions:    9722/  10000 (97.22%), best:    9736/10000 (97.36%), error:       934.40381, best error:       855.80426 on epoch:    32, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 107.6579742432s, input_fired_time: 1.3404338360, output_fired_time: 0.9517197609, propagate_forward_time: 42.8939208984, propagate_backward_time: 59.6774444580, weight_update_time: 0.1381492317, other_time: 2.7944564819
epoch time: 9.3879575729s, input_fired_time: 0.1621522903, output_fired_time: 0.0000000000, propagate_forward_time: 8.7247838974, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5010213852
validation[          , genome  6607] predictions:    9704/  10000 (97.04%), best:    9736/10000 (97.36%), error:       988.16901, best error:       855.80426 on epoch:    32, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 103.2903289795s, input_fired_time: 1.3098068237, output_fired_time: 0.9295316339, propagate_forward_time: 40.9911422729, propagate_backward_time: 57.3228683472, weight_update_time: 0.1341652274, other_time: 2.7369766235
epoch time: 9.2306241989s, input_fired_time: 0.1590828001, output_fired_time: 0.0000000000, propagate_forward_time: 8.5713357925, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5002059937
validation[          , genome  6607] predictions:    9661/  10000 (96.61%), best:    9736/10000 (97.36%), error:      1174.73914, best error:       855.80426 on epoch:    32, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 109.2494430542s, input_fired_time: 1.3472180367, output_fired_time: 0.9664566517, propagate_forward_time: 43.5697021484, propagate_backward_time: 60.5821838379, weight_update_time: 0.1390442997, other_time: 2.7838821411
epoch time: 9.4179582596s, input_fired_time: 0.1605289131, output_fired_time: 0.0000000000, propagate_forward_time: 8.7562274933, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5012016296
validation[          , genome  6607] predictions:    9704/  10000 (97.04%), best:    9736/10000 (97.36%), error:      1017.54962, best error:       855.80426 on epoch:    32, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 109.8709259033s, input_fired_time: 1.3495134115, output_fired_time: 0.9716169834, propagate_forward_time: 43.8225898743, propagate_backward_time: 60.9189529419, weight_update_time: 0.1404295713, other_time: 2.8082542419
epoch time: 9.4294691086s, input_fired_time: 0.1623099893, output_fired_time: 0.0000000000, propagate_forward_time: 8.7657146454, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5014448166
validation[          , genome  6607] predictions:    9694/  10000 (96.94%), best:    9736/10000 (97.36%), error:       989.02881, best error:       855.80426 on epoch:    32, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 108.1819458008s, input_fired_time: 1.3419879675, output_fired_time: 0.9617638588, propagate_forward_time: 43.1055946350, propagate_backward_time: 59.9624671936, weight_update_time: 0.1393686533, other_time: 2.8101348877
epoch time: 9.4246778488s, input_fired_time: 0.1613015532, output_fired_time: 0.0000000000, propagate_forward_time: 8.7657814026, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4975948334
validation[          , genome  6607] predictions:    9722/  10000 (97.22%), best:    9736/10000 (97.36%), error:       927.79187, best error:       855.80426 on epoch:    32, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 109.8140182495s, input_fired_time: 1.3518702984, output_fired_time: 0.9667778015, propagate_forward_time: 43.8411903381, propagate_backward_time: 60.8394355774, weight_update_time: 0.1405132264, other_time: 2.8147506714
epoch time: 9.4423971176s, input_fired_time: 0.1642290652, output_fired_time: 0.0000000000, propagate_forward_time: 8.7706842422, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5074834824
validation[          , genome  6607] predictions:    9668/  10000 (96.68%), best:    9736/10000 (97.36%), error:      1044.77502, best error:       855.80426 on epoch:    32, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 107.7807312012s, input_fired_time: 1.3338688612, output_fired_time: 0.9512304664, propagate_forward_time: 42.9575767517, propagate_backward_time: 59.7473411560, weight_update_time: 0.1386512667, other_time: 2.7907104492
epoch time: 9.4162483215s, input_fired_time: 0.1621195376, output_fired_time: 0.0000000000, propagate_forward_time: 8.7560338974, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4980945587
validation[          , genome  6607] predictions:    9603/  10000 (96.03%), best:    9736/10000 (97.36%), error:      1334.75415, best error:       855.80426 on epoch:    32, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 109.8864974976s, input_fired_time: 1.3602255583, output_fired_time: 0.9776440263, propagate_forward_time: 43.7315025330, propagate_backward_time: 61.0253562927, weight_update_time: 0.1402221024, other_time: 2.7917709351
epoch time: 8.8958530426s, input_fired_time: 0.1570455730, output_fired_time: 0.0000000000, propagate_forward_time: 8.2444524765, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4943552017
validation[          , genome  6607] predictions:    9726/  10000 (97.26%), best:    9736/10000 (97.36%), error:       907.60168, best error:       855.80426 on epoch:    32, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 108.0366897583s, input_fired_time: 1.3453888893, output_fired_time: 0.9577786326, propagate_forward_time: 43.0180664062, propagate_backward_time: 59.9108390808, weight_update_time: 0.1391703933, other_time: 2.8046150208
epoch time: 9.4176158905s, input_fired_time: 0.1608526707, output_fired_time: 0.0000000000, propagate_forward_time: 8.7488546371, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5079088211
validation[          , genome  6607] predictions:    9746/  10000 (97.46%), best:    9736/10000 (97.36%), error:       876.02728, best error:       855.80426 on epoch:    32, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 109.4213409424s, input_fired_time: 1.3358963728, output_fired_time: 0.9353582859, propagate_forward_time: 43.8936271667, propagate_backward_time: 60.4719848633, weight_update_time: 0.1401650608, other_time: 2.7844734192
epoch time: 9.4044246674s, input_fired_time: 0.1621887237, output_fired_time: 0.0000000000, propagate_forward_time: 8.7458782196, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4963579178
validation[          , genome  6607] predictions:    9721/  10000 (97.21%), best:    9736/10000 (97.36%), error:       950.79614, best error:       855.80426 on epoch:    32, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 109.4363708496s, input_fired_time: 1.3453809023, output_fired_time: 0.9341107011, propagate_forward_time: 43.8910026550, propagate_backward_time: 60.4827575684, weight_update_time: 0.1405260116, other_time: 2.7831153870
epoch time: 9.4001626968s, input_fired_time: 0.1634120941, output_fired_time: 0.0000000000, propagate_forward_time: 8.7464056015, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4903450012
validation[          , genome  6607] predictions:    9739/  10000 (97.39%), best:    9736/10000 (97.36%), error:       870.98322, best error:       855.80426 on epoch:    32, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 108.4062118530s, input_fired_time: 1.3418740034, output_fired_time: 0.9559056759, propagate_forward_time: 43.2700500488, propagate_backward_time: 60.0588302612, weight_update_time: 0.1386189163, other_time: 2.7795562744
epoch time: 8.7827920914s, input_fired_time: 0.1540368497, output_fired_time: 0.0000000000, propagate_forward_time: 8.1542663574, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4744892120
validation[          , genome  6607] predictions:    9691/  10000 (96.91%), best:    9736/10000 (97.36%), error:      1026.11401, best error:       855.80426 on epoch:    32, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 109.3832855225s, input_fired_time: 1.3618296385, output_fired_time: 0.9721655250, propagate_forward_time: 43.6233596802, propagate_backward_time: 60.6034812927, weight_update_time: 0.1411235482, other_time: 2.8224449158
epoch time: 9.4349918365s, input_fired_time: 0.1623706520, output_fired_time: 0.0000000000, propagate_forward_time: 8.7724065781, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5002145767
validation[          , genome  6607] predictions:    9693/  10000 (96.93%), best:    9736/10000 (97.36%), error:      1069.51624, best error:       855.80426 on epoch:    32, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 104.2229614258s, input_fired_time: 1.3236949444, output_fired_time: 0.9298801422, propagate_forward_time: 41.4224090576, propagate_backward_time: 57.8237762451, weight_update_time: 0.1332468539, other_time: 2.7232055664
epoch time: 9.4253911972s, input_fired_time: 0.1630624682, output_fired_time: 0.0000000000, propagate_forward_time: 8.7536182404, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5087108612
validation[          , genome  6607] predictions:    9729/  10000 (97.29%), best:    9736/10000 (97.36%), error:       924.54761, best error:       855.80426 on epoch:    32, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 109.0890197754s, input_fired_time: 1.3553916216, output_fired_time: 0.9736670256, propagate_forward_time: 43.3502044678, propagate_backward_time: 60.5939865112, weight_update_time: 0.1404512674, other_time: 2.8157730103
epoch time: 9.4440231323s, input_fired_time: 0.1620155573, output_fired_time: 0.0000000000, propagate_forward_time: 8.7788743973, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5031328201
validation[          , genome  6607] predictions:    9704/  10000 (97.04%), best:    9736/10000 (97.36%), error:       983.42999, best error:       855.80426 on epoch:    32, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 110.1218185425s, input_fired_time: 1.3719869852, output_fired_time: 0.9838159680, propagate_forward_time: 43.7919006348, propagate_backward_time: 61.1451606750, weight_update_time: 0.1422065943, other_time: 2.8289527893
epoch time: 9.3963184357s, input_fired_time: 0.1628396958, output_fired_time: 0.0000000000, propagate_forward_time: 8.7299747467, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5035037994
validation[          , genome  6607] predictions:    9699/  10000 (96.99%), best:    9736/10000 (97.36%), error:      1011.52325, best error:       855.80426 on epoch:    32, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 109.3576965332s, input_fired_time: 1.3666541576, output_fired_time: 0.9576258063, propagate_forward_time: 43.5985755920, propagate_backward_time: 60.6114311218, weight_update_time: 0.1400810033, other_time: 2.8234100342
epoch time: 9.3935842514s, input_fired_time: 0.1644221246, output_fired_time: 0.0000000000, propagate_forward_time: 8.7248125076, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5043497086
validation[          , genome  6607] predictions:    9693/  10000 (96.93%), best:    9736/10000 (97.36%), error:      1011.77832, best error:       855.80426 on epoch:    32, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 106.9118347168s, input_fired_time: 1.3488239050, output_fired_time: 0.9507896900, propagate_forward_time: 42.5175514221, propagate_backward_time: 59.3235282898, weight_update_time: 0.1369451433, other_time: 2.7711410522
epoch time: 9.2217617035s, input_fired_time: 0.1617351472, output_fired_time: 0.0000000000, propagate_forward_time: 8.5621013641, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4979248047
validation[          , genome  6607] predictions:    9741/  10000 (97.41%), best:    9736/10000 (97.36%), error:       892.62195, best error:       855.80426 on epoch:    32, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 108.3358535767s, input_fired_time: 1.3584315777, output_fired_time: 0.9663158655, propagate_forward_time: 43.1175613403, propagate_backward_time: 60.0745506287, weight_update_time: 0.1396397948, other_time: 2.8189964294
epoch time: 9.1491613388s, input_fired_time: 0.1624165773, output_fired_time: 0.0000000000, propagate_forward_time: 8.4912967682, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4954481125
validation[          , genome  6607] predictions:    9700/  10000 (97.00%), best:    9736/10000 (97.36%), error:       997.10254, best error:       855.80426 on epoch:    32, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 109.0253524780s, input_fired_time: 1.3615322113, output_fired_time: 0.9712595344, propagate_forward_time: 43.4077644348, propagate_backward_time: 60.4995498657, weight_update_time: 0.1399359107, other_time: 2.7852439880
epoch time: 9.4373321533s, input_fired_time: 0.1642474681, output_fired_time: 0.0000000000, propagate_forward_time: 8.7707529068, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5023317337
validation[          , genome  6607] predictions:    9724/  10000 (97.24%), best:    9736/10000 (97.36%), error:       927.24933, best error:       855.80426 on epoch:    32, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 109.6898193359s, input_fired_time: 1.3610556126, output_fired_time: 0.9640740156, propagate_forward_time: 43.7647514343, propagate_backward_time: 60.7827491760, weight_update_time: 0.1404768080, other_time: 2.8171920776
epoch time: 9.4233655930s, input_fired_time: 0.1631090939, output_fired_time: 0.0000000000, propagate_forward_time: 8.7599649429, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5002918243
validation[          , genome  6607] predictions:    9735/  10000 (97.35%), best:    9736/10000 (97.36%), error:       939.11731, best error:       855.80426 on epoch:    32, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 109.9794311523s, input_fired_time: 1.3692785501, output_fired_time: 0.9752362370, propagate_forward_time: 43.8207588196, propagate_backward_time: 60.9878501892, weight_update_time: 0.1410970092, other_time: 2.8263092041
epoch time: 8.2412128448s, input_fired_time: 0.1539211869, output_fired_time: 0.0000000000, propagate_forward_time: 7.6225533485, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4647383690
validation[          , genome  6607] predictions:    9732/  10000 (97.32%), best:    9736/10000 (97.36%), error:       884.86304, best error:       855.80426 on epoch:    32, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 109.1845321655s, input_fired_time: 1.3620519638, output_fired_time: 0.9652163982, propagate_forward_time: 43.5036621094, propagate_backward_time: 60.5414695740, weight_update_time: 0.1401422471, other_time: 2.8121299744
epoch time: 9.4492101669s, input_fired_time: 0.1657552868, output_fired_time: 0.0000000000, propagate_forward_time: 8.7778139114, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5056409836
validation[          , genome  6607] predictions:    9742/  10000 (97.42%), best:    9736/10000 (97.36%), error:       893.74524, best error:       855.80426 on epoch:    32, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 108.8709030151s, input_fired_time: 1.3611117601, output_fired_time: 0.9661388993, propagate_forward_time: 43.3367805481, propagate_backward_time: 60.3957481384, weight_update_time: 0.1401898414, other_time: 2.8111190796
epoch time: 9.4228620529s, input_fired_time: 0.1628596038, output_fired_time: 0.0000000000, propagate_forward_time: 8.7569284439, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5030736923
validation[          , genome  6607] predictions:    9723/  10000 (97.23%), best:    9736/10000 (97.36%), error:       859.84595, best error:       855.80426 on epoch:    32, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 108.3522033691s, input_fired_time: 1.3615552187, output_fired_time: 0.9638305306, propagate_forward_time: 43.1540946960, propagate_backward_time: 60.0850868225, weight_update_time: 0.1393821388, other_time: 2.7876358032
epoch time: 9.4439258575s, input_fired_time: 0.1649149358, output_fired_time: 0.0000000000, propagate_forward_time: 8.7780408859, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5009698868
validation[          , genome  6607] predictions:    9710/  10000 (97.10%), best:    9736/10000 (97.36%), error:      1011.79712, best error:       855.80426 on epoch:    32, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 108.3097381592s, input_fired_time: 1.3506546021, output_fired_time: 0.9618753791, propagate_forward_time: 43.1489067078, propagate_backward_time: 60.0362472534, weight_update_time: 0.1391096115, other_time: 2.8120536804
epoch time: 9.3420906067s, input_fired_time: 0.1622916609, output_fired_time: 0.0000000000, propagate_forward_time: 8.6805458069, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4992532730
validation[          , genome  6607] predictions:    9717/  10000 (97.17%), best:    9736/10000 (97.36%), error:       962.99207, best error:       855.80426 on epoch:    32, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 106.2468414307s, input_fired_time: 1.3379209042, output_fired_time: 0.9485988617, propagate_forward_time: 42.2711524963, propagate_backward_time: 58.9133529663, weight_update_time: 0.1365653127, other_time: 2.7758140564
epoch time: 9.4211063385s, input_fired_time: 0.1611047238, output_fired_time: 0.0000000000, propagate_forward_time: 8.7636413574, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4963598251
validation[          , genome  6607] predictions:    9664/  10000 (96.64%), best:    9736/10000 (97.36%), error:      1084.22034, best error:       855.80426 on epoch:    32, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 109.8068313599s, input_fired_time: 1.3702527285, output_fired_time: 0.9687783122, propagate_forward_time: 43.8067779541, propagate_backward_time: 60.8314285278, weight_update_time: 0.1407910585, other_time: 2.8295898438
epoch time: 9.4428644180s, input_fired_time: 0.1654878557, output_fired_time: 0.0000000000, propagate_forward_time: 8.7662601471, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5111160278
validation[          , genome  6607] predictions:    9696/  10000 (96.96%), best:    9736/10000 (97.36%), error:      1000.99188, best error:       855.80426 on epoch:    32, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 109.9287185669s, input_fired_time: 1.3759118319, output_fired_time: 0.9750359654, propagate_forward_time: 43.8429870605, propagate_backward_time: 60.9072113037, weight_update_time: 0.1403404623, other_time: 2.8275680542
epoch time: 9.4183349609s, input_fired_time: 0.1656941026, output_fired_time: 0.0000000000, propagate_forward_time: 8.7525186539, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5001220703
validation[          , genome  6607] predictions:    9737/  10000 (97.37%), best:    9736/10000 (97.36%), error:       862.05310, best error:       855.80426 on epoch:    32, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 109.9016418457s, input_fired_time: 1.3752563000, output_fired_time: 0.9754658341, propagate_forward_time: 43.7978706360, propagate_backward_time: 60.9175720215, weight_update_time: 0.1415983140, other_time: 2.8354759216
epoch time: 9.4185647964s, input_fired_time: 0.1636320651, output_fired_time: 0.0000000000, propagate_forward_time: 8.7563276291, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4986047745
validation[          , genome  6607] predictions:    9733/  10000 (97.33%), best:    9736/10000 (97.36%), error:       862.19861, best error:       855.80426 on epoch:    32, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 109.8215789795s, input_fired_time: 1.3703074455, output_fired_time: 0.9709634781, propagate_forward_time: 43.7599182129, propagate_backward_time: 60.9002265930, weight_update_time: 0.1411292553, other_time: 2.8201637268
epoch time: 9.4220457077s, input_fired_time: 0.1641509831, output_fired_time: 0.0000000000, propagate_forward_time: 8.7541093826, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5037851334
validation[          , genome  6607] predictions:    9680/  10000 (96.80%), best:    9736/10000 (97.36%), error:      1046.09607, best error:       855.80426 on epoch:    32, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 109.7657470703s, input_fired_time: 1.3647463322, output_fired_time: 0.9778993130, propagate_forward_time: 43.7225379944, propagate_backward_time: 60.8996086121, weight_update_time: 0.1406662166, other_time: 2.8009567261
epoch time: 9.3728942871s, input_fired_time: 0.1620036662, output_fired_time: 0.0000000000, propagate_forward_time: 8.7224740982, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4884166718
validation[          , genome  6607] predictions:    9697/  10000 (96.97%), best:    9736/10000 (97.36%), error:       986.37439, best error:       855.80426 on epoch:    32, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 109.5794830322s, input_fired_time: 1.3667955399, output_fired_time: 0.9707243443, propagate_forward_time: 43.6007575989, propagate_backward_time: 60.8422698975, weight_update_time: 0.1396466792, other_time: 2.7989311218
epoch time: 8.3569593430s, input_fired_time: 0.1570798755, output_fired_time: 0.0000000000, propagate_forward_time: 7.7213959694, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4784836769
validation[          , genome  6607] predictions:    9475/  10000 (94.75%), best:    9736/10000 (97.36%), error:      1569.69141, best error:       855.80426 on epoch:    32, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 107.1535949707s, input_fired_time: 1.3501330614, output_fired_time: 0.9588034153, propagate_forward_time: 42.7061653137, propagate_backward_time: 59.3826713562, weight_update_time: 0.1360047162, other_time: 2.7558212280
epoch time: 9.4204931259s, input_fired_time: 0.1633817405, output_fired_time: 0.0000000000, propagate_forward_time: 8.7531700134, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5039415359
validation[          , genome  6607] predictions:    9720/  10000 (97.20%), best:    9736/10000 (97.36%), error:       907.09412, best error:       855.80426 on epoch:    32, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 108.9190216064s, input_fired_time: 1.3652571440, output_fired_time: 0.9636095762, propagate_forward_time: 43.4286575317, propagate_backward_time: 60.3618316650, weight_update_time: 0.1397723556, other_time: 2.7996673584
epoch time: 9.4476509094s, input_fired_time: 0.1688141376, output_fired_time: 0.0000000000, propagate_forward_time: 8.7706260681, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5082111359
validation[          , genome  6607] predictions:    9737/  10000 (97.37%), best:    9736/10000 (97.36%), error:       886.58374, best error:       855.80426 on epoch:    32, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 109.6666412354s, input_fired_time: 1.3812121153, output_fired_time: 0.9735888839, propagate_forward_time: 43.6310272217, propagate_backward_time: 60.8550300598, weight_update_time: 0.1416089088, other_time: 2.8257865906
epoch time: 9.4349880219s, input_fired_time: 0.1681270450, output_fired_time: 0.0000000000, propagate_forward_time: 8.7681493759, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4987115860
validation[          , genome  6607] predictions:    9730/  10000 (97.30%), best:    9736/10000 (97.36%), error:       932.59949, best error:       855.80426 on epoch:    32, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 110.2386169434s, input_fired_time: 1.3753684759, output_fired_time: 0.9792286754, propagate_forward_time: 43.8483314514, propagate_backward_time: 61.2187080383, weight_update_time: 0.1420350671, other_time: 2.8169822693
epoch time: 8.9163713455s, input_fired_time: 0.1600168794, output_fired_time: 0.0000000000, propagate_forward_time: 8.2600345612, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4963197708
validation[          , genome  6607] predictions:    9690/  10000 (96.90%), best:    9736/10000 (97.36%), error:      1001.19122, best error:       855.80426 on epoch:    32, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 110.1903610229s, input_fired_time: 1.3806582689, output_fired_time: 0.9804327488, propagate_forward_time: 43.8272972107, propagate_backward_time: 61.1636314392, weight_update_time: 0.1421055496, other_time: 2.8383369446
epoch time: 9.4505195618s, input_fired_time: 0.1679480225, output_fired_time: 0.0000000000, propagate_forward_time: 8.7811422348, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5014295578
validation[          , genome  6607] predictions:    9733/  10000 (97.33%), best:    9736/10000 (97.36%), error:       895.36157, best error:       855.80426 on epoch:    32, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 110.3925247192s, input_fired_time: 1.3851975203, output_fired_time: 0.9853528142, propagate_forward_time: 43.8910255432, propagate_backward_time: 61.3062057495, weight_update_time: 0.1423640549, other_time: 2.8247451782
epoch time: 9.4413061142s, input_fired_time: 0.1633615196, output_fired_time: 0.0000000000, propagate_forward_time: 8.7783145905, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4996299744
validation[          , genome  6607] predictions:    9704/  10000 (97.04%), best:    9736/10000 (97.36%), error:       931.35229, best error:       855.80426 on epoch:    32, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 110.0760955811s, input_fired_time: 1.3792896271, output_fired_time: 0.9832077026, propagate_forward_time: 43.7741012573, propagate_backward_time: 61.1118164062, weight_update_time: 0.1417499334, other_time: 2.8276824951
epoch time: 9.4247112274s, input_fired_time: 0.1615194082, output_fired_time: 0.0000000000, propagate_forward_time: 8.7631835938, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5000085831
validation[          , genome  6607] predictions:    9688/  10000 (96.88%), best:    9736/10000 (97.36%), error:      1080.98755, best error:       855.80426 on epoch:    32, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 109.2482223511s, input_fired_time: 1.3723214865, output_fired_time: 0.9743803740, propagate_forward_time: 43.4837265015, propagate_backward_time: 60.6060791016, weight_update_time: 0.1407430768, other_time: 2.8117141724
epoch time: 9.4110364914s, input_fired_time: 0.1667246222, output_fired_time: 0.0000000000, propagate_forward_time: 8.7468261719, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4974861145
validation[          , genome  6607] predictions:    9668/  10000 (96.68%), best:    9736/10000 (97.36%), error:      1056.23132, best error:       855.80426 on epoch:    32, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 104.2200851440s, input_fired_time: 1.3378903866, output_fired_time: 0.9328102469, propagate_forward_time: 41.4483604431, propagate_backward_time: 57.7297668457, weight_update_time: 0.1364333183, other_time: 2.7712593079
epoch time: 9.4371747971s, input_fired_time: 0.1656871289, output_fired_time: 0.0000000000, propagate_forward_time: 8.7705631256, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5009241104
validation[          , genome  6607] predictions:    9735/  10000 (97.35%), best:    9736/10000 (97.36%), error:       903.45807, best error:       855.80426 on epoch:    32, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 104.1570205688s, input_fired_time: 1.3397139311, output_fired_time: 0.9333181381, propagate_forward_time: 41.3842544556, propagate_backward_time: 57.7550010681, weight_update_time: 0.1347420067, other_time: 2.7447319031
epoch time: 9.4231309891s, input_fired_time: 0.1650714427, output_fired_time: 0.0000000000, propagate_forward_time: 8.7588748932, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4991846085
validation[          , genome  6607] predictions:    9682/  10000 (96.82%), best:    9736/10000 (97.36%), error:      1010.08240, best error:       855.80426 on epoch:    32, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 109.6661300659s, input_fired_time: 1.3842952251, output_fired_time: 0.9805012941, propagate_forward_time: 43.5864181519, propagate_backward_time: 60.8785896301, weight_update_time: 0.1426758468, other_time: 2.8363304138
epoch time: 9.4407911301s, input_fired_time: 0.1684323698, output_fired_time: 0.0000000000, propagate_forward_time: 8.7738265991, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4985322952
validation[          , genome  6607] predictions:    9662/  10000 (96.62%), best:    9736/10000 (97.36%), error:      1095.29785, best error:       855.80426 on epoch:    32, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 108.0487670898s, input_fired_time: 1.3704619408, output_fired_time: 0.9681116939, propagate_forward_time: 42.9722023010, propagate_backward_time: 59.9143371582, weight_update_time: 0.1400104463, other_time: 2.8236579895
epoch time: 9.4494628906s, input_fired_time: 0.1651560366, output_fired_time: 0.0000000000, propagate_forward_time: 8.7745275497, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5097789764
validation[          , genome  6607] predictions:    9716/  10000 (97.16%), best:    9736/10000 (97.36%), error:       943.36407, best error:       855.80426 on epoch:    32, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 109.7685394287s, input_fired_time: 1.3813941479, output_fired_time: 0.9814190269, propagate_forward_time: 43.6277809143, propagate_backward_time: 60.9598426819, weight_update_time: 0.1414839327, other_time: 2.8180999756
epoch time: 9.4279003143s, input_fired_time: 0.1668800414, output_fired_time: 0.0000000000, propagate_forward_time: 8.7602148056, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5008058548
validation[          , genome  6607] predictions:    9701/  10000 (97.01%), best:    9736/10000 (97.36%), error:       949.49750, best error:       855.80426 on epoch:    32, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 109.9754028320s, input_fired_time: 1.3770747185, output_fired_time: 0.9805717468, propagate_forward_time: 43.7290000916, propagate_backward_time: 61.0803451538, weight_update_time: 0.1410528272, other_time: 2.8084068298
epoch time: 9.4392395020s, input_fired_time: 0.1642706990, output_fired_time: 0.0000000000, propagate_forward_time: 8.7808313370, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4941377640
validation[          , genome  6607] predictions:    9736/  10000 (97.36%), best:    9736/10000 (97.36%), error:       857.35895, best error:       855.80426 on epoch:    32, epoch:  100/100, mu: 0.9870989323, learning_rate: 0.0000740065, weight_decay: 0.0000029603

evaluating best weights on full training data.
evaluting training set with running mean/variance:
epoch time: 47.2227859497s, input_fired_time: 0.7912984490, output_fired_time: 0.0000000000, propagate_forward_time: 43.9042167664, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5272712708
best training[          , genome  6607] predictions:   49303/  50000 (98.61%), best:    9736/10000 (97.36%), error:      2450.08887, best error:       855.80426 on epoch:    32, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
evaluating best weights on test data.
evaluting test set with running mean/variance:
epoch time: 9.4373607635s, input_fired_time: 0.1565249115, output_fired_time: 0.0000000000, propagate_forward_time: 8.7799158096, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5009202957
   testing[          , genome  6607] predictions:    9769/  10000 (97.69%), best:    9736/10000 (97.36%), error:       765.13641, best error:       855.80426 on epoch:    32, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
23:30:20 (73047): called boinc_finish(0)

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