Nameexact_genome_1512568488_44_6990_1
Workunit2606278
Created7 Dec 2017, 23:07:22 UTC
Sent7 Dec 2017, 23:17:46 UTC
Report deadline14 Dec 2017, 9:15:48 UTC
Received8 Dec 2017, 7:46:03 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID57657
Run time3 hours 49 min 23 sec
CPU time3 hours 11 min 22 sec
Validate stateValid
Credit1,603.83
Device peak FLOPS2.65 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size153.41 MB
Peak swap size158.14 MB
Peak disk usage1.82 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
 9712/10000 (97.12%), error:       952.38226, best error:       922.64465 on epoch:    18, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 158.1668548584s, input_fired_time: 1.7986615896, output_fired_time: 1.5871614218, propagate_forward_time: 59.3989334106, propagate_backward_time: 90.9333267212, weight_update_time: 0.1614343673, other_time: 4.4487762451
epoch time: 12.9008617401s, input_fired_time: 0.1904318333, output_fired_time: 0.0000000000, propagate_forward_time: 12.0880575180, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6223726273
validation[          , genome  6990] predictions:    9706/  10000 (97.06%), best:    9712/10000 (97.12%), error:       958.23737, best error:       922.64465 on epoch:    18, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 159.5624389648s, input_fired_time: 2.3873686790, output_fired_time: 1.5750107765, propagate_forward_time: 60.5531616211, propagate_backward_time: 91.2751159668, weight_update_time: 0.1814561635, other_time: 3.7717742920
epoch time: 12.7780103683s, input_fired_time: 0.4392116964, output_fired_time: 0.0000000000, propagate_forward_time: 11.4480953217, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8907032013
validation[          , genome  6990] predictions:    9699/  10000 (96.99%), best:    9712/10000 (97.12%), error:       982.52643, best error:       922.64465 on epoch:    18, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 161.0866088867s, input_fired_time: 1.8707983494, output_fired_time: 2.3810334206, propagate_forward_time: 60.6744842529, propagate_backward_time: 90.6699829102, weight_update_time: 0.1650402993, other_time: 5.4903106689
epoch time: 13.3885631561s, input_fired_time: 0.4663242698, output_fired_time: 0.0000000000, propagate_forward_time: 11.9812345505, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9410047531
validation[          , genome  6990] predictions:    9688/  10000 (96.88%), best:    9712/10000 (97.12%), error:       996.68951, best error:       922.64465 on epoch:    18, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 158.5959472656s, input_fired_time: 1.8751970530, output_fired_time: 1.8993821144, propagate_forward_time: 60.5082893372, propagate_backward_time: 90.0785064697, weight_update_time: 0.1693453491, other_time: 4.2345733643
epoch time: 12.6644792557s, input_fired_time: 0.4471531212, output_fired_time: 0.0000000000, propagate_forward_time: 11.5678071976, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6495189667
validation[          , genome  6990] predictions:    9717/  10000 (97.17%), best:    9717/10000 (97.17%), error:       876.77643, best error:       876.77643 on epoch:    24, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 164.0024414063s, input_fired_time: 2.4325716496, output_fired_time: 1.9805870056, propagate_forward_time: 60.6417846680, propagate_backward_time: 94.5160293579, weight_update_time: 0.1658413112, other_time: 4.4314651489
epoch time: 12.8683919907s, input_fired_time: 0.2074065357, output_fired_time: 0.0000000000, propagate_forward_time: 11.7525606155, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9084243774
validation[          , genome  6990] predictions:    9720/  10000 (97.20%), best:    9717/10000 (97.17%), error:       902.75958, best error:       876.77643 on epoch:    24, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 159.5841827393s, input_fired_time: 1.8939640522, output_fired_time: 2.0823264122, propagate_forward_time: 58.0054550171, propagate_backward_time: 92.1392745972, weight_update_time: 0.1621785313, other_time: 5.4631652832
epoch time: 12.4971466064s, input_fired_time: 0.1945827305, output_fired_time: 0.0000000000, propagate_forward_time: 11.6612205505, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6413431168
validation[          , genome  6990] predictions:    9712/  10000 (97.12%), best:    9717/10000 (97.17%), error:       921.17773, best error:       876.77643 on epoch:    24, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 158.9199523926s, input_fired_time: 1.8130881786, output_fired_time: 2.0995831490, propagate_forward_time: 57.6603507996, propagate_backward_time: 92.4213256836, weight_update_time: 0.4133170247, other_time: 4.9255981445
epoch time: 13.6254510880s, input_fired_time: 0.7442412972, output_fired_time: 0.0000000000, propagate_forward_time: 12.1531848907, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7280244827
validation[          , genome  6990] predictions:    9711/  10000 (97.11%), best:    9717/10000 (97.17%), error:       943.72577, best error:       876.77643 on epoch:    24, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 160.5352630615s, input_fired_time: 1.9402750731, output_fired_time: 2.3759953976, propagate_forward_time: 60.1812591553, propagate_backward_time: 92.0076522827, weight_update_time: 0.1716823727, other_time: 4.0300827026
epoch time: 12.9848070145s, input_fired_time: 0.2209902406, output_fired_time: 0.0000000000, propagate_forward_time: 11.8582992554, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.9055175781
validation[          , genome  6990] predictions:    9735/  10000 (97.35%), best:    9735/10000 (97.35%), error:       859.97015, best error:       859.97015 on epoch:    28, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

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_6990.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_44_6990_1_r1205050194_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: 0.879292
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.00282419
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 0.000112968
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: 29
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 28
read number_validation_images: 10000
read best_validation_predictions: 9735
read best_validation_error: 859.97
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: 6990
read normal distribution: '0 0.675077080726624 -1.26638603210449'
generator_str: '127578573'
read generator: 127578573
read generated_by_map:
1 add_edge 1
reading 20 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: 137.651351928711s, input_fired_time: 1.73699259757996, output_fired_time: 1.45182621479034, propagate_forward_time: 52.2315483093262, propagate_backward_time: 77.5330200195313, weight_update_time: 0.155628636479378, other_time: 4.69795227050781
epoch time: 12.2008686065674s, input_fired_time: 0.433677792549133, output_fired_time: 0, propagate_forward_time: 11.1673898696899, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.599801063537598
validation[          , genome  6990] predictions:    9670/  10000 (96.70%), best:    9735/10000 (97.35%), error:      1087.82617, best error:       859.97015 on epoch:    28, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 149.3966064453s, input_fired_time: 2.2430365086, output_fired_time: 1.7090601921, propagate_forward_time: 54.9497909546, propagate_backward_time: 85.4964370728, weight_update_time: 0.1575265527, other_time: 4.9982757568
epoch time: 11.4910707474s, input_fired_time: 0.4246148765, output_fired_time: 0.0000000000, propagate_forward_time: 10.0042810440, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0621747971
validation[          , genome  6990] predictions:    9721/  10000 (97.21%), best:    9735/10000 (97.35%), error:       935.38251, best error:       859.97015 on epoch:    28, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 147.2319946289s, input_fired_time: 1.4588584900, output_fired_time: 1.4193388224, propagate_forward_time: 54.7654304504, propagate_backward_time: 85.1970443726, weight_update_time: 0.1522186846, other_time: 4.3913192749
epoch time: 11.9753513336s, input_fired_time: 0.1758489907, output_fired_time: 0.0000000000, propagate_forward_time: 11.2210540771, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5784482956
validation[          , genome  6990] predictions:    9721/  10000 (97.21%), best:    9735/10000 (97.35%), error:       915.07550, best error:       859.97015 on epoch:    28, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 146.6170349121s, input_fired_time: 2.4629633427, output_fired_time: 1.6670289040, propagate_forward_time: 55.3517265320, propagate_backward_time: 83.4917907715, weight_update_time: 0.1520021260, other_time: 3.6435241699
epoch time: 12.0531845093s, input_fired_time: 0.4291362166, output_fired_time: 0.0000000000, propagate_forward_time: 10.7956113815, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8284368515
validation[          , genome  6990] predictions:    9747/  10000 (97.47%), best:    9747/10000 (97.47%), error:       844.11230, best error:       844.11230 on epoch:    32, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 145.9697418213s, input_fired_time: 1.9493306875, output_fired_time: 2.1478052139, propagate_forward_time: 52.9917335510, propagate_backward_time: 84.7628021240, weight_update_time: 0.1504563987, other_time: 4.1180725098
epoch time: 11.8916616440s, input_fired_time: 0.1760896891, output_fired_time: 0.0000000000, propagate_forward_time: 10.8865776062, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8289947510
validation[          , genome  6990] predictions:    9713/  10000 (97.13%), best:    9747/10000 (97.47%), error:       919.29663, best error:       844.11230 on epoch:    32, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 146.1501312256s, input_fired_time: 2.4585089684, output_fired_time: 2.3998332024, propagate_forward_time: 51.3996086121, propagate_backward_time: 85.5046386719, weight_update_time: 0.1509020180, other_time: 4.3875427246
epoch time: 11.9136266708s, input_fired_time: 0.1768891662, output_fired_time: 0.0000000000, propagate_forward_time: 10.6651554108, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0715818405
validation[          , genome  6990] predictions:    9712/  10000 (97.12%), best:    9747/10000 (97.47%), error:       969.02875, best error:       844.11230 on epoch:    32, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 146.5646514893s, input_fired_time: 1.7079457045, output_fired_time: 1.9040920734, propagate_forward_time: 54.0387916565, propagate_backward_time: 84.5168380737, weight_update_time: 0.1519760042, other_time: 4.3969802856
epoch time: 12.1863212585s, input_fired_time: 0.1800265908, output_fired_time: 0.0000000000, propagate_forward_time: 11.1682157516, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8380784988
validation[          , genome  6990] predictions:    9727/  10000 (97.27%), best:    9747/10000 (97.47%), error:       892.46930, best error:       844.11230 on epoch:    32, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 147.1628265381s, input_fired_time: 1.4624296427, output_fired_time: 1.9101090431, propagate_forward_time: 53.2914695740, propagate_backward_time: 86.8328781128, weight_update_time: 0.1531575173, other_time: 3.6659317017
epoch time: 11.9135780334s, input_fired_time: 0.1749454886, output_fired_time: 0.0000000000, propagate_forward_time: 11.1619472504, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5766849518
validation[          , genome  6990] predictions:    9747/  10000 (97.47%), best:    9747/10000 (97.47%), error:       869.09192, best error:       844.11230 on epoch:    32, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 145.0698852539s, input_fired_time: 2.1975569725, output_fired_time: 2.1465814114, propagate_forward_time: 53.2478370667, propagate_backward_time: 83.6217575073, weight_update_time: 0.4002363682, other_time: 3.8561630249
epoch time: 11.4974946976s, input_fired_time: 0.4263001084, output_fired_time: 0.0000000000, propagate_forward_time: 10.5036392212, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5675554276
validation[          , genome  6990] predictions:    9723/  10000 (97.23%), best:    9747/10000 (97.47%), error:       876.70636, best error:       844.11230 on epoch:    32, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 145.5624694824s, input_fired_time: 1.4526038170, output_fired_time: 2.6447038651, propagate_forward_time: 53.9680213928, propagate_backward_time: 83.3569412231, weight_update_time: 0.1511201560, other_time: 4.1402053833
epoch time: 11.9701471329s, input_fired_time: 0.1806616485, output_fired_time: 0.0000000000, propagate_forward_time: 10.9567794800, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8327064514
validation[          , genome  6990] predictions:    9727/  10000 (97.27%), best:    9747/10000 (97.47%), error:       963.19373, best error:       844.11230 on epoch:    32, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 147.0572814941s, input_fired_time: 1.9678941965, output_fired_time: 1.6639285088, propagate_forward_time: 54.6988220215, propagate_backward_time: 84.8407592773, weight_update_time: 0.4009750783, other_time: 3.8858795166
epoch time: 11.6165904999s, input_fired_time: 0.1782868207, output_fired_time: 0.0000000000, propagate_forward_time: 10.6156721115, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8226318359
validation[          , genome  6990] predictions:    9744/  10000 (97.44%), best:    9744/10000 (97.44%), error:       821.93341, best error:       821.93341 on epoch:    39, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 146.9512786865s, input_fired_time: 1.4622199535, output_fired_time: 2.1577322483, propagate_forward_time: 57.1118392944, propagate_backward_time: 82.3141860962, weight_update_time: 0.1525429040, other_time: 3.9053039551
epoch time: 11.9166622162s, input_fired_time: 0.1767534614, output_fired_time: 0.0000000000, propagate_forward_time: 11.1617221832, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5781869888
validation[          , genome  6990] predictions:    9747/  10000 (97.47%), best:    9744/10000 (97.44%), error:       838.15088, best error:       821.93341 on epoch:    39, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 146.8466339111s, input_fired_time: 1.7163110971, output_fired_time: 1.9028229713, propagate_forward_time: 57.6096687317, propagate_backward_time: 81.7233581543, weight_update_time: 0.1515166461, other_time: 3.8944854736
epoch time: 11.8815326691s, input_fired_time: 0.1768671572, output_fired_time: 0.0000000000, propagate_forward_time: 10.6239795685, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0806856155
validation[          , genome  6990] predictions:    9756/  10000 (97.56%), best:    9756/10000 (97.56%), error:       790.21271, best error:       790.21271 on epoch:    41, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 147.1183319092s, input_fired_time: 1.4685984850, output_fired_time: 1.9099482298, propagate_forward_time: 54.4296646118, propagate_backward_time: 84.9176559448, weight_update_time: 0.1518858075, other_time: 4.3924713135
epoch time: 11.8737535477s, input_fired_time: 0.4274759889, output_fired_time: 0.0000000000, propagate_forward_time: 10.1166076660, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3296699524
validation[          , genome  6990] predictions:    9711/  10000 (97.11%), best:    9756/10000 (97.56%), error:       983.50391, best error:       790.21271 on epoch:    41, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 147.4306335449s, input_fired_time: 1.4635521173, output_fired_time: 2.1598973274, propagate_forward_time: 55.0868339539, propagate_backward_time: 84.5651397705, weight_update_time: 0.1528235823, other_time: 4.1552124023
epoch time: 11.9879236221s, input_fired_time: 0.1795702130, output_fired_time: 0.0000000000, propagate_forward_time: 10.7288808823, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0794725418
validation[          , genome  6990] predictions:    9747/  10000 (97.47%), best:    9756/10000 (97.56%), error:       847.25366, best error:       790.21271 on epoch:    41, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 147.6847076416s, input_fired_time: 1.7188419104, output_fired_time: 1.9065439701, propagate_forward_time: 55.5819129944, propagate_backward_time: 84.0616455078, weight_update_time: 0.1534842998, other_time: 4.4157714844
epoch time: 11.5220909119s, input_fired_time: 0.1769444644, output_fired_time: 0.0000000000, propagate_forward_time: 10.0235738754, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.3215723038
validation[          , genome  6990] predictions:    9670/  10000 (96.70%), best:    9756/10000 (97.56%), error:      1039.92542, best error:       790.21271 on epoch:    41, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 146.0310058594s, input_fired_time: 1.9614833593, output_fired_time: 1.9098432064, propagate_forward_time: 53.5142288208, propagate_backward_time: 85.0175781250, weight_update_time: 0.1509901732, other_time: 3.6278762817
epoch time: 11.9047088623s, input_fired_time: 0.1799435914, output_fired_time: 0.0000000000, propagate_forward_time: 10.8988389969, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8259258270
validation[          , genome  6990] predictions:    9700/  10000 (97.00%), best:    9756/10000 (97.56%), error:       916.27289, best error:       790.21271 on epoch:    41, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 146.6143493652s, input_fired_time: 2.7195341587, output_fired_time: 1.6611210108, propagate_forward_time: 55.7859077454, propagate_backward_time: 82.0503921509, weight_update_time: 0.1518914700, other_time: 4.3974075317
epoch time: 11.3803081512s, input_fired_time: 0.1739883870, output_fired_time: 0.0000000000, propagate_forward_time: 10.6401815414, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5661382675
validation[          , genome  6990] predictions:    9755/  10000 (97.55%), best:    9756/10000 (97.56%), error:       832.12708, best error:       790.21271 on epoch:    41, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 149.0975036621s, input_fired_time: 2.2370758057, output_fired_time: 1.6749680042, propagate_forward_time: 54.9804649353, propagate_backward_time: 86.5156173706, weight_update_time: 0.1543647647, other_time: 3.6893692017
epoch time: 12.8504095078s, input_fired_time: 0.1887172461, output_fired_time: 0.0000000000, propagate_forward_time: 12.0604009628, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6012916565
validation[          , genome  6990] predictions:    9745/  10000 (97.45%), best:    9756/10000 (97.56%), error:       868.88214, best error:       790.21271 on epoch:    41, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 155.4294586182s, input_fired_time: 2.5317816734, output_fired_time: 1.7389198542, propagate_forward_time: 58.3311691284, propagate_backward_time: 87.5649414063, weight_update_time: 0.1632689238, other_time: 5.2626419067
epoch time: 12.5233850479s, input_fired_time: 0.6876135468, output_fired_time: 0.0000000000, propagate_forward_time: 10.9827260971, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8530454636
validation[          , genome  6990] predictions:    9721/  10000 (97.21%), best:    9756/10000 (97.56%), error:       945.34070, best error:       790.21271 on epoch:    41, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 155.2597961426s, input_fired_time: 3.2816710472, output_fired_time: 1.9768279791, propagate_forward_time: 57.6781845093, propagate_backward_time: 87.2730712891, weight_update_time: 0.1592536122, other_time: 5.0500411987
epoch time: 12.5993757248s, input_fired_time: 0.1896191835, output_fired_time: 0.0000000000, propagate_forward_time: 11.5449123383, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8648443222
validation[          , genome  6990] predictions:    9736/  10000 (97.36%), best:    9756/10000 (97.56%), error:       822.73322, best error:       790.21271 on epoch:    41, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 155.5059814453s, input_fired_time: 1.7802500725, output_fired_time: 1.9863839149, propagate_forward_time: 58.5680084229, propagate_backward_time: 88.9188995361, weight_update_time: 0.1586432010, other_time: 4.2524414063
epoch time: 12.8929185867s, input_fired_time: 0.4391324520, output_fired_time: 0.0000000000, propagate_forward_time: 11.5953321457, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8584537506
validation[          , genome  6990] predictions:    9737/  10000 (97.37%), best:    9756/10000 (97.56%), error:       841.67682, best error:       790.21271 on epoch:    41, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 155.9499816895s, input_fired_time: 2.2832412720, output_fired_time: 2.2310197353, propagate_forward_time: 57.9262657166, propagate_backward_time: 89.2430343628, weight_update_time: 0.1581049412, other_time: 4.2664260864
epoch time: 12.8624038696s, input_fired_time: 0.1923042983, output_fired_time: 0.0000000000, propagate_forward_time: 11.8217639923, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8483352661
validation[          , genome  6990] predictions:    9733/  10000 (97.33%), best:    9756/10000 (97.56%), error:       866.90533, best error:       790.21271 on epoch:    41, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 155.4241027832s, input_fired_time: 2.0365779400, output_fired_time: 1.9858244658, propagate_forward_time: 58.4644737244, propagate_backward_time: 88.4010848999, weight_update_time: 0.1581817567, other_time: 4.5361404419
epoch time: 12.8081121445s, input_fired_time: 0.1905276179, output_fired_time: 0.0000000000, propagate_forward_time: 11.5092201233, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.1083641052
validation[          , genome  6990] predictions:    9738/  10000 (97.38%), best:    9756/10000 (97.56%), error:       887.65002, best error:       790.21271 on epoch:    41, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 154.9521942139s, input_fired_time: 1.7741882801, output_fired_time: 1.4925854206, propagate_forward_time: 56.8637733459, propagate_backward_time: 90.2934341431, weight_update_time: 0.1577598304, other_time: 4.5282211304
epoch time: 12.9166812897s, input_fired_time: 0.1919775158, output_fired_time: 0.0000000000, propagate_forward_time: 12.1224126816, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6022911072
validation[          , genome  6990] predictions:    9741/  10000 (97.41%), best:    9756/10000 (97.56%), error:       824.67847, best error:       790.21271 on epoch:    41, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 155.6438903809s, input_fired_time: 2.0346596241, output_fired_time: 2.9847140312, propagate_forward_time: 59.2441139221, propagate_backward_time: 87.3491134644, weight_update_time: 0.1638057083, other_time: 4.0313034058
epoch time: 12.9181833267s, input_fired_time: 0.1967379451, output_fired_time: 0.0000000000, propagate_forward_time: 11.8634643555, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8579807281
validation[          , genome  6990] predictions:    9736/  10000 (97.36%), best:    9756/10000 (97.56%), error:       840.93268, best error:       790.21271 on epoch:    41, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 155.9427642822s, input_fired_time: 2.0376257896, output_fired_time: 1.7380729914, propagate_forward_time: 59.1209640503, propagate_backward_time: 88.5101394653, weight_update_time: 0.1586846262, other_time: 4.5359649658
epoch time: 12.8094158173s, input_fired_time: 0.4412491024, output_fired_time: 0.0000000000, propagate_forward_time: 11.7436170578, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6245498657
validation[          , genome  6990] predictions:    9751/  10000 (97.51%), best:    9756/10000 (97.56%), error:       809.96582, best error:       790.21271 on epoch:    41, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 154.6891632080s, input_fired_time: 1.7854285240, output_fired_time: 1.7247167826, propagate_forward_time: 57.2485580444, propagate_backward_time: 89.6799697876, weight_update_time: 0.1578068733, other_time: 4.2504882813
epoch time: 12.8150386810s, input_fired_time: 0.1893553436, output_fired_time: 0.0000000000, propagate_forward_time: 12.0246896744, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6009941101
validation[          , genome  6990] predictions:    9720/  10000 (97.20%), best:    9756/10000 (97.56%), error:       868.17627, best error:       790.21271 on epoch:    41, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 154.3186950684s, input_fired_time: 2.2724306583, output_fired_time: 2.7189209461, propagate_forward_time: 57.6322784424, propagate_backward_time: 87.7016754150, weight_update_time: 0.4084730148, other_time: 3.9933929443
epoch time: 12.4578504562s, input_fired_time: 0.1866573542, output_fired_time: 0.0000000000, propagate_forward_time: 11.4199028015, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8512907028
validation[          , genome  6990] predictions:    9692/  10000 (96.92%), best:    9756/10000 (97.56%), error:      1086.87097, best error:       790.21271 on epoch:    41, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 155.6435699463s, input_fired_time: 1.7891558409, output_fired_time: 2.9893286228, propagate_forward_time: 57.5680274963, propagate_backward_time: 88.7704238892, weight_update_time: 0.1581161618, other_time: 4.5266342163
epoch time: 12.7312068939s, input_fired_time: 0.1896145046, output_fired_time: 0.0000000000, propagate_forward_time: 11.9469938278, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5945987701
validation[          , genome  6990] predictions:    9725/  10000 (97.25%), best:    9756/10000 (97.56%), error:       892.25360, best error:       790.21271 on epoch:    41, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 119.2221755981s, input_fired_time: 1.6855766773, output_fired_time: 1.3481060266, propagate_forward_time: 43.4446372986, propagate_backward_time: 69.4513092041, weight_update_time: 0.1454971433, other_time: 3.2925415039
epoch time: 7.8543348312s, input_fired_time: 0.1635389924, output_fired_time: 0.0000000000, propagate_forward_time: 7.1630897522, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5277061462
validation[          , genome  6990] predictions:    9752/  10000 (97.52%), best:    9756/10000 (97.56%), error:       817.60870, best error:       790.21271 on epoch:    41, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 98.2437744141s, input_fired_time: 1.3749802113, output_fired_time: 1.2610745430, propagate_forward_time: 36.3674201965, propagate_backward_time: 56.3185348511, weight_update_time: 0.1372546852, other_time: 2.9217643738
epoch time: 8.0196132660s, input_fired_time: 0.1664685011, output_fired_time: 0.0000000000, propagate_forward_time: 7.3088402748, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5443043709
validation[          , genome  6990] predictions:    9674/  10000 (96.74%), best:    9756/10000 (97.56%), error:      1094.17871, best error:       790.21271 on epoch:    41, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 97.7149658203s, input_fired_time: 1.3764138222, output_fired_time: 1.2625209093, propagate_forward_time: 36.2012748718, propagate_backward_time: 55.9545402527, weight_update_time: 0.1374446899, other_time: 2.9202194214
epoch time: 8.0173053741s, input_fired_time: 0.1662723422, output_fired_time: 0.0000000000, propagate_forward_time: 7.3080453873, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5429878235
validation[          , genome  6990] predictions:    9704/  10000 (97.04%), best:    9756/10000 (97.56%), error:       968.78009, best error:       790.21271 on epoch:    41, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 98.5730056763s, input_fired_time: 1.3776568174, output_fired_time: 1.2606337070, propagate_forward_time: 36.4758796692, propagate_backward_time: 56.5444679260, weight_update_time: 0.1386548728, other_time: 2.9143676758
epoch time: 7.8822741508s, input_fired_time: 0.1662840843, output_fired_time: 0.0000000000, propagate_forward_time: 7.1809463501, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5350437164
validation[          , genome  6990] predictions:    9750/  10000 (97.50%), best:    9756/10000 (97.56%), error:       799.03418, best error:       790.21271 on epoch:    41, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 98.9020767212s, input_fired_time: 1.3813852072, output_fired_time: 1.2715667486, propagate_forward_time: 36.5676231384, propagate_backward_time: 56.7692604065, weight_update_time: 0.1376356781, other_time: 2.9122390747
epoch time: 8.1457767487s, input_fired_time: 0.1707070023, output_fired_time: 0.0000000000, propagate_forward_time: 7.4313182831, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5437512398
validation[          , genome  6990] predictions:    9723/  10000 (97.23%), best:    9756/10000 (97.56%), error:       928.78052, best error:       790.21271 on epoch:    41, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 98.8328247070s, input_fired_time: 1.3863331079, output_fired_time: 1.2701110840, propagate_forward_time: 36.6327514648, propagate_backward_time: 56.6285591125, weight_update_time: 0.1374672651, other_time: 2.9150733948
epoch time: 7.9721236229s, input_fired_time: 0.1676233560, output_fired_time: 0.0000000000, propagate_forward_time: 7.2694382668, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5350618362
validation[          , genome  6990] predictions:    9764/  10000 (97.64%), best:    9756/10000 (97.56%), error:       816.08704, best error:       790.21271 on epoch:    41, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 98.3635711670s, input_fired_time: 1.3828210831, output_fired_time: 1.2630155087, propagate_forward_time: 36.4542922974, propagate_backward_time: 56.3530998230, weight_update_time: 0.1373934597, other_time: 2.9103431702
epoch time: 7.9924597740s, input_fired_time: 0.1698573679, output_fired_time: 0.0000000000, propagate_forward_time: 7.2862911224, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5363111496
validation[          , genome  6990] predictions:    9759/  10000 (97.59%), best:    9756/10000 (97.56%), error:       791.83337, best error:       790.21271 on epoch:    41, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 98.9757308960s, input_fired_time: 1.3895447254, output_fired_time: 1.2685669661, propagate_forward_time: 36.6291885376, propagate_backward_time: 56.7686080933, weight_update_time: 0.1387029886, other_time: 2.9198226929
epoch time: 8.0719299316s, input_fired_time: 0.1701333821, output_fired_time: 0.0000000000, propagate_forward_time: 7.3614821434, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5403141975
validation[          , genome  6990] predictions:    9755/  10000 (97.55%), best:    9756/10000 (97.56%), error:       801.01135, best error:       790.21271 on epoch:    41, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 98.5051269531s, input_fired_time: 1.3776049614, output_fired_time: 1.2608714104, propagate_forward_time: 36.3422546387, propagate_backward_time: 56.6013984680, weight_update_time: 0.1379327476, other_time: 2.9230003357
epoch time: 7.9837603569s, input_fired_time: 0.1655445397, output_fired_time: 0.0000000000, propagate_forward_time: 7.2847609520, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5334548950
validation[          , genome  6990] predictions:    9726/  10000 (97.26%), best:    9756/10000 (97.56%), error:       902.89948, best error:       790.21271 on epoch:    41, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 98.7132644653s, input_fired_time: 1.4012494087, output_fired_time: 1.2645069361, propagate_forward_time: 36.5390663147, propagate_backward_time: 56.5923118591, weight_update_time: 0.1382416338, other_time: 2.9161300659
epoch time: 8.1041870117s, input_fired_time: 0.1694184840, output_fired_time: 0.0000000000, propagate_forward_time: 7.3952960968, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5394725800
validation[          , genome  6990] predictions:    9743/  10000 (97.43%), best:    9756/10000 (97.56%), error:       858.55389, best error:       790.21271 on epoch:    41, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 98.6626281738s, input_fired_time: 1.3905344009, output_fired_time: 1.2646123171, propagate_forward_time: 36.4965667725, propagate_backward_time: 56.5844497681, weight_update_time: 0.1378292739, other_time: 2.9264678955
epoch time: 7.9977645874s, input_fired_time: 0.1670861691, output_fired_time: 0.0000000000, propagate_forward_time: 7.2934150696, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5372633934
validation[          , genome  6990] predictions:    9727/  10000 (97.27%), best:    9756/10000 (97.56%), error:       911.49945, best error:       790.21271 on epoch:    41, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 98.1889953613s, input_fired_time: 1.3797489405, output_fired_time: 1.2605130672, propagate_forward_time: 36.2164611816, propagate_backward_time: 56.4241600037, weight_update_time: 0.1368659437, other_time: 2.9081153870
epoch time: 8.1075458527s, input_fired_time: 0.1710281372, output_fired_time: 0.0000000000, propagate_forward_time: 7.3898382187, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5466794968
validation[          , genome  6990] predictions:    9732/  10000 (97.32%), best:    9756/10000 (97.56%), error:       819.89471, best error:       790.21271 on epoch:    41, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 98.0179367065s, input_fired_time: 1.3855959177, output_fired_time: 1.2539960146, propagate_forward_time: 36.2323226929, propagate_backward_time: 56.2328338623, weight_update_time: 0.1384495497, other_time: 2.9131851196
epoch time: 7.9659094810s, input_fired_time: 0.1692914218, output_fired_time: 0.0000000000, propagate_forward_time: 7.2531599998, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5434579849
validation[          , genome  6990] predictions:    9734/  10000 (97.34%), best:    9756/10000 (97.56%), error:       844.61963, best error:       790.21271 on epoch:    41, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 98.4192352295s, input_fired_time: 1.3887441158, output_fired_time: 1.2646543980, propagate_forward_time: 36.5154533386, propagate_backward_time: 56.3306198120, weight_update_time: 0.1380008608, other_time: 2.9197654724
epoch time: 8.0369482040s, input_fired_time: 0.1688105762, output_fired_time: 0.0000000000, propagate_forward_time: 7.3345165253, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5336213112
validation[          , genome  6990] predictions:    9725/  10000 (97.25%), best:    9756/10000 (97.56%), error:       899.04266, best error:       790.21271 on epoch:    41, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 98.7320022583s, input_fired_time: 1.3911606073, output_fired_time: 1.2687842846, propagate_forward_time: 36.5653686523, propagate_backward_time: 56.5808715820, weight_update_time: 0.1384069920, other_time: 2.9258193970
epoch time: 7.9805502892s, input_fired_time: 0.1667773128, output_fired_time: 0.0000000000, propagate_forward_time: 7.2778887749, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5358843803
validation[          , genome  6990] predictions:    9755/  10000 (97.55%), best:    9756/10000 (97.56%), error:       809.10547, best error:       790.21271 on epoch:    41, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 98.8018035889s, input_fired_time: 1.3931262493, output_fired_time: 1.2682099342, propagate_forward_time: 36.5376625061, propagate_backward_time: 56.6786384583, weight_update_time: 0.1393826157, other_time: 2.9241638184
epoch time: 8.1166019440s, input_fired_time: 0.1708324701, output_fired_time: 0.0000000000, propagate_forward_time: 7.4009413719, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5448279381
validation[          , genome  6990] predictions:    9751/  10000 (97.51%), best:    9756/10000 (97.56%), error:       829.98834, best error:       790.21271 on epoch:    41, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 99.0295181274s, input_fired_time: 1.4012391567, output_fired_time: 1.2722344398, propagate_forward_time: 36.6695938110, propagate_backward_time: 56.7593307495, weight_update_time: 0.1409621239, other_time: 2.9271240234
epoch time: 7.9062666893s, input_fired_time: 0.1737148315, output_fired_time: 0.0000000000, propagate_forward_time: 7.2021517754, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5304002762
validation[          , genome  6990] predictions:    9750/  10000 (97.50%), best:    9756/10000 (97.56%), error:       803.16870, best error:       790.21271 on epoch:    41, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 98.8063583374s, input_fired_time: 1.3942688704, output_fired_time: 1.2656744719, propagate_forward_time: 36.6180229187, propagate_backward_time: 56.6023864746, weight_update_time: 0.1380239725, other_time: 2.9260063171
epoch time: 7.9431014061s, input_fired_time: 0.1685206443, output_fired_time: 0.0000000000, propagate_forward_time: 7.2429466248, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5316343307
validation[          , genome  6990] predictions:    9760/  10000 (97.60%), best:    9760/10000 (97.60%), error:       757.38385, best error:       757.38385 on epoch:    76, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 98.9429855347s, input_fired_time: 1.3987846375, output_fired_time: 1.2723735571, propagate_forward_time: 36.6449317932, propagate_backward_time: 56.6910552979, weight_update_time: 0.1386821121, other_time: 2.9358406067
epoch time: 8.0631771088s, input_fired_time: 0.1721231341, output_fired_time: 0.0000000000, propagate_forward_time: 7.3554205894, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5356335640
validation[          , genome  6990] predictions:    9758/  10000 (97.58%), best:    9760/10000 (97.60%), error:       834.27460, best error:       757.38385 on epoch:    76, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 98.9562911987s, input_fired_time: 1.3950093985, output_fired_time: 1.2618012428, propagate_forward_time: 36.7278251648, propagate_backward_time: 56.6200752258, weight_update_time: 0.1431700289, other_time: 2.9515762329
epoch time: 8.0029478073s, input_fired_time: 0.1711116135, output_fired_time: 0.0000000000, propagate_forward_time: 7.2984690666, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5333671570
validation[          , genome  6990] predictions:    9765/  10000 (97.65%), best:    9765/10000 (97.65%), error:       749.57684, best error:       749.57684 on epoch:    78, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 98.4747161865s, input_fired_time: 1.3946719170, output_fired_time: 1.2683387995, propagate_forward_time: 36.4676284790, propagate_backward_time: 56.4354743958, weight_update_time: 0.1376997530, other_time: 2.9086036682
epoch time: 7.9217109680s, input_fired_time: 0.1694231182, output_fired_time: 0.0000000000, propagate_forward_time: 7.2105560303, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5417318344
validation[          , genome  6990] predictions:    9696/  10000 (96.96%), best:    9765/10000 (97.65%), error:       933.29675, best error:       749.57684 on epoch:    78, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 98.1093597412s, input_fired_time: 1.3883786201, output_fired_time: 1.2581602335, propagate_forward_time: 36.3263092041, propagate_backward_time: 56.2353553772, weight_update_time: 0.1373545527, other_time: 2.9011497498
epoch time: 7.9515399933s, input_fired_time: 0.1684561521, output_fired_time: 0.0000000000, propagate_forward_time: 7.2426247597, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5404591560
validation[          , genome  6990] predictions:    9710/  10000 (97.10%), best:    9765/10000 (97.65%), error:       911.53900, best error:       749.57684 on epoch:    78, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 98.4790878296s, input_fired_time: 1.3993400335, output_fired_time: 1.2649002075, propagate_forward_time: 36.5169792175, propagate_backward_time: 56.3794975281, weight_update_time: 0.1381668895, other_time: 2.9183731079
epoch time: 7.9573359489s, input_fired_time: 0.1712232828, output_fired_time: 0.0000000000, propagate_forward_time: 7.2519021034, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5342106819
validation[          , genome  6990] predictions:    9722/  10000 (97.22%), best:    9765/10000 (97.65%), error:       899.77881, best error:       749.57684 on epoch:    78, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 98.6309661865s, input_fired_time: 1.3965179920, output_fired_time: 1.2675583363, propagate_forward_time: 36.5352401733, propagate_backward_time: 56.5135993958, weight_update_time: 0.1391229779, other_time: 2.9180564880
epoch time: 8.1688690186s, input_fired_time: 0.1734301299, output_fired_time: 0.0000000000, propagate_forward_time: 7.4565162659, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5389227867
validation[          , genome  6990] predictions:    9720/  10000 (97.20%), best:    9765/10000 (97.65%), error:       891.30487, best error:       749.57684 on epoch:    78, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 98.4761276245s, input_fired_time: 1.3932770491, output_fired_time: 1.2676844597, propagate_forward_time: 36.4813690186, propagate_backward_time: 56.4123535156, weight_update_time: 0.1383922696, other_time: 2.9214401245
epoch time: 8.0520725250s, input_fired_time: 0.1694937050, output_fired_time: 0.0000000000, propagate_forward_time: 7.3435583115, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5390205383
validation[          , genome  6990] predictions:    9762/  10000 (97.62%), best:    9765/10000 (97.65%), error:       786.76300, best error:       749.57684 on epoch:    78, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 98.9473266602s, input_fired_time: 1.3961237669, output_fired_time: 1.2647480965, propagate_forward_time: 36.7745437622, propagate_backward_time: 56.5863952637, weight_update_time: 0.1390220821, other_time: 2.9255142212
epoch time: 7.9763307571s, input_fired_time: 0.1712565422, output_fired_time: 0.0000000000, propagate_forward_time: 7.2629323006, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5421419144
validation[          , genome  6990] predictions:    9737/  10000 (97.37%), best:    9765/10000 (97.65%), error:       851.99689, best error:       749.57684 on epoch:    78, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 98.0479049683s, input_fired_time: 1.3871032000, output_fired_time: 1.2615356445, propagate_forward_time: 36.1264228821, propagate_backward_time: 56.3565483093, weight_update_time: 0.1373422444, other_time: 2.9162979126
epoch time: 7.7016391754s, input_fired_time: 0.1662789881, output_fired_time: 0.0000000000, propagate_forward_time: 7.0134787560, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5218815804
validation[          , genome  6990] predictions:    9730/  10000 (97.30%), best:    9765/10000 (97.65%), error:       878.93475, best error:       749.57684 on epoch:    78, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 96.1887207031s, input_fired_time: 1.3702571392, output_fired_time: 1.2342640162, propagate_forward_time: 35.3549003601, propagate_backward_time: 55.3390312195, weight_update_time: 0.1358263344, other_time: 2.8902740479
epoch time: 7.7144980431s, input_fired_time: 0.1652357727, output_fired_time: 0.0000000000, propagate_forward_time: 7.0295629501, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5196990967
validation[          , genome  6990] predictions:    9720/  10000 (97.20%), best:    9765/10000 (97.65%), error:       898.63110, best error:       749.57684 on epoch:    78, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 96.7710494995s, input_fired_time: 1.3897973299, output_fired_time: 1.2492673397, propagate_forward_time: 35.6939125061, propagate_backward_time: 55.5358047485, weight_update_time: 0.1374636441, other_time: 2.9022636414
epoch time: 8.1145267487s, input_fired_time: 0.1715008616, output_fired_time: 0.0000000000, propagate_forward_time: 7.3976097107, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5454163551
validation[          , genome  6990] predictions:    9756/  10000 (97.56%), best:    9765/10000 (97.65%), error:       825.14880, best error:       749.57684 on epoch:    78, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 97.3350524902s, input_fired_time: 1.4003143311, output_fired_time: 1.2516949177, propagate_forward_time: 35.8546295166, propagate_backward_time: 55.9091224670, weight_update_time: 0.1399551928, other_time: 2.9192924500
epoch time: 7.8754920959s, input_fired_time: 0.1688049138, output_fired_time: 0.0000000000, propagate_forward_time: 7.1733760834, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5333108902
validation[          , genome  6990] predictions:    9744/  10000 (97.44%), best:    9765/10000 (97.65%), error:       833.72418, best error:       749.57684 on epoch:    78, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 95.7404708862s, input_fired_time: 1.3801612854, output_fired_time: 1.2316908836, propagate_forward_time: 35.3808174133, propagate_backward_time: 54.8731842041, weight_update_time: 0.1351410300, other_time: 2.8746147156
epoch time: 7.7054915428s, input_fired_time: 0.1671650410, output_fired_time: 0.0000000000, propagate_forward_time: 7.0125141144, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5258121490
validation[          , genome  6990] predictions:    9743/  10000 (97.43%), best:    9765/10000 (97.65%), error:       871.57648, best error:       749.57684 on epoch:    78, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 96.1215438843s, input_fired_time: 1.3802458048, output_fired_time: 1.2363281250, propagate_forward_time: 35.4269790649, propagate_backward_time: 55.1789398193, weight_update_time: 0.1359323412, other_time: 2.8990478516
epoch time: 7.7416200638s, input_fired_time: 0.1683945954, output_fired_time: 0.0000000000, propagate_forward_time: 7.0470852852, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5261402130
validation[          , genome  6990] predictions:    9717/  10000 (97.17%), best:    9765/10000 (97.65%), error:       916.21094, best error:       749.57684 on epoch:    78, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 96.7466583252s, input_fired_time: 1.3766465187, output_fired_time: 1.2457554340, propagate_forward_time: 35.6000976563, propagate_backward_time: 55.6173324585, weight_update_time: 0.1375404447, other_time: 2.9068222046
epoch time: 7.6788172722s, input_fired_time: 0.1685958952, output_fired_time: 0.0000000000, propagate_forward_time: 6.9781332016, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5320882797
validation[          , genome  6990] predictions:    9745/  10000 (97.45%), best:    9765/10000 (97.65%), error:       814.47253, best error:       749.57684 on epoch:    78, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 96.2927246094s, input_fired_time: 1.3863230944, output_fired_time: 1.2415924072, propagate_forward_time: 35.4614601135, propagate_backward_time: 55.3115882874, weight_update_time: 0.1353043914, other_time: 2.8917617798
epoch time: 7.8426594734s, input_fired_time: 0.1691219360, output_fired_time: 0.0000000000, propagate_forward_time: 7.1467628479, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5267748833
validation[          , genome  6990] predictions:    9743/  10000 (97.43%), best:    9765/10000 (97.65%), error:       795.55121, best error:       749.57684 on epoch:    78, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 96.3801803589s, input_fired_time: 1.3796058893, output_fired_time: 1.2394866943, propagate_forward_time: 35.4681053162, propagate_backward_time: 55.3871726990, weight_update_time: 0.1370861232, other_time: 2.9058074951
epoch time: 7.7931847572s, input_fired_time: 0.1685467809, output_fired_time: 0.0000000000, propagate_forward_time: 7.0894174576, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5352206230
validation[          , genome  6990] predictions:    9743/  10000 (97.43%), best:    9765/10000 (97.65%), error:       812.11633, best error:       749.57684 on epoch:    78, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 142.2926940918s, input_fired_time: 1.7382043600, output_fired_time: 1.6492364407, propagate_forward_time: 54.4948081970, propagate_backward_time: 80.0363998413, weight_update_time: 0.1508999467, other_time: 4.3740463257
epoch time: 12.1899929047s, input_fired_time: 0.1882296801, output_fired_time: 0.0000000000, propagate_forward_time: 10.9173173904, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.0844459534
validation[          , genome  6990] predictions:    9732/  10000 (97.32%), best:    9765/10000 (97.65%), error:       818.65088, best error:       749.57684 on epoch:    78, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 146.5410308838s, input_fired_time: 2.2479479313, output_fired_time: 1.4029134512, propagate_forward_time: 52.6969146729, propagate_backward_time: 84.7929382324, weight_update_time: 0.1523842067, other_time: 5.4003143311
epoch time: 12.1612854004s, input_fired_time: 0.1881036460, output_fired_time: 0.0000000000, propagate_forward_time: 11.1351976395, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8379840851
validation[          , genome  6990] predictions:    9742/  10000 (97.42%), best:    9765/10000 (97.65%), error:       812.91895, best error:       749.57684 on epoch:    78, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 147.8768463135s, input_fired_time: 2.2525532246, output_fired_time: 1.9206337929, propagate_forward_time: 56.0855484009, propagate_backward_time: 83.7075729370, weight_update_time: 0.1522888988, other_time: 3.9105377197
epoch time: 12.0178937912s, input_fired_time: 0.1832490265, output_fired_time: 0.0000000000, propagate_forward_time: 11.0054950714, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8291492462
validation[          , genome  6990] predictions:    9719/  10000 (97.19%), best:    9765/10000 (97.65%), error:       870.74585, best error:       749.57684 on epoch:    78, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 147.4040832520s, input_fired_time: 1.7479554415, output_fired_time: 2.9163026810, propagate_forward_time: 56.5714302063, propagate_backward_time: 82.2678451538, weight_update_time: 0.1529552788, other_time: 3.9005508423
epoch time: 12.1206512451s, input_fired_time: 0.1897431016, output_fired_time: 0.0000000000, propagate_forward_time: 11.3505020142, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5804061890
validation[          , genome  6990] predictions:    9760/  10000 (97.60%), best:    9765/10000 (97.65%), error:       776.85181, best error:       749.57684 on epoch:    78, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 148.4974670410s, input_fired_time: 2.0025434494, output_fired_time: 1.9130835533, propagate_forward_time: 55.1068305969, propagate_backward_time: 85.0477981567, weight_update_time: 0.1530212909, other_time: 4.4272079468
epoch time: 12.3665380478s, input_fired_time: 0.1875382215, output_fired_time: 0.0000000000, propagate_forward_time: 11.3424444199, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8365554810
validation[          , genome  6990] predictions:    9726/  10000 (97.26%), best:    9765/10000 (97.65%), error:       849.93756, best error:       749.57684 on epoch:    78, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 146.3105468750s, input_fired_time: 1.9873436689, output_fired_time: 1.8965559006, propagate_forward_time: 55.9758949280, propagate_backward_time: 81.8111572266, weight_update_time: 0.1525634229, other_time: 4.6395874023
epoch time: 12.2054891586s, input_fired_time: 0.4391738474, output_fired_time: 0.0000000000, propagate_forward_time: 11.1746883392, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5916271210
validation[          , genome  6990] predictions:    9740/  10000 (97.40%), best:    9765/10000 (97.65%), error:       840.38293, best error:       749.57684 on epoch:    78, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 147.0989685059s, input_fired_time: 2.2472071648, output_fired_time: 2.1581056118, propagate_forward_time: 55.6279067993, propagate_backward_time: 82.6699218750, weight_update_time: 0.1520230472, other_time: 4.3958206177
epoch time: 11.9424648285s, input_fired_time: 0.4334880412, output_fired_time: 0.0000000000, propagate_forward_time: 10.9298620224, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5791149139
validation[          , genome  6990] predictions:    9731/  10000 (97.31%), best:    9765/10000 (97.65%), error:       842.13135, best error:       749.57684 on epoch:    78, 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: 60.2351875305s, input_fired_time: 0.9266695380, output_fired_time: 0.0000000000, propagate_forward_time: 55.5795478821, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7289695740
best training[          , genome  6990] predictions:   49517/  50000 (99.03%), best:    9765/10000 (97.65%), error:      1803.46912, best error:       749.57684 on epoch:    78, 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: 11.9652214050s, input_fired_time: 0.1840213537, output_fired_time: 0.0000000000, propagate_forward_time: 11.1996488571, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5815515518
   testing[          , genome  6990] predictions:    9801/  10000 (98.01%), best:    9765/10000 (97.65%), error:       670.98505, best error:       749.57684 on epoch:    78, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
08:19:41 (5316): called boinc_finish(0)

</stderr_txt>
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