Nameexact_genome_1512568488_44_5370_0
Workunit2598178
Created7 Dec 2017, 14:30:56 UTC
Sent7 Dec 2017, 14:35:21 UTC
Report deadline14 Dec 2017, 21:47:20 UTC
Received9 Dec 2017, 8:43:27 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID52322
Run time4 hours 4 min 46 sec
CPU time3 hours 59 min 41 sec
Validate stateValid
Credit1,825.00
Device peak FLOPS2.94 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size155.56 MB
Peak swap size153.96 MB
Peak disk usage1.80 MB

Stderr output

<core_client_version>7.6.33</core_client_version>
<![CDATA[
<stderr_txt>
    1202.72681, best error:      1133.97986 on epoch:    13, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 130.6335296631s, input_fired_time: 1.5362261534, output_fired_time: 1.5446866751, propagate_forward_time: 48.1497001648, propagate_backward_time: 76.2729568481, weight_update_time: 0.1768028289, other_time: 3.1299667358
epoch time: 10.3750791550s, input_fired_time: 0.1959007829, output_fired_time: 0.0000000000, propagate_forward_time: 9.5982761383, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5809020996
validation[          , genome  5370] predictions:    9656/  10000 (96.56%), best:    9659/10000 (96.59%), error:      1230.62146, best error:      1133.97986 on epoch:    13, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 131.9040527344s, input_fired_time: 1.5415194035, output_fired_time: 1.5689942837, propagate_forward_time: 48.8383064270, propagate_backward_time: 76.8014678955, weight_update_time: 0.1806892008, other_time: 3.1537628174
epoch time: 10.5285387039s, input_fired_time: 0.1935636252, output_fired_time: 0.0000000000, propagate_forward_time: 9.7602329254, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5747423172
validation[          , genome  5370] predictions:    9630/  10000 (96.30%), best:    9659/10000 (96.59%), error:      1220.91711, best error:      1133.97986 on epoch:    13, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 132.1215057373s, input_fired_time: 1.5469945669, output_fired_time: 1.5649502277, propagate_forward_time: 48.7447204590, propagate_backward_time: 77.1173019409, weight_update_time: 0.1779388487, other_time: 3.1475296021
epoch time: 10.4779415131s, input_fired_time: 0.1925098449, output_fired_time: 0.0000000000, propagate_forward_time: 9.7207479477, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5646839142
validation[          , genome  5370] predictions:    9658/  10000 (96.58%), best:    9659/10000 (96.59%), error:      1210.08521, best error:      1133.97986 on epoch:    13, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 131.0443115234s, input_fired_time: 1.5326722860, output_fired_time: 1.5607893467, propagate_forward_time: 48.2726554871, propagate_backward_time: 76.5242614746, weight_update_time: 0.1792797446, other_time: 3.1539306641
epoch time: 10.4855146408s, input_fired_time: 0.1908248514, output_fired_time: 0.0000000000, propagate_forward_time: 9.7167844772, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5779056549
validation[          , genome  5370] predictions:    9701/  10000 (97.01%), best:    9701/10000 (97.01%), error:      1090.97327, best error:      1090.97327 on epoch:    24, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 131.0670776367s, input_fired_time: 1.5427615643, output_fired_time: 1.5578299761, propagate_forward_time: 48.3101158142, propagate_backward_time: 76.5114212036, weight_update_time: 0.1784077287, other_time: 3.1449508667
epoch time: 10.5079021454s, input_fired_time: 0.1956823021, output_fired_time: 0.0000000000, propagate_forward_time: 9.7353944778, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5768251419
validation[          , genome  5370] predictions:    9660/  10000 (96.60%), best:    9701/10000 (97.01%), error:      1103.49280, best error:      1090.97327 on epoch:    24, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 131.4696807861s, input_fired_time: 1.5482044220, output_fired_time: 1.5616167784, propagate_forward_time: 48.4540519714, propagate_backward_time: 76.7323989868, weight_update_time: 0.1816321164, other_time: 3.1734085083
epoch time: 10.6383867264s, input_fired_time: 0.1947366446, output_fired_time: 0.0000000000, propagate_forward_time: 9.8661623001, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5774879456
validation[          , genome  5370] predictions:    9683/  10000 (96.83%), best:    9683/10000 (96.83%), error:      1086.70398, best error:      1086.70398 on epoch:    26, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 131.9920043945s, input_fired_time: 1.5404962301, output_fired_time: 1.5691871643, propagate_forward_time: 48.7302551270, propagate_backward_time: 76.9974288940, weight_update_time: 0.1814959496, other_time: 3.1546401978
epoch time: 10.4187908173s, input_fired_time: 0.1893793941, output_fired_time: 0.0000000000, propagate_forward_time: 9.6627426147, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5666685104
validation[          , genome  5370] predictions:    9667/  10000 (96.67%), best:    9683/10000 (96.83%), error:      1100.82544, best error:      1086.70398 on epoch:    26, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 132.4065399170s, input_fired_time: 1.5449047089, output_fired_time: 1.5659143925, propagate_forward_time: 48.8557968140, propagate_backward_time: 77.2871627808, weight_update_time: 0.1794266403, other_time: 3.1527557373
epoch time: 10.2113981247s, input_fired_time: 0.1904851645, output_fired_time: 0.0000000000, propagate_forward_time: 9.4465713501, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5743417740
validation[          , genome  5370] predictions:    9629/  10000 (96.29%), best:    9683/10000 (96.83%), error:      1255.44519, best error:      1086.70398 on epoch:    26, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 131.6610870361s, input_fired_time: 1.5437046289, output_fired_time: 1.5680687428, propagate_forward_time: 48.7391014099, propagate_backward_time: 76.6593170166, weight_update_time: 0.1807314754, other_time: 3.1508941650
epoch time: 10.6868839264s, input_fired_time: 0.1969100088, output_fired_time: 0.0000000000, propagate_forward_time: 9.9112567902, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5787172318
validation[          , genome  5370] predictions:    9627/  10000 (96.27%), best:    9683/10000 (96.83%), error:      1339.61646, best error:      1086.70398 on epoch:    26, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 130.0773925781s, input_fired_time: 1.5379998684, output_fired_time: 1.5550006628, propagate_forward_time: 48.0663948059, propagate_backward_time: 75.7840118408, weight_update_time: 0.1769474149, other_time: 3.1339874268
epoch time: 10.5122861862s, input_fired_time: 0.1937448233, output_fired_time: 0.0000000000, propagate_forward_time: 9.7356071472, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5829343796
validation[          , genome  5370] predictions:    9635/  10000 (96.35%), best:    9683/10000 (96.83%), error:      1209.29761, best error:      1086.70398 on epoch:    26, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 131.9994354248s, input_fired_time: 1.5466071367, output_fired_time: 1.5665017366, propagate_forward_time: 48.7575187683, propagate_backward_time: 76.9761657715, weight_update_time: 0.1803579032, other_time: 3.1526489258
epoch time: 10.5892362595s, input_fired_time: 0.1941650808, output_fired_time: 0.0000000000, propagate_forward_time: 9.8189363480, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5761346817
validation[          , genome  5370] predictions:    9641/  10000 (96.41%), best:    9683/10000 (96.83%), error:      1246.24695, best error:      1086.70398 on epoch:    26, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 132.3575134277s, input_fired_time: 1.5538935661, output_fired_time: 1.5716491938, propagate_forward_time: 48.7249031067, propagate_backward_time: 77.3214416504, weight_update_time: 0.1837827712, other_time: 3.1856231689
epoch time: 10.6799249649s, input_fired_time: 0.1961950958, output_fired_time: 0.0000000000, propagate_forward_time: 9.9081010818, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5756292343
validation[          , genome  5370] predictions:    9688/  10000 (96.88%), best:    9688/10000 (96.88%), error:      1065.15247, best error:      1065.15247 on epoch:    32, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 132.1996765137s, input_fired_time: 1.5501472950, output_fired_time: 1.5605604649, propagate_forward_time: 48.9750709534, propagate_backward_time: 76.9481430054, weight_update_time: 0.1818957329, other_time: 3.1657638550
epoch time: 10.5167160034s, input_fired_time: 0.1933348328, output_fired_time: 0.0000000000, propagate_forward_time: 9.7557039261, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5676774979
validation[          , genome  5370] predictions:    9615/  10000 (96.15%), best:    9688/10000 (96.88%), error:      1391.38940, best error:      1065.15247 on epoch:    32, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 131.7753753662s, input_fired_time: 1.5494842529, output_fired_time: 1.5590505600, propagate_forward_time: 48.6868667603, propagate_backward_time: 76.8167266846, weight_update_time: 0.1804292500, other_time: 3.1632461548
epoch time: 10.5577087402s, input_fired_time: 0.1932328343, output_fired_time: 0.0000000000, propagate_forward_time: 9.7959918976, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5684843063
validation[          , genome  5370] predictions:    9674/  10000 (96.74%), best:    9688/10000 (96.88%), error:      1097.15247, best error:      1065.15247 on epoch:    32, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

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_1512568488_44_5370.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_44_5370_0_r503810645_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: 0.908619
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.00207604
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 8.30417e-05
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: 35
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 32
read number_validation_images: 10000
read best_validation_predictions: 9688
read best_validation_error: 1065.15
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: 5370
read normal distribution: '0 -0.541584670543671 0.800503253936768'
generator_str: '1154691288'
read generator: 1154691288
read generated_by_map:
1 change_size 1
reading 21 nodes.
reading 38 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: 131.963623046875s, input_fired_time: 1.55024230480194, output_fired_time: 1.56120419502258, propagate_forward_time: 48.7705268859863, propagate_backward_time: 76.928337097168, weight_update_time: 0.181174576282501, other_time: 3.15331268310547
epoch time: 10.4587554931641s, input_fired_time: 0.193710505962372, output_fired_time: 0, propagate_forward_time: 9.68349456787109, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.581550598144531
validation[          , genome  5370] predictions:    9682/  10000 (96.82%), best:    9688/10000 (96.88%), error:      1102.06421, best error:      1065.15247 on epoch:    32, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 131.7311401367s, input_fired_time: 1.5545586348, output_fired_time: 1.5585882664, propagate_forward_time: 48.5921325684, propagate_backward_time: 76.8577880859, weight_update_time: 0.1833822429, other_time: 3.1680603027
epoch time: 10.2708320618s, input_fired_time: 0.1921381056, output_fired_time: 0.0000000000, propagate_forward_time: 9.5155544281, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5631399155
validation[          , genome  5370] predictions:    9715/  10000 (97.15%), best:    9715/10000 (97.15%), error:      1006.56201, best error:      1006.56201 on epoch:    36, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 131.2856903076s, input_fired_time: 1.5549869537, output_fired_time: 1.5609762669, propagate_forward_time: 48.5027999878, propagate_backward_time: 76.5082778931, weight_update_time: 0.1820195615, other_time: 3.1586456299
epoch time: 10.4817562103s, input_fired_time: 0.1979098618, output_fired_time: 0.0000000000, propagate_forward_time: 9.6899852753, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5938606262
validation[          , genome  5370] predictions:    9710/  10000 (97.10%), best:    9715/10000 (97.15%), error:      1033.72327, best error:      1006.56201 on epoch:    36, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 129.9792633057s, input_fired_time: 1.5331871510, output_fired_time: 1.5451601744, propagate_forward_time: 47.7773971558, propagate_backward_time: 75.9847030640, weight_update_time: 0.1811441779, other_time: 3.1388168335
epoch time: 10.5754880905s, input_fired_time: 0.1946881413, output_fired_time: 0.0000000000, propagate_forward_time: 9.8147573471, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5660429001
validation[          , genome  5370] predictions:    9692/  10000 (96.92%), best:    9715/10000 (97.15%), error:      1054.27209, best error:      1006.56201 on epoch:    36, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 131.3865203857s, input_fired_time: 1.5545072556, output_fired_time: 1.5654149055, propagate_forward_time: 48.4758796692, propagate_backward_time: 76.6229553223, weight_update_time: 0.1810659021, other_time: 3.1677703857
epoch time: 10.5216693878s, input_fired_time: 0.1940443963, output_fired_time: 0.0000000000, propagate_forward_time: 9.7668619156, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5607633591
validation[          , genome  5370] predictions:    9671/  10000 (96.71%), best:    9715/10000 (97.15%), error:      1100.05957, best error:      1006.56201 on epoch:    36, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 131.1984710693s, input_fired_time: 1.5492990017, output_fired_time: 1.5633672476, propagate_forward_time: 48.4502029419, propagate_backward_time: 76.4609451294, weight_update_time: 0.1819664836, other_time: 3.1746520996
epoch time: 10.2867898941s, input_fired_time: 0.1914044470, output_fired_time: 0.0000000000, propagate_forward_time: 9.5197114944, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5756740570
validation[          , genome  5370] predictions:    9619/  10000 (96.19%), best:    9715/10000 (97.15%), error:      1285.27991, best error:      1006.56201 on epoch:    36, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 131.5567779541s, input_fired_time: 1.5482425690, output_fired_time: 1.5528024435, propagate_forward_time: 48.5397605896, propagate_backward_time: 76.7515487671, weight_update_time: 0.1818179339, other_time: 3.1644210815
epoch time: 10.5311298370s, input_fired_time: 0.1974251717, output_fired_time: 0.0000000000, propagate_forward_time: 9.7549085617, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5787963867
validation[          , genome  5370] predictions:    9657/  10000 (96.57%), best:    9715/10000 (97.15%), error:      1170.05249, best error:      1006.56201 on epoch:    36, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 131.9660644531s, input_fired_time: 1.5623430014, output_fired_time: 1.5612846613, propagate_forward_time: 48.7362060547, propagate_backward_time: 76.9252548218, weight_update_time: 0.1829707175, other_time: 3.1809768677
epoch time: 10.5480937958s, input_fired_time: 0.1961185187, output_fired_time: 0.0000000000, propagate_forward_time: 9.7779836655, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5739917755
validation[          , genome  5370] predictions:    9680/  10000 (96.80%), best:    9715/10000 (97.15%), error:      1118.12341, best error:      1006.56201 on epoch:    36, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 131.5646514893s, input_fired_time: 1.5554049015, output_fired_time: 1.5583715439, propagate_forward_time: 48.4806976318, propagate_backward_time: 76.8027343750, weight_update_time: 0.1828552186, other_time: 3.1674499512
epoch time: 10.6141824722s, input_fired_time: 0.1988056302, output_fired_time: 0.0000000000, propagate_forward_time: 9.8391838074, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5761928558
validation[          , genome  5370] predictions:    9611/  10000 (96.11%), best:    9715/10000 (97.15%), error:      1342.29578, best error:      1006.56201 on epoch:    36, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 131.2942810059s, input_fired_time: 1.5491430759, output_fired_time: 1.5533523560, propagate_forward_time: 48.4101524353, propagate_backward_time: 76.6361541748, weight_update_time: 0.1809684336, other_time: 3.1454620361
epoch time: 10.5096540451s, input_fired_time: 0.1947224289, output_fired_time: 0.0000000000, propagate_forward_time: 9.7396049500, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5753269196
validation[          , genome  5370] predictions:    9713/  10000 (97.13%), best:    9715/10000 (97.15%), error:      1023.15710, best error:      1006.56201 on epoch:    36, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 131.2259368896s, input_fired_time: 1.5511920452, output_fired_time: 1.5571401119, propagate_forward_time: 48.3571510315, propagate_backward_time: 76.6203994751, weight_update_time: 0.1813837141, other_time: 3.1400527954
epoch time: 10.5746669769s, input_fired_time: 0.1969580352, output_fired_time: 0.0000000000, propagate_forward_time: 9.8071432114, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5705661774
validation[          , genome  5370] predictions:    9657/  10000 (96.57%), best:    9715/10000 (97.15%), error:      1108.42065, best error:      1006.56201 on epoch:    36, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 131.5684814453s, input_fired_time: 1.5548779964, output_fired_time: 1.5589374304, propagate_forward_time: 48.6358757019, propagate_backward_time: 76.6555404663, weight_update_time: 0.1808093339, other_time: 3.1632461548
epoch time: 10.5801753998s, input_fired_time: 0.2009216249, output_fired_time: 0.0000000000, propagate_forward_time: 9.7956018448, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5836515427
validation[          , genome  5370] predictions:    9655/  10000 (96.55%), best:    9715/10000 (97.15%), error:      1193.19409, best error:      1006.56201 on epoch:    36, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 130.7076873779s, input_fired_time: 1.5521695614, output_fired_time: 1.5446023941, propagate_forward_time: 48.1722717285, propagate_backward_time: 76.2839889526, weight_update_time: 0.1816010326, other_time: 3.1546554565
epoch time: 10.2009601593s, input_fired_time: 0.1862016320, output_fired_time: 0.0000000000, propagate_forward_time: 9.4523038864, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5624542236
validation[          , genome  5370] predictions:    9647/  10000 (96.47%), best:    9715/10000 (97.15%), error:      1177.52429, best error:      1006.56201 on epoch:    36, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 130.4310150146s, input_fired_time: 1.5494107008, output_fired_time: 1.5493032932, propagate_forward_time: 48.0726776123, propagate_backward_time: 76.0890655518, weight_update_time: 0.1824579090, other_time: 3.1705627441
epoch time: 10.3379983902s, input_fired_time: 0.1975640357, output_fired_time: 0.0000000000, propagate_forward_time: 9.5592947006, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5811395645
validation[          , genome  5370] predictions:    9705/  10000 (97.05%), best:    9715/10000 (97.15%), error:      1030.37610, best error:      1006.56201 on epoch:    36, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 129.5451660156s, input_fired_time: 1.5418338776, output_fired_time: 1.5333093405, propagate_forward_time: 47.7829818726, propagate_backward_time: 75.5666580200, weight_update_time: 0.1787149459, other_time: 3.1203765869
epoch time: 10.2125606537s, input_fired_time: 0.1918015480, output_fired_time: 0.0000000000, propagate_forward_time: 9.4544515610, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5663080215
validation[          , genome  5370] predictions:    9705/  10000 (97.05%), best:    9715/10000 (97.15%), error:      1070.92285, best error:      1006.56201 on epoch:    36, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 132.9718475342s, input_fired_time: 1.5659488440, output_fired_time: 1.5716300011, propagate_forward_time: 49.0632476807, propagate_backward_time: 77.5874710083, weight_update_time: 0.1847529560, other_time: 3.1835556030
epoch time: 10.4591789246s, input_fired_time: 0.1959173232, output_fired_time: 0.0000000000, propagate_forward_time: 9.6882925034, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5749692917
validation[          , genome  5370] predictions:    9655/  10000 (96.55%), best:    9715/10000 (97.15%), error:      1210.17639, best error:      1006.56201 on epoch:    36, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 131.2541656494s, input_fired_time: 1.5593868494, output_fired_time: 1.5535050631, propagate_forward_time: 48.4943504333, propagate_backward_time: 76.4878005981, weight_update_time: 0.1816223860, other_time: 3.1591110229
epoch time: 10.4209899902s, input_fired_time: 0.1919270903, output_fired_time: 0.0000000000, propagate_forward_time: 9.6679763794, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5610866547
validation[          , genome  5370] predictions:    9621/  10000 (96.21%), best:    9715/10000 (97.15%), error:      1259.99487, best error:      1006.56201 on epoch:    36, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 130.7022552490s, input_fired_time: 1.5598241091, output_fired_time: 1.5692787170, propagate_forward_time: 48.1799392700, propagate_backward_time: 76.2464218140, weight_update_time: 0.1803122014, other_time: 3.1467895508
epoch time: 10.4131145477s, input_fired_time: 0.1927676350, output_fired_time: 0.0000000000, propagate_forward_time: 9.6513986588, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5689477921
validation[          , genome  5370] predictions:    9709/  10000 (97.09%), best:    9709/10000 (97.09%), error:       996.30774, best error:       996.30774 on epoch:    52, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 130.1637115479s, input_fired_time: 1.5535006523, output_fired_time: 1.5460064411, propagate_forward_time: 48.0116844177, propagate_backward_time: 75.9086151123, weight_update_time: 0.1800036728, other_time: 3.1439056396
epoch time: 10.6770677567s, input_fired_time: 0.1980683357, output_fired_time: 0.0000000000, propagate_forward_time: 9.9026651382, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5763339996
validation[          , genome  5370] predictions:    9689/  10000 (96.89%), best:    9709/10000 (97.09%), error:      1107.06970, best error:       996.30774 on epoch:    52, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 131.6154937744s, input_fired_time: 1.5625696182, output_fired_time: 1.5544620752, propagate_forward_time: 48.7087097168, propagate_backward_time: 76.6323089600, weight_update_time: 0.1805218011, other_time: 3.1574401855
epoch time: 10.3219318390s, input_fired_time: 0.1928856820, output_fired_time: 0.0000000000, propagate_forward_time: 9.5558977127, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5731487274
validation[          , genome  5370] predictions:    9704/  10000 (97.04%), best:    9709/10000 (97.09%), error:      1067.90784, best error:       996.30774 on epoch:    52, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 131.3178100586s, input_fired_time: 1.5563660860, output_fired_time: 1.5561064482, propagate_forward_time: 48.5508537292, propagate_backward_time: 76.5109252930, weight_update_time: 0.1809835881, other_time: 3.1435546875
epoch time: 10.6621627808s, input_fired_time: 0.1999016851, output_fired_time: 0.0000000000, propagate_forward_time: 9.8769569397, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5853042603
validation[          , genome  5370] predictions:    9720/  10000 (97.20%), best:    9709/10000 (97.09%), error:      1037.28894, best error:       996.30774 on epoch:    52, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 130.9414215088s, input_fired_time: 1.5541112423, output_fired_time: 1.5539712906, propagate_forward_time: 48.3311500549, propagate_backward_time: 76.3552474976, weight_update_time: 0.1806220561, other_time: 3.1469497681
epoch time: 10.4356584549s, input_fired_time: 0.1937519461, output_fired_time: 0.0000000000, propagate_forward_time: 9.6770877838, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5648183823
validation[          , genome  5370] predictions:    9683/  10000 (96.83%), best:    9709/10000 (97.09%), error:      1104.23804, best error:       996.30774 on epoch:    52, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 130.1351623535s, input_fired_time: 1.5417656898, output_fired_time: 1.5451951027, propagate_forward_time: 48.0322227478, propagate_backward_time: 75.8857345581, weight_update_time: 0.1805005670, other_time: 3.1302413940
epoch time: 10.5499296188s, input_fired_time: 0.1971081942, output_fired_time: 0.0000000000, propagate_forward_time: 9.7760887146, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5767326355
validation[          , genome  5370] predictions:    9692/  10000 (96.92%), best:    9709/10000 (97.09%), error:      1038.51489, best error:       996.30774 on epoch:    52, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 131.7189636230s, input_fired_time: 1.5705022812, output_fired_time: 1.5608105659, propagate_forward_time: 48.5003814697, propagate_backward_time: 76.9212799072, weight_update_time: 0.1821294129, other_time: 3.1660003662
epoch time: 10.7203464508s, input_fired_time: 0.2006842941, output_fired_time: 0.0000000000, propagate_forward_time: 9.9423303604, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5773315430
validation[          , genome  5370] predictions:    9593/  10000 (95.93%), best:    9709/10000 (97.09%), error:      1319.22803, best error:       996.30774 on epoch:    52, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 131.1359558105s, input_fired_time: 1.5590814352, output_fired_time: 1.5646115541, propagate_forward_time: 48.5655212402, propagate_backward_time: 76.2912750244, weight_update_time: 0.1809938401, other_time: 3.1554718018
epoch time: 10.3803691864s, input_fired_time: 0.1948239207, output_fired_time: 0.0000000000, propagate_forward_time: 9.6163454056, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5691995621
validation[          , genome  5370] predictions:    9518/  10000 (95.18%), best:    9709/10000 (97.09%), error:      1615.28503, best error:       996.30774 on epoch:    52, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 130.2969207764s, input_fired_time: 1.5604759455, output_fired_time: 1.5449478626, propagate_forward_time: 48.0146522522, propagate_backward_time: 76.0131454468, weight_update_time: 0.1803549081, other_time: 3.1637039185
epoch time: 10.4666090012s, input_fired_time: 0.1941534579, output_fired_time: 0.0000000000, propagate_forward_time: 9.7041349411, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5683202744
validation[          , genome  5370] predictions:    9696/  10000 (96.96%), best:    9709/10000 (97.09%), error:      1081.60254, best error:       996.30774 on epoch:    52, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 130.1745147705s, input_fired_time: 1.5561163425, output_fired_time: 1.5543537140, propagate_forward_time: 48.0094337463, propagate_backward_time: 75.9076004028, weight_update_time: 0.1791089177, other_time: 3.1470108032
epoch time: 10.5081605911s, input_fired_time: 0.1976231486, output_fired_time: 0.0000000000, propagate_forward_time: 9.7368850708, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5736522675
validation[          , genome  5370] predictions:    9700/  10000 (97.00%), best:    9709/10000 (97.09%), error:      1070.98645, best error:       996.30774 on epoch:    52, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 131.5470733643s, input_fired_time: 1.5646172762, output_fired_time: 1.5559043884, propagate_forward_time: 48.4892234802, propagate_backward_time: 76.7937927246, weight_update_time: 0.1809892952, other_time: 3.1435241699
epoch time: 10.5061931610s, input_fired_time: 0.1978898942, output_fired_time: 0.0000000000, propagate_forward_time: 9.7265501022, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5817527771
validation[          , genome  5370] predictions:    9683/  10000 (96.83%), best:    9709/10000 (97.09%), error:      1106.10168, best error:       996.30774 on epoch:    52, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 132.0316925049s, input_fired_time: 1.5678315163, output_fired_time: 1.5644627810, propagate_forward_time: 48.6269264221, propagate_backward_time: 77.0927734375, weight_update_time: 0.1847960651, other_time: 3.1797027588
epoch time: 10.2215089798s, input_fired_time: 0.1907602996, output_fired_time: 0.0000000000, propagate_forward_time: 9.4682722092, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5624761581
validation[          , genome  5370] predictions:    9699/  10000 (96.99%), best:    9709/10000 (97.09%), error:      1054.53442, best error:       996.30774 on epoch:    52, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 132.0286865234s, input_fired_time: 1.5652697086, output_fired_time: 1.5641785860, propagate_forward_time: 48.7803459167, propagate_backward_time: 76.9370727539, weight_update_time: 0.1818044931, other_time: 3.1818084717
epoch time: 10.5553989410s, input_fired_time: 0.2005005330, output_fired_time: 0.0000000000, propagate_forward_time: 9.7658014297, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5890970230
validation[          , genome  5370] predictions:    9708/  10000 (97.08%), best:    9709/10000 (97.09%), error:      1058.58923, best error:       996.30774 on epoch:    52, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 130.5681915283s, input_fired_time: 1.5603616238, output_fired_time: 1.5494947433, propagate_forward_time: 48.0985450745, propagate_backward_time: 76.2214736938, weight_update_time: 0.1819932759, other_time: 3.1383132935
epoch time: 10.7156190872s, input_fired_time: 0.2026952207, output_fired_time: 0.0000000000, propagate_forward_time: 9.9134025574, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5995216370
validation[          , genome  5370] predictions:    9703/  10000 (97.03%), best:    9703/10000 (97.03%), error:       977.64520, best error:       977.64520 on epoch:    65, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 131.5710906982s, input_fired_time: 1.5677000284, output_fired_time: 1.5554858446, propagate_forward_time: 48.3307571411, propagate_backward_time: 76.9378128052, weight_update_time: 0.1810560375, other_time: 3.1793365479
epoch time: 10.5569038391s, input_fired_time: 0.1999974400, output_fired_time: 0.0000000000, propagate_forward_time: 9.7821245193, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5747814178
validation[          , genome  5370] predictions:    9693/  10000 (96.93%), best:    9703/10000 (97.03%), error:      1107.34009, best error:       977.64520 on epoch:    65, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 131.5929107666s, input_fired_time: 1.5637267828, output_fired_time: 1.5558929443, propagate_forward_time: 48.4809646606, propagate_backward_time: 76.8386688232, weight_update_time: 0.1810142696, other_time: 3.1536636353
epoch time: 10.4284524918s, input_fired_time: 0.1945870966, output_fired_time: 0.0000000000, propagate_forward_time: 9.6671743393, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5666913986
validation[          , genome  5370] predictions:    9701/  10000 (97.01%), best:    9703/10000 (97.03%), error:      1003.15515, best error:       977.64520 on epoch:    65, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 130.0791778564s, input_fired_time: 1.5501523018, output_fired_time: 1.5446038246, propagate_forward_time: 47.8322830200, propagate_backward_time: 75.9982910156, weight_update_time: 0.1820969433, other_time: 3.1538467407
epoch time: 10.4864196777s, input_fired_time: 0.1971522570, output_fired_time: 0.0000000000, propagate_forward_time: 9.7262191772, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5630483627
validation[          , genome  5370] predictions:    9579/  10000 (95.79%), best:    9703/10000 (97.03%), error:      1483.26331, best error:       977.64520 on epoch:    65, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 131.2731018066s, input_fired_time: 1.5686922073, output_fired_time: 1.5623270273, propagate_forward_time: 48.3742980957, propagate_backward_time: 76.6062469482, weight_update_time: 0.1831832081, other_time: 3.1615295410
epoch time: 10.6829080582s, input_fired_time: 0.1959742606, output_fired_time: 0.0000000000, propagate_forward_time: 9.9147148132, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5722188950
validation[          , genome  5370] predictions:    9702/  10000 (97.02%), best:    9703/10000 (97.03%), error:      1022.36621, best error:       977.64520 on epoch:    65, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 130.8354339600s, input_fired_time: 1.5651109219, output_fired_time: 1.5536917448, propagate_forward_time: 48.2330932617, propagate_backward_time: 76.3273620605, weight_update_time: 0.1826183349, other_time: 3.1561813354
epoch time: 10.4111652374s, input_fired_time: 0.1948207915, output_fired_time: 0.0000000000, propagate_forward_time: 9.6549425125, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5614023209
validation[          , genome  5370] predictions:    9705/  10000 (97.05%), best:    9703/10000 (97.03%), error:       986.21381, best error:       977.64520 on epoch:    65, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 130.9914550781s, input_fired_time: 1.5664365292, output_fired_time: 1.5581045151, propagate_forward_time: 48.4434776306, propagate_backward_time: 76.2882537842, weight_update_time: 0.1788472235, other_time: 3.1351776123
epoch time: 10.5019102097s, input_fired_time: 0.1945456415, output_fired_time: 0.0000000000, propagate_forward_time: 9.7358703613, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5714941025
validation[          , genome  5370] predictions:    9693/  10000 (96.93%), best:    9703/10000 (97.03%), error:      1076.20410, best error:       977.64520 on epoch:    65, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 132.1262817383s, input_fired_time: 1.5840697289, output_fired_time: 1.5739222765, propagate_forward_time: 48.8868560791, propagate_backward_time: 76.9067687988, weight_update_time: 0.1836417317, other_time: 3.1746520996
epoch time: 10.4571409225s, input_fired_time: 0.1958429962, output_fired_time: 0.0000000000, propagate_forward_time: 9.6898508072, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5714473724
validation[          , genome  5370] predictions:    9675/  10000 (96.75%), best:    9703/10000 (97.03%), error:      1056.83057, best error:       977.64520 on epoch:    65, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 132.2974395752s, input_fired_time: 1.5811051130, output_fired_time: 1.5738610029, propagate_forward_time: 48.9495697021, propagate_backward_time: 77.0245285034, weight_update_time: 0.1822539866, other_time: 3.1683731079
epoch time: 10.4170036316s, input_fired_time: 0.1961456686, output_fired_time: 0.0000000000, propagate_forward_time: 9.6525869370, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5682706833
validation[          , genome  5370] predictions:    9479/  10000 (94.79%), best:    9703/10000 (97.03%), error:      1652.40320, best error:       977.64520 on epoch:    65, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 131.2050933838s, input_fired_time: 1.5720303059, output_fired_time: 1.5604512691, propagate_forward_time: 48.6244621277, propagate_backward_time: 76.2854537964, weight_update_time: 0.1797045320, other_time: 3.1626815796
epoch time: 10.3299961090s, input_fired_time: 0.1976905018, output_fired_time: 0.0000000000, propagate_forward_time: 9.5724601746, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5598449707
validation[          , genome  5370] predictions:    9688/  10000 (96.88%), best:    9703/10000 (97.03%), error:      1065.99304, best error:       977.64520 on epoch:    65, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 131.8892822266s, input_fired_time: 1.5714746714, output_fired_time: 1.5861388445, propagate_forward_time: 48.7240371704, propagate_backward_time: 76.8406600952, weight_update_time: 0.1821378917, other_time: 3.1669769287
epoch time: 10.4465961456s, input_fired_time: 0.1977603734, output_fired_time: 0.0000000000, propagate_forward_time: 9.6829538345, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5658817291
validation[          , genome  5370] predictions:    9675/  10000 (96.75%), best:    9703/10000 (97.03%), error:      1061.16577, best error:       977.64520 on epoch:    65, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 131.2926635742s, input_fired_time: 1.5681635141, output_fired_time: 1.5593461990, propagate_forward_time: 48.4016265869, propagate_backward_time: 76.6173477173, weight_update_time: 0.1793176979, other_time: 3.1461868286
epoch time: 10.5805616379s, input_fired_time: 0.1967314780, output_fired_time: 0.0000000000, propagate_forward_time: 9.8207082748, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5631217957
validation[          , genome  5370] predictions:    9723/  10000 (97.23%), best:    9723/10000 (97.23%), error:       965.42462, best error:       965.42462 on epoch:    76, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 131.0042877197s, input_fired_time: 1.5720883608, output_fired_time: 1.5439718962, propagate_forward_time: 48.2609481812, propagate_backward_time: 76.4833755493, weight_update_time: 0.1808064729, other_time: 3.1439132690
epoch time: 10.3497619629s, input_fired_time: 0.1932350695, output_fired_time: 0.0000000000, propagate_forward_time: 9.5964660645, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5600605011
validation[          , genome  5370] predictions:    9716/  10000 (97.16%), best:    9723/10000 (97.23%), error:      1021.60693, best error:       965.42462 on epoch:    76, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 129.9679107666s, input_fired_time: 1.5589278936, output_fired_time: 1.5424082279, propagate_forward_time: 47.9691200256, propagate_backward_time: 75.7568511963, weight_update_time: 0.1791899651, other_time: 3.1405944824
epoch time: 10.4945125580s, input_fired_time: 0.1971923113, output_fired_time: 0.0000000000, propagate_forward_time: 9.7314224243, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5658979416
validation[          , genome  5370] predictions:    9689/  10000 (96.89%), best:    9723/10000 (97.23%), error:      1103.32153, best error:       965.42462 on epoch:    76, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 132.2227020264s, input_fired_time: 1.5865243673, output_fired_time: 1.5724093914, propagate_forward_time: 48.8161125183, propagate_backward_time: 77.0858535767, weight_update_time: 0.1795100123, other_time: 3.1618118286
epoch time: 10.5839805603s, input_fired_time: 0.1992806345, output_fired_time: 0.0000000000, propagate_forward_time: 9.8150320053, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5696678162
validation[          , genome  5370] predictions:    9713/  10000 (97.13%), best:    9723/10000 (97.23%), error:       973.92816, best error:       965.42462 on epoch:    76, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 132.4368133545s, input_fired_time: 1.5763882399, output_fired_time: 1.5732796192, propagate_forward_time: 48.7903137207, propagate_backward_time: 77.3205108643, weight_update_time: 0.1821526140, other_time: 3.1763305664
epoch time: 10.5339899063s, input_fired_time: 0.1995410621, output_fired_time: 0.0000000000, propagate_forward_time: 9.7481346130, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5863142014
validation[          , genome  5370] predictions:    9689/  10000 (96.89%), best:    9723/10000 (97.23%), error:      1078.32227, best error:       965.42462 on epoch:    76, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 130.5480041504s, input_fired_time: 1.5733211040, output_fired_time: 1.5407093763, propagate_forward_time: 48.1771965027, propagate_backward_time: 76.1084136963, weight_update_time: 0.1800406873, other_time: 3.1483612061
epoch time: 10.4068956375s, input_fired_time: 0.1978907585, output_fired_time: 0.0000000000, propagate_forward_time: 9.6332960129, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5757093430
validation[          , genome  5370] predictions:    9701/  10000 (97.01%), best:    9723/10000 (97.23%), error:      1081.09290, best error:       965.42462 on epoch:    76, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 131.7017974854s, input_fired_time: 1.5806033611, output_fired_time: 1.5669625998, propagate_forward_time: 48.7040634155, propagate_backward_time: 76.6875457764, weight_update_time: 0.1815774888, other_time: 3.1626358032
epoch time: 10.2338685989s, input_fired_time: 0.1944206059, output_fired_time: 0.0000000000, propagate_forward_time: 9.4828414917, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5566062927
validation[          , genome  5370] predictions:    9646/  10000 (96.46%), best:    9723/10000 (97.23%), error:      1209.82361, best error:       965.42462 on epoch:    76, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 131.7575225830s, input_fired_time: 1.5814901590, output_fired_time: 1.5569416285, propagate_forward_time: 48.7731170654, propagate_backward_time: 76.6774902344, weight_update_time: 0.1807792634, other_time: 3.1684722900
epoch time: 10.6291437149s, input_fired_time: 0.2010943294, output_fired_time: 0.0000000000, propagate_forward_time: 9.8509588242, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5770902634
validation[          , genome  5370] predictions:    9716/  10000 (97.16%), best:    9723/10000 (97.23%), error:       982.13654, best error:       965.42462 on epoch:    76, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 131.7174377441s, input_fired_time: 1.5767084360, output_fired_time: 1.5753144026, propagate_forward_time: 48.4360008240, propagate_backward_time: 76.9543914795, weight_update_time: 0.1805820316, other_time: 3.1750183105
epoch time: 10.3166961670s, input_fired_time: 0.1961403489, output_fired_time: 0.0000000000, propagate_forward_time: 9.5445222855, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5760335922
validation[          , genome  5370] predictions:    9700/  10000 (97.00%), best:    9723/10000 (97.23%), error:      1042.46851, best error:       965.42462 on epoch:    76, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 130.3938903809s, input_fired_time: 1.5630489588, output_fired_time: 1.5461471081, propagate_forward_time: 48.0639953613, propagate_backward_time: 76.0802764893, weight_update_time: 0.1776339263, other_time: 3.1404190063
epoch time: 10.2114934921s, input_fired_time: 0.1919173002, output_fired_time: 0.0000000000, propagate_forward_time: 9.4659490585, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5536270142
validation[          , genome  5370] predictions:    9658/  10000 (96.58%), best:    9723/10000 (97.23%), error:      1195.26538, best error:       965.42462 on epoch:    76, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 127.6232299805s, input_fired_time: 1.5471237898, output_fired_time: 1.5222913027, propagate_forward_time: 47.2273635864, propagate_backward_time: 74.2441940308, weight_update_time: 0.1769160032, other_time: 3.0822525024
epoch time: 10.4496564865s, input_fired_time: 0.1985296607, output_fired_time: 0.0000000000, propagate_forward_time: 9.6845741272, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5665531158
validation[          , genome  5370] predictions:    9636/  10000 (96.36%), best:    9723/10000 (97.23%), error:      1193.47046, best error:       965.42462 on epoch:    76, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 129.9636993408s, input_fired_time: 1.5650478601, output_fired_time: 1.5457258224, propagate_forward_time: 47.8559188843, propagate_backward_time: 75.8578186035, weight_update_time: 0.1769550443, other_time: 3.1391906738
epoch time: 10.5204992294s, input_fired_time: 0.1971722245, output_fired_time: 0.0000000000, propagate_forward_time: 9.7490234375, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5743036270
validation[          , genome  5370] predictions:    9658/  10000 (96.58%), best:    9723/10000 (97.23%), error:      1130.69739, best error:       965.42462 on epoch:    76, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 131.1413116455s, input_fired_time: 1.5770039558, output_fired_time: 1.5644229650, propagate_forward_time: 48.4621963501, propagate_backward_time: 76.3965377808, weight_update_time: 0.1790545136, other_time: 3.1411437988
epoch time: 10.3042564392s, input_fired_time: 0.1959809363, output_fired_time: 0.0000000000, propagate_forward_time: 9.5425376892, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5657377243
validation[          , genome  5370] predictions:    9678/  10000 (96.78%), best:    9723/10000 (97.23%), error:      1092.25146, best error:       965.42462 on epoch:    76, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 130.7445983887s, input_fired_time: 1.5621278286, output_fired_time: 1.5473446846, propagate_forward_time: 48.3378562927, propagate_backward_time: 76.1457977295, weight_update_time: 0.1807115078, other_time: 3.1514587402
epoch time: 10.5599966049s, input_fired_time: 0.1999212503, output_fired_time: 0.0000000000, propagate_forward_time: 9.7849006653, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5751743317
validation[          , genome  5370] predictions:    9698/  10000 (96.98%), best:    9723/10000 (97.23%), error:      1079.58630, best error:       965.42462 on epoch:    76, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 131.7689056396s, input_fired_time: 1.5737867355, output_fired_time: 1.5619585514, propagate_forward_time: 48.5386734009, propagate_backward_time: 76.9278564453, weight_update_time: 0.1825594902, other_time: 3.1666183472
epoch time: 10.3370838165s, input_fired_time: 0.1986155510, output_fired_time: 0.0000000000, propagate_forward_time: 9.5724096298, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5660581589
validation[          , genome  5370] predictions:    9686/  10000 (96.86%), best:    9723/10000 (97.23%), error:      1059.80334, best error:       965.42462 on epoch:    76, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 131.6418609619s, input_fired_time: 1.5838397741, output_fired_time: 1.5543404818, propagate_forward_time: 48.6110382080, propagate_backward_time: 76.6958999634, weight_update_time: 0.1834846735, other_time: 3.1967391968
epoch time: 10.3150758743s, input_fired_time: 0.1943155527, output_fired_time: 0.0000000000, propagate_forward_time: 9.5593967438, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5613632202
validation[          , genome  5370] predictions:    9685/  10000 (96.85%), best:    9723/10000 (97.23%), error:      1113.43823, best error:       965.42462 on epoch:    76, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 130.9416656494s, input_fired_time: 1.5748785734, output_fired_time: 1.5593960285, propagate_forward_time: 48.2998809814, propagate_backward_time: 76.3731002808, weight_update_time: 0.1782848835, other_time: 3.1344146729
epoch time: 10.1514768600s, input_fired_time: 0.1966211498, output_fired_time: 0.0000000000, propagate_forward_time: 9.3900518417, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5648040771
validation[          , genome  5370] predictions:    9715/  10000 (97.15%), best:    9723/10000 (97.23%), error:       997.83386, best error:       965.42462 on epoch:    76, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 130.6064758301s, input_fired_time: 1.5683815479, output_fired_time: 1.5479811430, propagate_forward_time: 48.1955337524, propagate_backward_time: 76.1611709595, weight_update_time: 0.1800477356, other_time: 3.1334152222
epoch time: 10.3751192093s, input_fired_time: 0.2007920444, output_fired_time: 0.0000000000, propagate_forward_time: 9.6070880890, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5672388077
validation[          , genome  5370] predictions:    9682/  10000 (96.82%), best:    9723/10000 (97.23%), error:      1063.76318, best error:       965.42462 on epoch:    76, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 131.2500610352s, input_fired_time: 1.5770674944, output_fired_time: 1.5610784292, propagate_forward_time: 48.3630218506, propagate_backward_time: 76.5703735352, weight_update_time: 0.1812988222, other_time: 3.1785125732
epoch time: 10.1023483276s, input_fired_time: 0.1974718571, output_fired_time: 0.0000000000, propagate_forward_time: 9.3347625732, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5701141357
validation[          , genome  5370] predictions:    9706/  10000 (97.06%), best:    9723/10000 (97.23%), error:      1033.54480, best error:       965.42462 on epoch:    76, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 130.1549987793s, input_fired_time: 1.5700522661, output_fired_time: 1.5426073074, propagate_forward_time: 47.9883117676, propagate_backward_time: 75.9067764282, weight_update_time: 0.1839093864, other_time: 3.1472473145
epoch time: 10.3485450745s, input_fired_time: 0.1975476146, output_fired_time: 0.0000000000, propagate_forward_time: 9.5770397186, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5739574432
validation[          , genome  5370] predictions:    9707/  10000 (97.07%), best:    9723/10000 (97.23%), error:      1036.16626, best error:       965.42462 on epoch:    76, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 129.8872070313s, input_fired_time: 1.5700361729, output_fired_time: 1.5429984331, propagate_forward_time: 47.9527702332, propagate_backward_time: 75.7107238770, weight_update_time: 0.1773232818, other_time: 3.1106719971
epoch time: 10.0988187790s, input_fired_time: 0.1945327371, output_fired_time: 0.0000000000, propagate_forward_time: 9.3485717773, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5557146072
validation[          , genome  5370] predictions:    9627/  10000 (96.27%), best:    9723/10000 (97.23%), error:      1244.17676, best error:       965.42462 on epoch:    76, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 131.4078979492s, input_fired_time: 1.5789324045, output_fired_time: 1.5612674952, propagate_forward_time: 48.5292015076, propagate_backward_time: 76.5938262939, weight_update_time: 0.1803363264, other_time: 3.1446685791
epoch time: 10.4425010681s, input_fired_time: 0.1993874311, output_fired_time: 0.0000000000, propagate_forward_time: 9.6785717010, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5645418167
validation[          , genome  5370] predictions:    9720/  10000 (97.20%), best:    9723/10000 (97.23%), error:      1003.65082, best error:       965.42462 on epoch:    76, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 130.6594543457s, input_fired_time: 1.5807487965, output_fired_time: 1.5681855679, propagate_forward_time: 48.3696060181, propagate_backward_time: 76.0012969971, weight_update_time: 0.1791528910, other_time: 3.1396179199
epoch time: 10.4966974258s, input_fired_time: 0.1998531222, output_fired_time: 0.0000000000, propagate_forward_time: 9.7213554382, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5754890442
validation[          , genome  5370] predictions:    9680/  10000 (96.80%), best:    9723/10000 (97.23%), error:      1112.31677, best error:       965.42462 on epoch:    76, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 130.0176696777s, input_fired_time: 1.5814125538, output_fired_time: 1.5464200974, propagate_forward_time: 47.8870353699, propagate_backward_time: 75.8507614136, weight_update_time: 0.1800927371, other_time: 3.1520462036
epoch time: 10.0565433502s, input_fired_time: 0.1935947239, output_fired_time: 0.0000000000, propagate_forward_time: 9.3032197952, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5597286224
validation[          , genome  5370] predictions:    9701/  10000 (97.01%), best:    9723/10000 (97.23%), error:      1029.69653, best error:       965.42462 on epoch:    76, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 130.3847808838s, input_fired_time: 1.5687799454, output_fired_time: 1.5447772741, propagate_forward_time: 48.0264930725, propagate_backward_time: 76.1222534180, weight_update_time: 0.1793195307, other_time: 3.1224670410
epoch time: 10.2156934738s, input_fired_time: 0.1956020892, output_fired_time: 0.0000000000, propagate_forward_time: 9.4579696655, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5621213913
validation[          , genome  5370] predictions:    9721/  10000 (97.21%), best:    9723/10000 (97.23%), error:      1015.19208, best error:       965.42462 on epoch:    76, 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: 52.3055267334s, input_fired_time: 0.9922106266, output_fired_time: 0.0000000000, propagate_forward_time: 48.4077568054, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9055595398
best training[          , genome  5370] predictions:   49317/  50000 (98.63%), best:    9723/10000 (97.23%), error:      2561.92310, best error:       965.42462 on epoch:    76, 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: 10.8224544525s, input_fired_time: 0.2037640661, output_fired_time: 0.0000000000, propagate_forward_time: 10.0332708359, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5854196548
   testing[          , genome  5370] predictions:    9744/  10000 (97.44%), best:    9723/10000 (97.23%), error:       859.62970, best error:       965.42462 on epoch:    76, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
16:42:58 (6412): called boinc_finish(0)

</stderr_txt>
]]>