Nameexact_genome_1517574602_56_18301_1
Workunit2991264
Created9 Feb 2018, 10:29:05 UTC
Sent9 Feb 2018, 11:10:55 UTC
Report deadline25 Mar 2018, 9:25:31 UTC
Received10 Feb 2018, 21:28:48 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID52260
Run time17 hours 47 min 33 sec
CPU time17 hours 33 min 54 sec
Validate stateInitial
Credit0.00
Device peak FLOPS4.44 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size178.45 MB
Peak swap size181.55 MB
Peak disk usage4.44 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
 output_fired_time: 7.3439092636, propagate_forward_time: 222.2536468506, propagate_backward_time: 334.2534790039, weight_update_time: 0.3029018939, other_time: 10.7376708984
epoch time: 47.2347602844s, input_fired_time: 0.9735623002, output_fired_time: 0.0000000000, propagate_forward_time: 44.2438697815, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.0173263550
validation[          , genome 18301] predictions:    9869/  10000 (98.69%), best:    9877/10000 (98.77%), error:       418.75806, best error:       414.55588 on epoch:    19, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 588.2599487305s, input_fired_time: 8.3540773392, output_fired_time: 7.4223489761, propagate_forward_time: 224.0075836182, propagate_backward_time: 337.7764282227, weight_update_time: 0.3098483682, other_time: 10.6995239258
epoch time: 52.9285507202s, input_fired_time: 1.0804828405, output_fired_time: 0.0000000000, propagate_forward_time: 49.9285392761, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.9195289612
validation[          , genome 18301] predictions:    9827/  10000 (98.27%), best:    9877/10000 (98.77%), error:       501.40512, best error:       414.55588 on epoch:    19, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

arguments:
	'projects/csgrid.org_csg/exact_client_0.34_windows_x86_64.exe'
	'--training_file'
	'training_samples.bin'
	'--validation_file'
	'validation_samples.bin'
	'--testing_file'
	'testing_samples.bin'
	'--genome_file'
	'input_genome.txt'
	'--output_file'
	'output_genome.txt'
	'--checkpoint_file'
	'checkpoint.txt'
converting arguments to vector
boincified training filename: '../../projects/csgrid.org_csg/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_1517574602_56_18301.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1517574602_56_18301_1_r2092518767_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: 0.839395
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.00384196
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 0.000153678
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: 23
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 19
read number_validation_images: 10000
read best_validation_predictions: 9877
read best_validation_error: 414.556
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: 18301
read normal distribution: '1 0 0'
generator_str: '1028792612'
read generator: 1028792612
read generated_by_map:
1 disable_edge 1
reading 88 nodes.
reading 202 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: 579.212646484375s, input_fired_time: 8.16262531280518, output_fired_time: 7.26142597198486, propagate_forward_time: 221.864669799805, propagate_backward_time: 332.537872314453, weight_update_time: 0.295084893703461, other_time: 9.38607788085938
epoch time: 47.3981246948242s, input_fired_time: 0.970331013202667, output_fired_time: 0, propagate_forward_time: 44.7204627990723, propagate_backward_time: 0, weight_update_time: 0, other_time: 1.70733261108398
validation[          , genome 18301] predictions:    9873/  10000 (98.73%), best:    9873/10000 (98.73%), error:       394.46478, best error:       394.46478 on epoch:    23, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 579.9737548828s, input_fired_time: 8.1755857468, output_fired_time: 7.2985739708, propagate_forward_time: 222.0316314697, propagate_backward_time: 332.9608459473, weight_update_time: 0.2972291410, other_time: 9.5071105957
epoch time: 47.1926956177s, input_fired_time: 0.9774544239, output_fired_time: 0.0000000000, propagate_forward_time: 44.4767379761, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7385025024
validation[          , genome 18301] predictions:    9865/  10000 (98.65%), best:    9873/10000 (98.73%), error:       430.05057, best error:       394.46478 on epoch:    23, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 581.4606323242s, input_fired_time: 8.2400617599, output_fired_time: 7.2965002060, propagate_forward_time: 222.8038024902, propagate_backward_time: 333.6918334961, weight_update_time: 0.2975929379, other_time: 9.4284362793
epoch time: 46.7086486816s, input_fired_time: 0.9744505286, output_fired_time: 0.0000000000, propagate_forward_time: 43.9799118042, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7542877197
validation[          , genome 18301] predictions:    9822/  10000 (98.22%), best:    9873/10000 (98.73%), error:       498.98166, best error:       394.46478 on epoch:    23, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 576.8405761719s, input_fired_time: 8.1741390228, output_fired_time: 7.2901053429, propagate_forward_time: 220.4268035889, propagate_backward_time: 331.5350341797, weight_update_time: 0.2939453721, other_time: 9.4144897461
epoch time: 47.1946334839s, input_fired_time: 0.9584831595, output_fired_time: 0.0000000000, propagate_forward_time: 44.4235382080, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.8126106262
validation[          , genome 18301] predictions:    9864/  10000 (98.64%), best:    9873/10000 (98.73%), error:       459.08423, best error:       394.46478 on epoch:    23, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 577.5876464844s, input_fired_time: 8.1562776566, output_fired_time: 7.2187085152, propagate_forward_time: 220.8279724121, propagate_backward_time: 332.0303649902, weight_update_time: 0.2944615185, other_time: 9.3543701172
epoch time: 46.6518325806s, input_fired_time: 0.9643690586, output_fired_time: 0.0000000000, propagate_forward_time: 43.9136199951, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7738418579
validation[          , genome 18301] predictions:    9848/  10000 (98.48%), best:    9873/10000 (98.73%), error:       449.69083, best error:       394.46478 on epoch:    23, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 577.0916748047s, input_fired_time: 8.1717758179, output_fired_time: 7.2537016869, propagate_forward_time: 221.2051391602, propagate_backward_time: 331.1109313965, weight_update_time: 0.2958351374, other_time: 9.3501281738
epoch time: 46.2956733704s, input_fired_time: 0.9513633847, output_fired_time: 0.0000000000, propagate_forward_time: 43.5924987793, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7518119812
validation[          , genome 18301] predictions:    9871/  10000 (98.71%), best:    9873/10000 (98.73%), error:       450.82657, best error:       394.46478 on epoch:    23, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 578.7105102539s, input_fired_time: 8.1635322571, output_fired_time: 7.2795014381, propagate_forward_time: 221.9419860840, propagate_backward_time: 331.9572143555, weight_update_time: 0.2952270508, other_time: 9.3683166504
epoch time: 47.8864898682s, input_fired_time: 0.9748712182, output_fired_time: 0.0000000000, propagate_forward_time: 45.1831245422, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7284927368
validation[          , genome 18301] predictions:    9868/  10000 (98.68%), best:    9873/10000 (98.73%), error:       415.57919, best error:       394.46478 on epoch:    23, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 580.1171264648s, input_fired_time: 8.1886854172, output_fired_time: 7.3197612762, propagate_forward_time: 221.4959259033, propagate_backward_time: 333.7191467285, weight_update_time: 0.2945773005, other_time: 9.3936462402
epoch time: 46.5391960144s, input_fired_time: 0.9750831723, output_fired_time: 0.0000000000, propagate_forward_time: 43.8210411072, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7430725098
validation[          , genome 18301] predictions:    9893/  10000 (98.93%), best:    9893/10000 (98.93%), error:       380.52597, best error:       380.52597 on epoch:    30, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 577.9008178711s, input_fired_time: 8.1941289902, output_fired_time: 7.2638983727, propagate_forward_time: 221.3271026611, propagate_backward_time: 331.7348327637, weight_update_time: 0.2937300801, other_time: 9.3808288574
epoch time: 47.0516090393s, input_fired_time: 0.9640702009, output_fired_time: 0.0000000000, propagate_forward_time: 44.3300132751, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7575263977
validation[          , genome 18301] predictions:    9872/  10000 (98.72%), best:    9893/10000 (98.93%), error:       392.46774, best error:       380.52597 on epoch:    30, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 579.5391235352s, input_fired_time: 8.1914262772, output_fired_time: 7.3028588295, propagate_forward_time: 222.1472015381, propagate_backward_time: 332.6447448730, weight_update_time: 0.2952280343, other_time: 9.2528991699
epoch time: 46.8302421570s, input_fired_time: 0.9585612416, output_fired_time: 0.0000000000, propagate_forward_time: 44.1608314514, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7108497620
validation[          , genome 18301] predictions:    9855/  10000 (98.55%), best:    9893/10000 (98.93%), error:       452.01831, best error:       380.52597 on epoch:    30, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 579.1781005859s, input_fired_time: 8.1827669144, output_fired_time: 7.2889571190, propagate_forward_time: 221.7809295654, propagate_backward_time: 332.9562683105, weight_update_time: 0.2945958078, other_time: 8.9692077637
epoch time: 46.9838218689s, input_fired_time: 0.9664596915, output_fired_time: 0.0000000000, propagate_forward_time: 44.3285560608, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6888046265
validation[          , genome 18301] predictions:    9815/  10000 (98.15%), best:    9893/10000 (98.93%), error:       583.90985, best error:       380.52597 on epoch:    30, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 576.7694702148s, input_fired_time: 8.1866636276, output_fired_time: 7.2772960663, propagate_forward_time: 221.4106445313, propagate_backward_time: 331.1047058105, weight_update_time: 0.2945058942, other_time: 8.7901916504
epoch time: 46.4513397217s, input_fired_time: 0.9621253014, output_fired_time: 0.0000000000, propagate_forward_time: 43.8258323669, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6633834839
validation[          , genome 18301] predictions:    9859/  10000 (98.59%), best:    9893/10000 (98.93%), error:       476.83475, best error:       380.52597 on epoch:    30, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 579.5228881836s, input_fired_time: 8.2242336273, output_fired_time: 7.3017730713, propagate_forward_time: 222.1439361572, propagate_backward_time: 332.9837646484, weight_update_time: 0.2969781160, other_time: 8.8692016602
epoch time: 46.5724029541s, input_fired_time: 0.9649207592, output_fired_time: 0.0000000000, propagate_forward_time: 43.9494247437, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6580581665
validation[          , genome 18301] predictions:    9887/  10000 (98.87%), best:    9893/10000 (98.93%), error:       383.55737, best error:       380.52597 on epoch:    30, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 577.6879272461s, input_fired_time: 8.2002220154, output_fired_time: 7.2565112114, propagate_forward_time: 221.3719940186, propagate_backward_time: 332.0018615723, weight_update_time: 0.2945153713, other_time: 8.8573303223
epoch time: 46.7721557617s, input_fired_time: 0.9667800069, output_fired_time: 0.0000000000, propagate_forward_time: 44.0894851685, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7158889771
validation[          , genome 18301] predictions:    9867/  10000 (98.67%), best:    9893/10000 (98.93%), error:       426.79709, best error:       380.52597 on epoch:    30, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 580.4233398438s, input_fired_time: 8.2163114548, output_fired_time: 7.2964692116, propagate_forward_time: 222.7411346436, propagate_backward_time: 333.3736267090, weight_update_time: 0.3001407087, other_time: 8.7958068848
epoch time: 49.0121154785s, input_fired_time: 1.0268183947, output_fired_time: 0.0000000000, propagate_forward_time: 46.3416137695, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6436843872
validation[          , genome 18301] predictions:    9881/  10000 (98.81%), best:    9881/10000 (98.81%), error:       376.70728, best error:       376.70728 on epoch:    37, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 586.2289428711s, input_fired_time: 8.3399858475, output_fired_time: 7.4049453735, propagate_forward_time: 225.6797637939, propagate_backward_time: 335.9299621582, weight_update_time: 0.3037864268, other_time: 8.8742980957
epoch time: 47.0864677429s, input_fired_time: 0.9772529006, output_fired_time: 0.0000000000, propagate_forward_time: 44.4298210144, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6793937683
validation[          , genome 18301] predictions:    9883/  10000 (98.83%), best:    9881/10000 (98.81%), error:       390.30130, best error:       376.70728 on epoch:    37, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 578.7444458008s, input_fired_time: 8.1915302277, output_fired_time: 7.3291087151, propagate_forward_time: 221.5167083740, propagate_backward_time: 332.7143249512, weight_update_time: 0.2907860577, other_time: 8.9927673340
epoch time: 47.1914405823s, input_fired_time: 0.9846197963, output_fired_time: 0.0000000000, propagate_forward_time: 44.5487442017, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6580772400
validation[          , genome 18301] predictions:    9870/  10000 (98.70%), best:    9881/10000 (98.81%), error:       418.38080, best error:       376.70728 on epoch:    37, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 579.5195922852s, input_fired_time: 8.2323579788, output_fired_time: 7.3118228912, propagate_forward_time: 222.2646789551, propagate_backward_time: 333.0176086426, weight_update_time: 0.2956273854, other_time: 8.6931152344
epoch time: 46.9988327026s, input_fired_time: 0.9781587720, output_fired_time: 0.0000000000, propagate_forward_time: 44.3066902161, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7139854431
validation[          , genome 18301] predictions:    9867/  10000 (98.67%), best:    9881/10000 (98.81%), error:       435.75287, best error:       376.70728 on epoch:    37, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 579.8719482422s, input_fired_time: 8.2160873413, output_fired_time: 7.2952365875, propagate_forward_time: 222.6485595703, propagate_backward_time: 332.9582519531, weight_update_time: 0.2938998640, other_time: 8.7538452148
epoch time: 47.1284675598s, input_fired_time: 0.9730560184, output_fired_time: 0.0000000000, propagate_forward_time: 44.5026168823, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6527938843
validation[          , genome 18301] predictions:    9883/  10000 (98.83%), best:    9881/10000 (98.81%), error:       410.13858, best error:       376.70728 on epoch:    37, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 577.7866210938s, input_fired_time: 8.2083835602, output_fired_time: 7.2574481964, propagate_forward_time: 221.6278076172, propagate_backward_time: 331.8543701172, weight_update_time: 0.2963517606, other_time: 8.8386230469
epoch time: 46.3089141846s, input_fired_time: 0.9588088393, output_fired_time: 0.0000000000, propagate_forward_time: 43.7123107910, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6377944946
validation[          , genome 18301] predictions:    9869/  10000 (98.69%), best:    9881/10000 (98.81%), error:       405.59061, best error:       376.70728 on epoch:    37, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 579.9039306641s, input_fired_time: 8.2140579224, output_fired_time: 7.3391394615, propagate_forward_time: 222.0563659668, propagate_backward_time: 333.4995727539, weight_update_time: 0.2933462858, other_time: 8.7948303223
epoch time: 47.3245964050s, input_fired_time: 0.9810336828, output_fired_time: 0.0000000000, propagate_forward_time: 44.6563796997, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6871833801
validation[          , genome 18301] predictions:    9871/  10000 (98.71%), best:    9881/10000 (98.81%), error:       401.41193, best error:       376.70728 on epoch:    37, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 579.7766113281s, input_fired_time: 8.2328224182, output_fired_time: 7.2661905289, propagate_forward_time: 222.6276397705, propagate_backward_time: 332.8749389648, weight_update_time: 0.2946658134, other_time: 8.7750244141
epoch time: 46.6342697144s, input_fired_time: 0.9675127864, output_fired_time: 0.0000000000, propagate_forward_time: 44.0225181580, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6442375183
validation[          , genome 18301] predictions:    9888/  10000 (98.88%), best:    9881/10000 (98.81%), error:       397.81378, best error:       376.70728 on epoch:    37, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 576.4626464844s, input_fired_time: 8.2110853195, output_fired_time: 7.2238283157, propagate_forward_time: 221.0150451660, propagate_backward_time: 331.3074951172, weight_update_time: 0.2934394777, other_time: 8.7052307129
epoch time: 46.4746093750s, input_fired_time: 0.9700812697, output_fired_time: 0.0000000000, propagate_forward_time: 43.8529891968, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6515388489
validation[          , genome 18301] predictions:    9877/  10000 (98.77%), best:    9881/10000 (98.81%), error:       404.98059, best error:       376.70728 on epoch:    37, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 574.5511474609s, input_fired_time: 8.1878089905, output_fired_time: 7.2375869751, propagate_forward_time: 219.4281768799, propagate_backward_time: 330.9404602051, weight_update_time: 0.2943824828, other_time: 8.7571105957
epoch time: 46.9401550293s, input_fired_time: 0.9707187414, output_fired_time: 0.0000000000, propagate_forward_time: 44.3084449768, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6609916687
validation[          , genome 18301] predictions:    9876/  10000 (98.76%), best:    9881/10000 (98.81%), error:       394.96133, best error:       376.70728 on epoch:    37, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 575.1068115234s, input_fired_time: 8.1860189438, output_fired_time: 7.2414922714, propagate_forward_time: 220.1754150391, propagate_backward_time: 330.5453186035, weight_update_time: 0.2955051363, other_time: 8.9585266113
epoch time: 46.5408973694s, input_fired_time: 0.9700540900, output_fired_time: 0.0000000000, propagate_forward_time: 43.9168434143, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6539993286
validation[          , genome 18301] predictions:    9871/  10000 (98.71%), best:    9881/10000 (98.81%), error:       396.49948, best error:       376.70728 on epoch:    37, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 576.0131835938s, input_fired_time: 8.2051677704, output_fired_time: 7.2529554367, propagate_forward_time: 220.4386901855, propagate_backward_time: 331.2828979492, weight_update_time: 0.2928924561, other_time: 8.8335266113
epoch time: 46.8976402283s, input_fired_time: 0.9860284328, output_fired_time: 0.0000000000, propagate_forward_time: 44.2684974670, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6431159973
validation[          , genome 18301] predictions:    9878/  10000 (98.78%), best:    9881/10000 (98.81%), error:       394.59958, best error:       376.70728 on epoch:    37, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 577.8934936523s, input_fired_time: 8.1964330673, output_fired_time: 7.2566099167, propagate_forward_time: 221.3101196289, propagate_backward_time: 332.3125305176, weight_update_time: 0.2931611240, other_time: 8.8178405762
epoch time: 46.7281951904s, input_fired_time: 0.9763139486, output_fired_time: 0.0000000000, propagate_forward_time: 44.0881843567, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6636962891
validation[          , genome 18301] predictions:    9884/  10000 (98.84%), best:    9884/10000 (98.84%), error:       373.47623, best error:       373.47623 on epoch:    49, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 577.8547973633s, input_fired_time: 8.2460832596, output_fired_time: 7.2628312111, propagate_forward_time: 221.5489196777, propagate_backward_time: 331.9819641113, weight_update_time: 0.2943912745, other_time: 8.8150024414
epoch time: 47.1217193604s, input_fired_time: 0.9857272506, output_fired_time: 0.0000000000, propagate_forward_time: 44.4390640259, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6969299316
validation[          , genome 18301] predictions:    9881/  10000 (98.81%), best:    9884/10000 (98.84%), error:       422.48593, best error:       373.47623 on epoch:    49, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 577.4115600586s, input_fired_time: 8.1963081360, output_fired_time: 7.2496461868, propagate_forward_time: 220.9519042969, propagate_backward_time: 332.1947631836, weight_update_time: 0.2929143608, other_time: 8.8189697266
epoch time: 46.9227638245s, input_fired_time: 0.9748281240, output_fired_time: 0.0000000000, propagate_forward_time: 44.2826499939, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6652870178
validation[          , genome 18301] predictions:    9880/  10000 (98.80%), best:    9880/10000 (98.80%), error:       365.56696, best error:       365.56696 on epoch:    51, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 577.8761596680s, input_fired_time: 8.2207889557, output_fired_time: 7.2450704575, propagate_forward_time: 221.2416381836, propagate_backward_time: 332.2569274902, weight_update_time: 0.2909106910, other_time: 8.9117736816
epoch time: 46.7063140869s, input_fired_time: 0.9796727300, output_fired_time: 0.0000000000, propagate_forward_time: 44.0611839294, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6654586792
validation[          , genome 18301] predictions:    9891/  10000 (98.91%), best:    9891/10000 (98.91%), error:       348.51389, best error:       348.51389 on epoch:    52, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 576.3364257813s, input_fired_time: 8.2055549622, output_fired_time: 7.3009681702, propagate_forward_time: 220.2406921387, propagate_backward_time: 331.6801452637, weight_update_time: 0.2934137285, other_time: 8.9090576172
epoch time: 46.7767868042s, input_fired_time: 0.9868933558, output_fired_time: 0.0000000000, propagate_forward_time: 44.1279792786, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6619148254
validation[          , genome 18301] predictions:    9886/  10000 (98.86%), best:    9886/10000 (98.86%), error:       333.54678, best error:       333.54678 on epoch:    53, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 574.1578979492s, input_fired_time: 8.1775474548, output_fired_time: 7.2364902496, propagate_forward_time: 218.9025726318, propagate_backward_time: 331.1152648926, weight_update_time: 0.2977731526, other_time: 8.7259826660
epoch time: 46.1495666504s, input_fired_time: 0.9680877328, output_fired_time: 0.0000000000, propagate_forward_time: 43.5123481750, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6691322327
validation[          , genome 18301] predictions:    9880/  10000 (98.80%), best:    9886/10000 (98.86%), error:       375.32394, best error:       333.54678 on epoch:    53, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 575.6156005859s, input_fired_time: 8.2495679855, output_fired_time: 7.2775049210, propagate_forward_time: 220.4095458984, propagate_backward_time: 330.9411315918, weight_update_time: 0.2937048674, other_time: 8.7378234863
epoch time: 46.7001457214s, input_fired_time: 0.9763708115, output_fired_time: 0.0000000000, propagate_forward_time: 44.1018409729, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6219329834
validation[          , genome 18301] predictions:    9897/  10000 (98.97%), best:    9886/10000 (98.86%), error:       349.14874, best error:       333.54678 on epoch:    53, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 575.3010253906s, input_fired_time: 8.2128276825, output_fired_time: 7.2322459221, propagate_forward_time: 220.0323638916, propagate_backward_time: 331.0562133789, weight_update_time: 0.2928142846, other_time: 8.7673950195
epoch time: 46.1876449585s, input_fired_time: 0.9748914242, output_fired_time: 0.0000000000, propagate_forward_time: 43.4907379150, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7220153809
validation[          , genome 18301] predictions:    9896/  10000 (98.96%), best:    9886/10000 (98.86%), error:       341.34732, best error:       333.54678 on epoch:    53, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 577.9395141602s, input_fired_time: 8.2580423355, output_fired_time: 7.2550601959, propagate_forward_time: 221.0592651367, propagate_backward_time: 332.4841613770, weight_update_time: 0.2965383232, other_time: 8.8829650879
epoch time: 46.8901290894s, input_fired_time: 0.9818613529, output_fired_time: 0.0000000000, propagate_forward_time: 44.2500000000, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6582679749
validation[          , genome 18301] predictions:    9914/  10000 (99.14%), best:    9914/10000 (99.14%), error:       303.58646, best error:       303.58646 on epoch:    57, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 579.0886840820s, input_fired_time: 8.2892665863, output_fired_time: 7.3185768127, propagate_forward_time: 221.8039703369, propagate_backward_time: 332.8478088379, weight_update_time: 0.2936254740, other_time: 8.8290710449
epoch time: 46.8143386841s, input_fired_time: 0.9806072712, output_fired_time: 0.0000000000, propagate_forward_time: 44.1638069153, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6699256897
validation[          , genome 18301] predictions:    9867/  10000 (98.67%), best:    9914/10000 (99.14%), error:       443.84811, best error:       303.58646 on epoch:    57, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 578.1567993164s, input_fired_time: 8.2491664886, output_fired_time: 7.3072638512, propagate_forward_time: 221.4452362061, propagate_backward_time: 332.3246459961, weight_update_time: 0.2947266400, other_time: 8.8305053711
epoch time: 46.8777198792s, input_fired_time: 0.9817090631, output_fired_time: 0.0000000000, propagate_forward_time: 44.2108535767, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6851577759
validation[          , genome 18301] predictions:    9888/  10000 (98.88%), best:    9914/10000 (99.14%), error:       377.33664, best error:       303.58646 on epoch:    57, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 578.3817749023s, input_fired_time: 8.2654762268, output_fired_time: 7.2619881630, propagate_forward_time: 222.4720153809, propagate_backward_time: 331.4660339355, weight_update_time: 0.2916629314, other_time: 8.9162597656
epoch time: 46.8081283569s, input_fired_time: 0.9812542796, output_fired_time: 0.0000000000, propagate_forward_time: 44.1437797546, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6830940247
validation[          , genome 18301] predictions:    9827/  10000 (98.27%), best:    9914/10000 (99.14%), error:       545.56195, best error:       303.58646 on epoch:    57, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 575.1495361328s, input_fired_time: 8.2126550674, output_fired_time: 7.2426958084, propagate_forward_time: 219.5289916992, propagate_backward_time: 331.3148193359, weight_update_time: 0.2926670611, other_time: 8.8504028320
epoch time: 46.4002380371s, input_fired_time: 0.9784647226, output_fired_time: 0.0000000000, propagate_forward_time: 43.7557640076, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6660079956
validation[          , genome 18301] predictions:    9902/  10000 (99.02%), best:    9914/10000 (99.14%), error:       322.75504, best error:       303.58646 on epoch:    57, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 577.5315551758s, input_fired_time: 8.3054342270, output_fired_time: 7.3001265526, propagate_forward_time: 221.5411987305, propagate_backward_time: 331.5681457520, weight_update_time: 0.2935513556, other_time: 8.8166809082
epoch time: 46.7823677063s, input_fired_time: 0.9836448431, output_fired_time: 0.0000000000, propagate_forward_time: 44.1320991516, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6666221619
validation[          , genome 18301] predictions:    9903/  10000 (99.03%), best:    9914/10000 (99.14%), error:       369.14697, best error:       303.58646 on epoch:    57, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 579.1160888672s, input_fired_time: 8.2706279755, output_fired_time: 7.2599415779, propagate_forward_time: 221.8133850098, propagate_backward_time: 332.8465576172, weight_update_time: 0.2927871943, other_time: 8.9255676270
epoch time: 46.8349342346s, input_fired_time: 0.9772480726, output_fired_time: 0.0000000000, propagate_forward_time: 44.1991004944, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6585845947
validation[          , genome 18301] predictions:    9893/  10000 (98.93%), best:    9914/10000 (99.14%), error:       346.72049, best error:       303.58646 on epoch:    57, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 576.8170776367s, input_fired_time: 8.2445211411, output_fired_time: 7.2405457497, propagate_forward_time: 220.9033203125, propagate_backward_time: 331.6693420410, weight_update_time: 0.2971711457, other_time: 8.7593688965
epoch time: 46.5112953186s, input_fired_time: 0.9776298404, output_fired_time: 0.0000000000, propagate_forward_time: 43.8193473816, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7143173218
validation[          , genome 18301] predictions:    9890/  10000 (98.90%), best:    9914/10000 (99.14%), error:       352.31610, best error:       303.58646 on epoch:    57, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 577.7266235352s, input_fired_time: 8.2649459839, output_fired_time: 7.2513704300, propagate_forward_time: 222.0094909668, propagate_backward_time: 331.3352050781, weight_update_time: 0.2990741134, other_time: 8.8656311035
epoch time: 47.0217590332s, input_fired_time: 0.9831656218, output_fired_time: 0.0000000000, propagate_forward_time: 44.3824005127, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6561927795
validation[          , genome 18301] predictions:    9888/  10000 (98.88%), best:    9914/10000 (99.14%), error:       358.79730, best error:       303.58646 on epoch:    57, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 577.4366455078s, input_fired_time: 8.2354831696, output_fired_time: 7.2548489571, propagate_forward_time: 220.9407806396, propagate_backward_time: 332.0369567871, weight_update_time: 0.2924153805, other_time: 8.9685974121
epoch time: 47.1910820007s, input_fired_time: 0.9924103618, output_fired_time: 0.0000000000, propagate_forward_time: 44.5170097351, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6816635132
validation[          , genome 18301] predictions:    9860/  10000 (98.60%), best:    9914/10000 (99.14%), error:       426.26724, best error:       303.58646 on epoch:    57, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 578.4376220703s, input_fired_time: 8.2563791275, output_fired_time: 7.2808580399, propagate_forward_time: 221.0080413818, propagate_backward_time: 332.9260253906, weight_update_time: 0.2966496348, other_time: 8.9662475586
epoch time: 46.4392318726s, input_fired_time: 0.9765501618, output_fired_time: 0.0000000000, propagate_forward_time: 43.7826805115, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6800003052
validation[          , genome 18301] predictions:    9908/  10000 (99.08%), best:    9914/10000 (99.14%), error:       330.45056, best error:       303.58646 on epoch:    57, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 576.9899902344s, input_fired_time: 8.2390108109, output_fired_time: 7.2359881401, propagate_forward_time: 221.0146484375, propagate_backward_time: 331.6235046387, weight_update_time: 0.2929580212, other_time: 8.8768615723
epoch time: 46.7617454529s, input_fired_time: 0.9867230058, output_fired_time: 0.0000000000, propagate_forward_time: 44.1011695862, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6738510132
validation[          , genome 18301] predictions:    9894/  10000 (98.94%), best:    9914/10000 (99.14%), error:       349.07428, best error:       303.58646 on epoch:    57, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 575.7724609375s, input_fired_time: 8.2560949326, output_fired_time: 7.2640862465, propagate_forward_time: 220.8129119873, propagate_backward_time: 330.6550292969, weight_update_time: 0.2939039171, other_time: 8.7843017578
epoch time: 47.0065155029s, input_fired_time: 0.9856178164, output_fired_time: 0.0000000000, propagate_forward_time: 44.3677711487, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6531257629
validation[          , genome 18301] predictions:    9909/  10000 (99.09%), best:    9914/10000 (99.14%), error:       321.14316, best error:       303.58646 on epoch:    57, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 576.0043945313s, input_fired_time: 8.2552337646, output_fired_time: 7.2298431396, propagate_forward_time: 221.0577697754, propagate_backward_time: 330.7010803223, weight_update_time: 0.2925078869, other_time: 8.7604370117
epoch time: 46.9619102478s, input_fired_time: 0.9908894300, output_fired_time: 0.0000000000, propagate_forward_time: 44.2794418335, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6915779114
validation[          , genome 18301] predictions:    9906/  10000 (99.06%), best:    9914/10000 (99.14%), error:       323.36133, best error:       303.58646 on epoch:    57, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 576.1083984375s, input_fired_time: 8.2501220703, output_fired_time: 7.2047762871, propagate_forward_time: 220.6979064941, propagate_backward_time: 331.2021789551, weight_update_time: 0.2891280055, other_time: 8.7534179688
epoch time: 46.6231460571s, input_fired_time: 0.9894372821, output_fired_time: 0.0000000000, propagate_forward_time: 43.9775772095, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6561317444
validation[          , genome 18301] predictions:    9903/  10000 (99.03%), best:    9914/10000 (99.14%), error:       341.63516, best error:       303.58646 on epoch:    57, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 574.5360107422s, input_fired_time: 8.2742719650, output_fired_time: 7.2721829414, propagate_forward_time: 220.4266357422, propagate_backward_time: 329.6392517090, weight_update_time: 0.2964218855, other_time: 8.9236755371
epoch time: 46.5413970947s, input_fired_time: 0.9866495132, output_fired_time: 0.0000000000, propagate_forward_time: 43.9144668579, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6402816772
validation[          , genome 18301] predictions:    9907/  10000 (99.07%), best:    9907/10000 (99.07%), error:       301.72632, best error:       301.72632 on epoch:    72, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 575.9863891602s, input_fired_time: 8.2612962723, output_fired_time: 7.2375631332, propagate_forward_time: 220.6496582031, propagate_backward_time: 331.0094909668, weight_update_time: 0.2925333977, other_time: 8.8283996582
epoch time: 47.2563514709s, input_fired_time: 0.9923927784, output_fired_time: 0.0000000000, propagate_forward_time: 44.5439338684, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7200241089
validation[          , genome 18301] predictions:    9911/  10000 (99.11%), best:    9907/10000 (99.07%), error:       324.92197, best error:       301.72632 on epoch:    72, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 577.6470336914s, input_fired_time: 8.2908420563, output_fired_time: 7.3247184753, propagate_forward_time: 221.8436431885, propagate_backward_time: 331.3789672852, weight_update_time: 0.2946364880, other_time: 8.8088989258
epoch time: 46.4125213623s, input_fired_time: 0.9803633094, output_fired_time: 0.0000000000, propagate_forward_time: 43.7447853088, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6873741150
validation[          , genome 18301] predictions:    9898/  10000 (98.98%), best:    9907/10000 (99.07%), error:       345.65430, best error:       301.72632 on epoch:    72, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 576.3753662109s, input_fired_time: 8.2414722443, output_fired_time: 7.2643666267, propagate_forward_time: 220.0376892090, propagate_backward_time: 331.8759460449, weight_update_time: 0.2967876196, other_time: 8.9559326172
epoch time: 46.4906692505s, input_fired_time: 0.9836974740, output_fired_time: 0.0000000000, propagate_forward_time: 43.8003959656, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7065773010
validation[          , genome 18301] predictions:    9912/  10000 (99.12%), best:    9912/10000 (99.12%), error:       297.63647, best error:       297.63647 on epoch:    75, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 577.9464111328s, input_fired_time: 8.2783937454, output_fired_time: 7.2570686340, propagate_forward_time: 221.6092681885, propagate_backward_time: 331.8364868164, weight_update_time: 0.2936817706, other_time: 8.9652099609
epoch time: 47.5506782532s, input_fired_time: 0.9960147738, output_fired_time: 0.0000000000, propagate_forward_time: 44.8552894592, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6993751526
validation[          , genome 18301] predictions:    9878/  10000 (98.78%), best:    9912/10000 (99.12%), error:       398.80408, best error:       297.63647 on epoch:    75, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 578.5670776367s, input_fired_time: 8.2894229889, output_fired_time: 7.2846503258, propagate_forward_time: 221.4201812744, propagate_backward_time: 332.6581420898, weight_update_time: 0.2980060279, other_time: 8.9146728516
epoch time: 46.8351135254s, input_fired_time: 0.9855226278, output_fired_time: 0.0000000000, propagate_forward_time: 44.2162055969, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6333847046
validation[          , genome 18301] predictions:    9895/  10000 (98.95%), best:    9912/10000 (99.12%), error:       333.63867, best error:       297.63647 on epoch:    75, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 575.6477050781s, input_fired_time: 8.2360353470, output_fired_time: 7.1703200340, propagate_forward_time: 220.7716979980, propagate_backward_time: 330.5244445801, weight_update_time: 0.2929424345, other_time: 8.9451904297
epoch time: 47.1916961670s, input_fired_time: 0.9921742082, output_fired_time: 0.0000000000, propagate_forward_time: 44.4639739990, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7355461121
validation[          , genome 18301] predictions:    9914/  10000 (99.14%), best:    9912/10000 (99.12%), error:       304.56750, best error:       297.63647 on epoch:    75, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 578.2035522461s, input_fired_time: 8.3058815002, output_fired_time: 7.2377338409, propagate_forward_time: 221.4993286133, propagate_backward_time: 332.3328247070, weight_update_time: 0.2947439849, other_time: 8.8277587891
epoch time: 47.1025276184s, input_fired_time: 0.9971451759, output_fired_time: 0.0000000000, propagate_forward_time: 44.4027595520, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7026214600
validation[          , genome 18301] predictions:    9909/  10000 (99.09%), best:    9912/10000 (99.12%), error:       318.66367, best error:       297.63647 on epoch:    75, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 582.0914306641s, input_fired_time: 8.3370914459, output_fired_time: 7.3470687866, propagate_forward_time: 223.5934906006, propagate_backward_time: 333.8883666992, weight_update_time: 0.2948852479, other_time: 8.9254150391
epoch time: 46.6810569763s, input_fired_time: 0.9855085611, output_fired_time: 0.0000000000, propagate_forward_time: 44.0213813782, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6741676331
validation[          , genome 18301] predictions:    9904/  10000 (99.04%), best:    9912/10000 (99.12%), error:       321.06909, best error:       297.63647 on epoch:    75, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 578.0293579102s, input_fired_time: 8.2892913818, output_fired_time: 7.2900319099, propagate_forward_time: 221.9179687500, propagate_backward_time: 331.7225341797, weight_update_time: 0.2936000824, other_time: 8.8095092773
epoch time: 47.1029624939s, input_fired_time: 0.9985193610, output_fired_time: 0.0000000000, propagate_forward_time: 44.3520050049, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7524375916
validation[          , genome 18301] predictions:    9911/  10000 (99.11%), best:    9912/10000 (99.12%), error:       306.28665, best error:       297.63647 on epoch:    75, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 585.7513427734s, input_fired_time: 8.4141397476, output_fired_time: 7.4265489578, propagate_forward_time: 224.6598663330, propagate_backward_time: 336.3537597656, weight_update_time: 0.2992646396, other_time: 8.8970336914
epoch time: 48.1644172668s, input_fired_time: 1.0431872606, output_fired_time: 0.0000000000, propagate_forward_time: 45.5502166748, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5710144043
validation[          , genome 18301] predictions:    9908/  10000 (99.08%), best:    9912/10000 (99.12%), error:       329.51242, best error:       297.63647 on epoch:    75, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 581.4886474609s, input_fired_time: 8.3518600464, output_fired_time: 7.3608508110, propagate_forward_time: 222.2642211914, propagate_backward_time: 334.8013305664, weight_update_time: 0.3004842699, other_time: 8.7103881836
epoch time: 46.3813514709s, input_fired_time: 0.9845155478, output_fired_time: 0.0000000000, propagate_forward_time: 43.7627983093, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6340370178
validation[          , genome 18301] predictions:    9916/  10000 (99.16%), best:    9912/10000 (99.12%), error:       298.78513, best error:       297.63647 on epoch:    75, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 583.8549194336s, input_fired_time: 8.4000501633, output_fired_time: 7.4337258339, propagate_forward_time: 224.0104064941, propagate_backward_time: 335.1547546387, weight_update_time: 0.3016272187, other_time: 8.8560180664
epoch time: 48.5054244995s, input_fired_time: 1.0563369989, output_fired_time: 0.0000000000, propagate_forward_time: 45.8892898560, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5597991943
validation[          , genome 18301] predictions:    9915/  10000 (99.15%), best:    9912/10000 (99.12%), error:       301.53653, best error:       297.63647 on epoch:    75, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 588.1351318359s, input_fired_time: 8.5282859802, output_fired_time: 7.4445762634, propagate_forward_time: 225.7929229736, propagate_backward_time: 338.1165771484, weight_update_time: 0.3075523674, other_time: 8.2528076172
epoch time: 47.8422012329s, input_fired_time: 1.0164946318, output_fired_time: 0.0000000000, propagate_forward_time: 45.2830619812, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5426445007
validation[          , genome 18301] predictions:    9917/  10000 (99.17%), best:    9917/10000 (99.17%), error:       296.32413, best error:       296.32413 on epoch:    85, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 588.9957275391s, input_fired_time: 8.4998092651, output_fired_time: 7.4626960754, propagate_forward_time: 225.9846649170, propagate_backward_time: 338.7252807617, weight_update_time: 0.3133015037, other_time: 8.3232421875
epoch time: 47.5610847473s, input_fired_time: 1.0165797472, output_fired_time: 0.0000000000, propagate_forward_time: 45.0045661926, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5399398804
validation[          , genome 18301] predictions:    9906/  10000 (99.06%), best:    9917/10000 (99.17%), error:       329.73828, best error:       296.32413 on epoch:    85, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 591.0969848633s, input_fired_time: 8.5495681763, output_fired_time: 7.5164151192, propagate_forward_time: 226.8703613281, propagate_backward_time: 339.8415527344, weight_update_time: 0.3116287589, other_time: 8.3190917969
epoch time: 47.7082099915s, input_fired_time: 1.0217155218, output_fired_time: 0.0000000000, propagate_forward_time: 45.1221046448, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5643882751
validation[          , genome 18301] predictions:    9908/  10000 (99.08%), best:    9917/10000 (99.17%), error:       320.30164, best error:       296.32413 on epoch:    85, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 590.7567138672s, input_fired_time: 8.5925292969, output_fired_time: 7.5047445297, propagate_forward_time: 226.4424133301, propagate_backward_time: 340.0580749512, weight_update_time: 0.3223851025, other_time: 8.1589355469
epoch time: 47.8248596191s, input_fired_time: 1.0389724970, output_fired_time: 0.0000000000, propagate_forward_time: 45.2695960999, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5162925720
validation[          , genome 18301] predictions:    9903/  10000 (99.03%), best:    9917/10000 (99.17%), error:       319.55939, best error:       296.32413 on epoch:    85, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 594.0755004883s, input_fired_time: 8.6452140808, output_fired_time: 7.5581741333, propagate_forward_time: 227.6524353027, propagate_backward_time: 341.9571838379, weight_update_time: 0.3133276999, other_time: 8.2625122070
epoch time: 49.2830734253s, input_fired_time: 1.0686773062, output_fired_time: 0.0000000000, propagate_forward_time: 46.6498146057, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5645828247
validation[          , genome 18301] predictions:    9907/  10000 (99.07%), best:    9917/10000 (99.17%), error:       301.70456, best error:       296.32413 on epoch:    85, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 609.5341796875s, input_fired_time: 8.7774639130, output_fired_time: 7.7030611038, propagate_forward_time: 234.3606414795, propagate_backward_time: 350.4130554199, weight_update_time: 0.3311103284, other_time: 8.2799377441
epoch time: 49.2501144409s, input_fired_time: 1.0678470135, output_fired_time: 0.0000000000, propagate_forward_time: 46.6512184143, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5310478210
validation[          , genome 18301] predictions:    9918/  10000 (99.18%), best:    9918/10000 (99.18%), error:       294.78656, best error:       294.78656 on epoch:    90, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 598.1126098633s, input_fired_time: 8.6808681488, output_fired_time: 7.5117125511, propagate_forward_time: 229.5946807861, propagate_backward_time: 344.1286621094, weight_update_time: 0.3085889816, other_time: 8.1967163086
epoch time: 48.0852012634s, input_fired_time: 1.0371110439, output_fired_time: 0.0000000000, propagate_forward_time: 45.5095748901, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5385169983
validation[          , genome 18301] predictions:    9913/  10000 (99.13%), best:    9918/10000 (99.18%), error:       310.05231, best error:       294.78656 on epoch:    90, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 591.8829345703s, input_fired_time: 8.5895805359, output_fired_time: 7.5013194084, propagate_forward_time: 227.6898193359, propagate_backward_time: 339.9001770020, weight_update_time: 0.3034971952, other_time: 8.2019958496
epoch time: 48.1254615784s, input_fired_time: 1.0349992514, output_fired_time: 0.0000000000, propagate_forward_time: 45.5457382202, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5447235107
validation[          , genome 18301] predictions:    9911/  10000 (99.11%), best:    9918/10000 (99.18%), error:       309.40536, best error:       294.78656 on epoch:    90, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 592.7118530273s, input_fired_time: 8.6103239059, output_fired_time: 7.4846429825, propagate_forward_time: 227.8490447998, propagate_backward_time: 340.6487731934, weight_update_time: 0.3061219454, other_time: 8.1190490723
epoch time: 48.1605300903s, input_fired_time: 1.0364145041, output_fired_time: 0.0000000000, propagate_forward_time: 45.6031036377, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5210113525
validation[          , genome 18301] predictions:    9913/  10000 (99.13%), best:    9918/10000 (99.18%), error:       299.91702, best error:       294.78656 on epoch:    90, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 603.8765869141s, input_fired_time: 8.8498849869, output_fired_time: 7.6468529701, propagate_forward_time: 232.1331939697, propagate_backward_time: 347.1474914551, weight_update_time: 0.3165718317, other_time: 8.0991516113
epoch time: 48.3833160400s, input_fired_time: 1.0461970568, output_fired_time: 0.0000000000, propagate_forward_time: 45.8063545227, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5307655334
validation[          , genome 18301] predictions:    9917/  10000 (99.17%), best:    9918/10000 (99.18%), error:       300.75925, best error:       294.78656 on epoch:    90, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 600.9894409180s, input_fired_time: 8.7386941910, output_fired_time: 7.5660610199, propagate_forward_time: 231.0270080566, propagate_backward_time: 345.4020690918, weight_update_time: 0.3135403991, other_time: 8.2556152344
epoch time: 48.4749488831s, input_fired_time: 1.0596057177, output_fired_time: 0.0000000000, propagate_forward_time: 45.8357543945, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5795898438
validation[          , genome 18301] predictions:    9904/  10000 (99.04%), best:    9918/10000 (99.18%), error:       312.20142, best error:       294.78656 on epoch:    90, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 597.0388793945s, input_fired_time: 8.6823062897, output_fired_time: 7.5367283821, propagate_forward_time: 229.5413208008, propagate_backward_time: 342.9948425293, weight_update_time: 0.3092537820, other_time: 8.2836608887
epoch time: 51.9886703491s, input_fired_time: 1.1227854490, output_fired_time: 0.0000000000, propagate_forward_time: 49.2926406860, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5732460022
validation[          , genome 18301] predictions:    9920/  10000 (99.20%), best:    9918/10000 (99.18%), error:       294.93024, best error:       294.78656 on epoch:    90, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 592.4499511719s, input_fired_time: 8.5819597244, output_fired_time: 7.4950742722, propagate_forward_time: 227.7302398682, propagate_backward_time: 340.3763732910, weight_update_time: 0.3049434721, other_time: 8.2663269043
epoch time: 48.0399780273s, input_fired_time: 1.0411970615, output_fired_time: 0.0000000000, propagate_forward_time: 45.4786033630, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5201759338
validation[          , genome 18301] predictions:    9910/  10000 (99.10%), best:    9910/10000 (99.10%), error:       291.72726, best error:       291.72726 on epoch:    97, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 597.5275878906s, input_fired_time: 8.6900300980, output_fired_time: 7.5362401009, propagate_forward_time: 229.6836242676, propagate_backward_time: 343.4484863281, weight_update_time: 0.3086484075, other_time: 8.1692199707
epoch time: 47.7645149231s, input_fired_time: 1.0339087248, output_fired_time: 0.0000000000, propagate_forward_time: 45.2299575806, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5006484985
validation[          , genome 18301] predictions:    9913/  10000 (99.13%), best:    9910/10000 (99.10%), error:       318.10727, best error:       291.72726 on epoch:    97, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 594.9553222656s, input_fired_time: 8.6767444611, output_fired_time: 7.5377783775, propagate_forward_time: 228.3613891602, propagate_backward_time: 342.1855468750, weight_update_time: 0.3132343590, other_time: 8.1938476563
epoch time: 48.0819358826s, input_fired_time: 1.0419052839, output_fired_time: 0.0000000000, propagate_forward_time: 45.4832763672, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5567550659
validation[          , genome 18301] predictions:    9919/  10000 (99.19%), best:    9910/10000 (99.10%), error:       293.34567, best error:       291.72726 on epoch:    97, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 594.3251953125s, input_fired_time: 8.6571273804, output_fired_time: 7.5299263000, propagate_forward_time: 228.1997070313, propagate_backward_time: 341.8869018555, weight_update_time: 0.3098506629, other_time: 8.0515747070
epoch time: 48.3209228516s, input_fired_time: 1.0450769663, output_fired_time: 0.0000000000, propagate_forward_time: 45.7648391724, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5110054016
validation[          , genome 18301] predictions:    9911/  10000 (99.11%), best:    9910/10000 (99.10%), error:       311.54993, best error:       291.72726 on epoch:    97, 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: 244.8673095703s, input_fired_time: 5.3197293282, output_fired_time: 0.0000000000, propagate_forward_time: 231.7239990234, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.8235778809
best training[          , genome 18301] predictions:   49998/  50000 (100.00%), best:    9910/10000 (99.10%), error:       161.16107, best error:       291.72726 on epoch:    97, 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: 48.4887542725s, input_fired_time: 1.0437519550, output_fired_time: 0.0000000000, propagate_forward_time: 45.9306259155, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.5143775940
   testing[          , genome 18301] predictions:    9904/  10000 (99.04%), best:    9910/10000 (99.10%), error:       274.46072, best error:       291.72726 on epoch:    97, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
14:35:36 (3500): called boinc_finish(0)

</stderr_txt>
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