Nameexact_genome_1512568488_42_6894_1
Workunit2605731
Created7 Dec 2017, 22:35:13 UTC
Sent7 Dec 2017, 22:42:12 UTC
Report deadline20 Dec 2017, 16:46:04 UTC
Received9 Dec 2017, 4:31:34 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID57992
Run time4 hours 17 min 46 sec
CPU time4 hours 5 min 22 sec
Validate stateValid
Credit3,188.17
Device peak FLOPS3.45 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34

Stderr output

<core_client_version>7.0.80</core_client_version>
<![CDATA[
<stderr_txt>
me: 134.3392333984, propagate_backward_time: 214.8604583740, weight_update_time: 0.2456068844, other_time: 4.9233245850
epoch time: 29.6966037750s, input_fired_time: 0.2412092835, output_fired_time: 0.0000000000, propagate_forward_time: 25.6063747406, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.8490200043
validation[          , genome  6894] predictions:    9770/  10000 (97.70%), best:    9786/10000 (97.86%), error:       750.46893, best error:       726.32922 on epoch:    16, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 372.8648071289s, input_fired_time: 4.9467329979, output_fired_time: 1.6137086153, propagate_forward_time: 120.3825531006, propagate_backward_time: 234.7530517578, weight_update_time: 0.2513292432, other_time: 11.1687469482
epoch time: 25.3661365509s, input_fired_time: 0.2116186768, output_fired_time: 0.0000000000, propagate_forward_time: 24.4935970306, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6609210968
validation[          , genome  6894] predictions:    9750/  10000 (97.50%), best:    9786/10000 (97.86%), error:       794.86938, best error:       726.32922 on epoch:    16, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 353.5543518066s, input_fired_time: 3.8871264458, output_fired_time: 1.5494768620, propagate_forward_time: 112.2298431396, propagate_backward_time: 224.9567565918, weight_update_time: 0.2665492296, other_time: 10.9311676025
epoch time: 23.7944068909s, input_fired_time: 0.2090307772, output_fired_time: 0.0000000000, propagate_forward_time: 20.9327602386, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6526165009
validation[          , genome  6894] predictions:    9763/  10000 (97.63%), best:    9786/10000 (97.86%), error:       776.36261, best error:       726.32922 on epoch:    16, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 352.5517578125s, input_fired_time: 5.8984627724, output_fired_time: 3.5734188557, propagate_forward_time: 110.0771636963, propagate_backward_time: 227.2585296631, weight_update_time: 0.2626400590, other_time: 5.7441711426
epoch time: 25.0875778198s, input_fired_time: 0.2210935950, output_fired_time: 0.0000000000, propagate_forward_time: 24.1783885956, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6880950928
validation[          , genome  6894] predictions:    9787/  10000 (97.87%), best:    9787/10000 (97.87%), error:       712.96912, best error:       712.96912 on epoch:    24, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 353.6536560059s, input_fired_time: 7.9130883217, output_fired_time: 3.5344710350, propagate_forward_time: 104.1780014038, propagate_backward_time: 233.2719573975, weight_update_time: 0.2665319443, other_time: 4.7561187744
epoch time: 29.7519207001s, input_fired_time: 0.2457026243, output_fired_time: 0.0000000000, propagate_forward_time: 26.7136039734, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7926139832
validation[          , genome  6894] predictions:    9740/  10000 (97.40%), best:    9787/10000 (97.87%), error:       804.28625, best error:       712.96912 on epoch:    24, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 380.2252807617s, input_fired_time: 4.0528178215, output_fired_time: 2.7365291119, propagate_forward_time: 120.4228363037, propagate_backward_time: 235.9404449463, weight_update_time: 0.3051392734, other_time: 17.0726318359
epoch time: 30.1024494171s, input_fired_time: 1.3014489412, output_fired_time: 0.0000000000, propagate_forward_time: 27.9362277985, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8647727966
validation[          , genome  6894] predictions:    9780/  10000 (97.80%), best:    9787/10000 (97.87%), error:       719.02032, best error:       712.96912 on epoch:    24, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 380.6151428223s, input_fired_time: 2.0469520092, output_fired_time: 5.6648454666, propagate_forward_time: 113.0181427002, propagate_backward_time: 252.6967468262, weight_update_time: 0.2955460250, other_time: 7.1884460449
epoch time: 33.9506912231s, input_fired_time: 0.2098807693, output_fired_time: 0.0000000000, propagate_forward_time: 31.0731563568, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6676540375
validation[          , genome  6894] predictions:    9772/  10000 (97.72%), best:    9787/10000 (97.87%), error:       734.39288, best error:       712.96912 on epoch:    24, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 340.2718505859s, input_fired_time: 1.8274451494, output_fired_time: 5.4372096062, propagate_forward_time: 93.4305267334, propagate_backward_time: 217.2519836426, weight_update_time: 0.2966299653, other_time: 22.3246917725
epoch time: 22.7872734070s, input_fired_time: 0.2075309455, output_fired_time: 0.0000000000, propagate_forward_time: 21.9417362213, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6380062103
validation[          , genome  6894] predictions:    9748/  10000 (97.48%), best:    9787/10000 (97.87%), error:       771.03046, best error:       712.96912 on epoch:    24, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 371.0218200684s, input_fired_time: 4.8764953613, output_fired_time: 1.5371637344, propagate_forward_time: 121.8161239624, propagate_backward_time: 229.0706634521, weight_update_time: 4.3389644623, other_time: 13.7213592529
epoch time: 24.8738975525s, input_fired_time: 0.2194891274, output_fired_time: 0.0000000000, propagate_forward_time: 21.9592189789, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6951885223
validation[          , genome  6894] predictions:    9751/  10000 (97.51%), best:    9787/10000 (97.87%), error:       749.51782, best error:       712.96912 on epoch:    24, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

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_42_6894.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_42_6894_1_r502894928_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: 0.884827
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.00268298
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 0.000107319
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: 30
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 24
read number_validation_images: 10000
read best_validation_predictions: 9787
read best_validation_error: 712.969
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: 6894
read normal distribution: '1 0 0'
generator_str: '1506592656'
read generator: 1506592656
read generated_by_map:
1 crossover 1
reading 39 nodes.
reading 113 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: 342.793548583984s, input_fired_time: 1.84330272674561, output_fired_time: 7.44787979125977, propagate_forward_time: 101.366142272949, propagate_backward_time: 223.509002685547, weight_update_time: 0.310596615076065, other_time: 8.62722778320313
epoch time: 26.0796928405762s, input_fired_time: 0.214615806937218, output_fired_time: 0, propagate_forward_time: 22.1886863708496, propagate_backward_time: 0, weight_update_time: 0, other_time: 3.6763916015625
validation[          , genome  6894] predictions:    9753/  10000 (97.53%), best:    9787/10000 (97.87%), error:       769.87238, best error:       712.96912 on epoch:    24, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 360.2338562012s, input_fired_time: 2.9455778599, output_fired_time: 1.6030060053, propagate_forward_time: 136.0618743896, propagate_backward_time: 214.6990509033, weight_update_time: 0.3420507014, other_time: 4.9243469238
epoch time: 25.2659492493s, input_fired_time: 0.2232521325, output_fired_time: 0.0000000000, propagate_forward_time: 24.3644523621, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6782455444
validation[          , genome  6894] predictions:    9760/  10000 (97.60%), best:    9787/10000 (97.87%), error:       766.20844, best error:       712.96912 on epoch:    24, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 372.4317321777s, input_fired_time: 5.0211873055, output_fired_time: 3.6797025204, propagate_forward_time: 112.5549621582, propagate_backward_time: 242.0500640869, weight_update_time: 0.3563735783, other_time: 9.1258392334
epoch time: 25.5013790131s, input_fired_time: 0.2337697744, output_fired_time: 0.0000000000, propagate_forward_time: 24.5579643250, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7096443176
validation[          , genome  6894] predictions:    9789/  10000 (97.89%), best:    9789/10000 (97.89%), error:       677.87189, best error:       677.87189 on epoch:    32, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 369.7607727051s, input_fired_time: 3.0141003132, output_fired_time: 1.6545897722, propagate_forward_time: 133.1195831299, propagate_backward_time: 222.7582244873, weight_update_time: 0.3557824790, other_time: 9.2142639160
epoch time: 25.3388481140s, input_fired_time: 0.2253253162, output_fired_time: 0.0000000000, propagate_forward_time: 24.4344196320, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6791038513
validation[          , genome  6894] predictions:    9800/  10000 (98.00%), best:    9789/10000 (97.89%), error:       681.92413, best error:       677.87189 on epoch:    32, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 360.9255371094s, input_fired_time: 8.0223550797, output_fired_time: 3.6134066582, propagate_forward_time: 120.2458496094, propagate_backward_time: 220.0141754150, weight_update_time: 0.3586703241, other_time: 9.0297393799
epoch time: 25.0100688934s, input_fired_time: 0.2242586464, output_fired_time: 0.0000000000, propagate_forward_time: 24.1179847717, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6678256989
validation[          , genome  6894] predictions:    9786/  10000 (97.86%), best:    9789/10000 (97.89%), error:       684.57336, best error:       677.87189 on epoch:    32, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 367.0282287598s, input_fired_time: 3.9655265808, output_fired_time: 9.5470571518, propagate_forward_time: 123.3825759888, propagate_backward_time: 220.1596374512, weight_update_time: 1.3456699848, other_time: 9.9734497070
epoch time: 27.5616436005s, input_fired_time: 1.2388426065, output_fired_time: 0.0000000000, propagate_forward_time: 22.6760578156, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6467437744
validation[          , genome  6894] predictions:    9780/  10000 (97.80%), best:    9789/10000 (97.89%), error:       693.03394, best error:       677.87189 on epoch:    32, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 341.8869323730s, input_fired_time: 9.8688659668, output_fired_time: 1.4943244457, propagate_forward_time: 111.3293685913, propagate_backward_time: 211.4667663574, weight_update_time: 0.3276189566, other_time: 7.7276000977
epoch time: 27.6501407623s, input_fired_time: 0.2304468751, output_fired_time: 0.0000000000, propagate_forward_time: 24.7028522491, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.7168407440
validation[          , genome  6894] predictions:    9779/  10000 (97.79%), best:    9789/10000 (97.89%), error:       703.56293, best error:       677.87189 on epoch:    32, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 361.1789855957s, input_fired_time: 1.9629106522, output_fired_time: 1.5677440166, propagate_forward_time: 142.5105590820, propagate_backward_time: 208.2586975098, weight_update_time: 0.3363766372, other_time: 6.8790588379
epoch time: 25.0314598083s, input_fired_time: 0.2151719481, output_fired_time: 0.0000000000, propagate_forward_time: 24.1499118805, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6663761139
validation[          , genome  6894] predictions:    9719/  10000 (97.19%), best:    9789/10000 (97.89%), error:       950.54321, best error:       677.87189 on epoch:    32, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 356.2057800293s, input_fired_time: 3.9000978470, output_fired_time: 2.6043124199, propagate_forward_time: 108.1813201904, propagate_backward_time: 231.5522308350, weight_update_time: 0.3531979024, other_time: 9.9678344727
epoch time: 24.8026065826s, input_fired_time: 0.2174018174, output_fired_time: 0.0000000000, propagate_forward_time: 21.9208450317, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6643600464
validation[          , genome  6894] predictions:    9750/  10000 (97.50%), best:    9789/10000 (97.89%), error:       765.66272, best error:       677.87189 on epoch:    32, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 381.6342468262s, input_fired_time: 5.0490074158, output_fired_time: 6.7243375778, propagate_forward_time: 107.8328399658, propagate_backward_time: 254.7469329834, weight_update_time: 0.3704473674, other_time: 7.2811431885
epoch time: 27.9436664581s, input_fired_time: 0.2377334684, output_fired_time: 0.0000000000, propagate_forward_time: 26.9511070251, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7548255920
validation[          , genome  6894] predictions:    9765/  10000 (97.65%), best:    9789/10000 (97.89%), error:       731.19482, best error:       677.87189 on epoch:    32, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 363.8487243652s, input_fired_time: 6.0071997643, output_fired_time: 3.5268573761, propagate_forward_time: 112.3268661499, propagate_backward_time: 232.9703674316, weight_update_time: 0.3426885903, other_time: 9.0174255371
epoch time: 25.6065940857s, input_fired_time: 0.2363760620, output_fired_time: 0.0000000000, propagate_forward_time: 24.6532459259, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7169723511
validation[          , genome  6894] predictions:    9743/  10000 (97.43%), best:    9789/10000 (97.89%), error:       818.89978, best error:       677.87189 on epoch:    32, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 356.8911437988s, input_fired_time: 7.9060206413, output_fired_time: 2.5054597855, propagate_forward_time: 114.2641296387, propagate_backward_time: 221.2477722168, weight_update_time: 2.3793435097, other_time: 10.9677734375
epoch time: 26.9043884277s, input_fired_time: 0.2301284075, output_fired_time: 0.0000000000, propagate_forward_time: 25.9648418427, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7094173431
validation[          , genome  6894] predictions:    9808/  10000 (98.08%), best:    9808/10000 (98.08%), error:       648.85132, best error:       648.85132 on epoch:    41, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 363.3862609863s, input_fired_time: 1.9008200169, output_fired_time: 5.6037197113, propagate_forward_time: 129.5186920166, propagate_backward_time: 213.3936920166, weight_update_time: 0.3484992981, other_time: 12.9693298340
epoch time: 25.8595638275s, input_fired_time: 0.2380629629, output_fired_time: 0.0000000000, propagate_forward_time: 21.8778095245, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7436904907
validation[          , genome  6894] predictions:    9792/  10000 (97.92%), best:    9808/10000 (98.08%), error:       683.83118, best error:       648.85132 on epoch:    41, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 388.0108032227s, input_fired_time: 6.0442843437, output_fired_time: 6.8221316338, propagate_forward_time: 146.9203033447, propagate_backward_time: 213.6883544922, weight_update_time: 0.3835843503, other_time: 14.5357208252
epoch time: 25.1724586487s, input_fired_time: 0.2199648321, output_fired_time: 0.0000000000, propagate_forward_time: 22.3617649078, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5907287598
validation[          , genome  6894] predictions:    9765/  10000 (97.65%), best:    9808/10000 (98.08%), error:       738.32922, best error:       648.85132 on epoch:    41, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 351.0484008789s, input_fired_time: 7.8617415428, output_fired_time: 3.5171017647, propagate_forward_time: 141.4885711670, propagate_backward_time: 186.4238739014, weight_update_time: 2.3524827957, other_time: 11.7571105957
epoch time: 24.8827514648s, input_fired_time: 0.2122596949, output_fired_time: 0.0000000000, propagate_forward_time: 22.0237655640, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6467266083
validation[          , genome  6894] predictions:    9795/  10000 (97.95%), best:    9808/10000 (98.08%), error:       690.95856, best error:       648.85132 on epoch:    41, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 338.1041564941s, input_fired_time: 4.8240804672, output_fired_time: 3.4885692596, propagate_forward_time: 134.2140808105, propagate_backward_time: 187.9111480713, weight_update_time: 1.3329807520, other_time: 7.6663055420
epoch time: 29.5976772308s, input_fired_time: 0.2630208135, output_fired_time: 0.0000000000, propagate_forward_time: 26.6389560699, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6956996918
validation[          , genome  6894] predictions:    9757/  10000 (97.57%), best:    9808/10000 (98.08%), error:       808.97717, best error:       648.85132 on epoch:    41, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 408.8042297363s, input_fired_time: 2.3259978294, output_fired_time: 4.7527952194, propagate_forward_time: 170.4375915527, propagate_backward_time: 221.9716796875, weight_update_time: 0.3914442956, other_time: 9.3161621094
epoch time: 34.0865478516s, input_fired_time: 0.2205996066, output_fired_time: 0.0000000000, propagate_forward_time: 33.2027359009, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6632118225
validation[          , genome  6894] predictions:    9799/  10000 (97.99%), best:    9808/10000 (98.08%), error:       665.71246, best error:       648.85132 on epoch:    41, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 353.3379821777s, input_fired_time: 5.7424497604, output_fired_time: 5.5179982185, propagate_forward_time: 110.7362518311, propagate_backward_time: 225.6255798340, weight_update_time: 0.3383840621, other_time: 5.7156829834
epoch time: 24.8309936523s, input_fired_time: 2.1242547035, output_fired_time: 0.0000000000, propagate_forward_time: 20.0439643860, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6627750397
validation[          , genome  6894] predictions:    9791/  10000 (97.91%), best:    9808/10000 (98.08%), error:       687.32416, best error:       648.85132 on epoch:    41, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 355.2241210938s, input_fired_time: 8.0406398773, output_fired_time: 6.6337237358, propagate_forward_time: 119.2726745605, propagate_backward_time: 216.1891326904, weight_update_time: 0.3537455499, other_time: 5.0879364014
epoch time: 27.3285770416s, input_fired_time: 0.2846045792, output_fired_time: 0.0000000000, propagate_forward_time: 25.2460098267, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.7979621887
validation[          , genome  6894] predictions:    9775/  10000 (97.75%), best:    9808/10000 (98.08%), error:       731.10162, best error:       648.85132 on epoch:    41, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 370.0150146484s, input_fired_time: 4.0583243370, output_fired_time: 2.7512750626, propagate_forward_time: 97.7660293579, propagate_backward_time: 255.0765686035, weight_update_time: 0.3763397038, other_time: 10.3628234863
epoch time: 25.5154933929s, input_fired_time: 0.2355194986, output_fired_time: 0.0000000000, propagate_forward_time: 24.5744667053, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7055072784
validation[          , genome  6894] predictions:    9761/  10000 (97.61%), best:    9808/10000 (98.08%), error:       782.55237, best error:       648.85132 on epoch:    41, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 343.5491638184s, input_fired_time: 2.8443458080, output_fired_time: 2.5301198959, propagate_forward_time: 104.8010559082, propagate_backward_time: 223.7190399170, weight_update_time: 2.2511641979, other_time: 9.6545867920
epoch time: 25.0031871796s, input_fired_time: 0.2122464478, output_fired_time: 0.0000000000, propagate_forward_time: 23.1408748627, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6500663757
validation[          , genome  6894] predictions:    9782/  10000 (97.82%), best:    9808/10000 (98.08%), error:       675.89886, best error:       648.85132 on epoch:    41, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 339.3969116211s, input_fired_time: 1.8063267469, output_fired_time: 3.4953222275, propagate_forward_time: 107.0844497681, propagate_backward_time: 219.3467864990, weight_update_time: 0.3293221295, other_time: 7.6640167236
epoch time: 24.7949485779s, input_fired_time: 0.2097671330, output_fired_time: 0.0000000000, propagate_forward_time: 21.9414577484, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6437244415
validation[          , genome  6894] predictions:    9768/  10000 (97.68%), best:    9808/10000 (98.08%), error:       792.05347, best error:       648.85132 on epoch:    41, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 338.1772460938s, input_fired_time: 5.8189382553, output_fired_time: 3.4825217724, propagate_forward_time: 108.6980133057, propagate_backward_time: 210.6174011230, weight_update_time: 0.3262952566, other_time: 9.5603790283
epoch time: 24.7539024353s, input_fired_time: 0.2114405781, output_fired_time: 0.0000000000, propagate_forward_time: 20.8839855194, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.6584758759
validation[          , genome  6894] predictions:    9758/  10000 (97.58%), best:    9808/10000 (98.08%), error:       777.42389, best error:       648.85132 on epoch:    41, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 342.1750488281s, input_fired_time: 4.8100886345, output_fired_time: 1.5028921366, propagate_forward_time: 113.2662048340, propagate_backward_time: 217.9511566162, weight_update_time: 0.3273841739, other_time: 4.6446990967
epoch time: 24.8831310272s, input_fired_time: 1.2154352665, output_fired_time: 0.0000000000, propagate_forward_time: 22.0252456665, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6424503326
validation[          , genome  6894] predictions:    9771/  10000 (97.71%), best:    9808/10000 (98.08%), error:       743.97614, best error:       648.85132 on epoch:    41, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 337.9920043945s, input_fired_time: 3.8301374912, output_fired_time: 3.5027227402, propagate_forward_time: 96.5076751709, propagate_backward_time: 225.4816284180, weight_update_time: 0.3329756558, other_time: 8.6698455811
epoch time: 24.9675903320s, input_fired_time: 0.2111303061, output_fired_time: 0.0000000000, propagate_forward_time: 23.1176166534, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6388435364
validation[          , genome  6894] predictions:    9768/  10000 (97.68%), best:    9808/10000 (98.08%), error:       720.36340, best error:       648.85132 on epoch:    41, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 337.5147705078s, input_fired_time: 1.7899165154, output_fired_time: 1.4852725267, propagate_forward_time: 124.9589767456, propagate_backward_time: 201.6302795410, weight_update_time: 0.3258307576, other_time: 7.6503295898
epoch time: 22.8663597107s, input_fired_time: 0.2103064209, output_fired_time: 0.0000000000, propagate_forward_time: 22.0228214264, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6332321167
validation[          , genome  6894] predictions:    9766/  10000 (97.66%), best:    9808/10000 (98.08%), error:       736.90631, best error:       648.85132 on epoch:    41, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 338.5265502930s, input_fired_time: 1.7994785309, output_fired_time: 3.4900465012, propagate_forward_time: 108.0296020508, propagate_backward_time: 218.5625457764, weight_update_time: 0.3269604743, other_time: 6.6448822021
epoch time: 23.7538566589s, input_fired_time: 0.2078211457, output_fired_time: 0.0000000000, propagate_forward_time: 19.9988708496, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.5471649170
validation[          , genome  6894] predictions:    9766/  10000 (97.66%), best:    9808/10000 (98.08%), error:       777.99512, best error:       648.85132 on epoch:    41, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 342.5126342773s, input_fired_time: 6.8501663208, output_fired_time: 1.5012766123, propagate_forward_time: 106.5595397949, propagate_backward_time: 218.9055786133, weight_update_time: 2.3374044895, other_time: 8.6960754395
epoch time: 24.7462902069s, input_fired_time: 0.2107019871, output_fired_time: 0.0000000000, propagate_forward_time: 19.8783626556, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6572246552
validation[          , genome  6894] predictions:    9754/  10000 (97.54%), best:    9808/10000 (98.08%), error:       765.60651, best error:       648.85132 on epoch:    41, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 332.6506347656s, input_fired_time: 4.7279586792, output_fired_time: 5.5057797432, propagate_forward_time: 98.1957931519, propagate_backward_time: 213.5437774658, weight_update_time: 0.3277647495, other_time: 10.6773223877
epoch time: 24.9496345520s, input_fired_time: 0.2103596181, output_fired_time: 0.0000000000, propagate_forward_time: 24.1047267914, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6345481873
validation[          , genome  6894] predictions:    9704/  10000 (97.04%), best:    9808/10000 (98.08%), error:       980.60352, best error:       648.85132 on epoch:    41, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 337.9849853516s, input_fired_time: 3.8005354404, output_fired_time: 2.4734301567, propagate_forward_time: 119.4271774292, propagate_backward_time: 203.6488800049, weight_update_time: 0.3242662549, other_time: 8.6349639893
epoch time: 22.8250312805s, input_fired_time: 0.2091169804, output_fired_time: 0.0000000000, propagate_forward_time: 21.9882164001, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6276969910
validation[          , genome  6894] predictions:    9775/  10000 (97.75%), best:    9808/10000 (98.08%), error:       696.82849, best error:       648.85132 on epoch:    41, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 336.8512878418s, input_fired_time: 3.8425271511, output_fired_time: 2.4798226357, propagate_forward_time: 121.0162200928, propagate_backward_time: 198.9330902100, weight_update_time: 2.3481905460, other_time: 10.5796203613
epoch time: 24.8424930573s, input_fired_time: 0.2150301188, output_fired_time: 0.0000000000, propagate_forward_time: 23.9744873047, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6529750824
validation[          , genome  6894] predictions:    9760/  10000 (97.60%), best:    9808/10000 (98.08%), error:       758.62573, best error:       648.85132 on epoch:    41, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 345.4262084961s, input_fired_time: 7.8235921860, output_fired_time: 3.5015678406, propagate_forward_time: 109.8594894409, propagate_backward_time: 217.5733337402, weight_update_time: 0.3588202596, other_time: 6.6682434082
epoch time: 22.8931236267s, input_fired_time: 0.2106116563, output_fired_time: 0.0000000000, propagate_forward_time: 21.0446109772, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6379013062
validation[          , genome  6894] predictions:    9780/  10000 (97.80%), best:    9808/10000 (98.08%), error:       707.24963, best error:       648.85132 on epoch:    41, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 362.4705810547s, input_fired_time: 3.8450565338, output_fired_time: 7.5358033180, propagate_forward_time: 136.0071105957, propagate_backward_time: 207.3707427979, weight_update_time: 0.3411558867, other_time: 7.7118682861
epoch time: 27.0696029663s, input_fired_time: 0.2181843519, output_fired_time: 0.0000000000, propagate_forward_time: 26.1978721619, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6535472870
validation[          , genome  6894] predictions:    9767/  10000 (97.67%), best:    9808/10000 (98.08%), error:       747.91650, best error:       648.85132 on epoch:    41, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 340.3423767090s, input_fired_time: 2.8227922916, output_fired_time: 5.5145893097, propagate_forward_time: 113.2527542114, propagate_backward_time: 213.0351409912, weight_update_time: 0.3290036619, other_time: 5.7171173096
epoch time: 24.8013057709s, input_fired_time: 0.2108871639, output_fired_time: 0.0000000000, propagate_forward_time: 19.9331321716, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6572856903
validation[          , genome  6894] predictions:    9763/  10000 (97.63%), best:    9808/10000 (98.08%), error:       795.00464, best error:       648.85132 on epoch:    41, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 352.4516601563s, input_fired_time: 5.8454108238, output_fired_time: 6.4248685837, propagate_forward_time: 104.5306243896, propagate_backward_time: 220.8280639648, weight_update_time: 5.4068117142, other_time: 14.8227081299
epoch time: 25.2528553009s, input_fired_time: 3.2359616756, output_fired_time: 0.0000000000, propagate_forward_time: 19.3305110931, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6863822937
validation[          , genome  6894] predictions:    9773/  10000 (97.73%), best:    9808/10000 (98.08%), error:       724.94989, best error:       648.85132 on epoch:    41, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 360.3471374512s, input_fired_time: 2.8694036007, output_fired_time: 4.5848736763, propagate_forward_time: 115.3254776001, propagate_backward_time: 231.7265930176, weight_update_time: 0.3365287185, other_time: 5.8407897949
epoch time: 24.7828273773s, input_fired_time: 0.2112102807, output_fired_time: 0.0000000000, propagate_forward_time: 22.9238281250, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6477890015
validation[          , genome  6894] predictions:    9790/  10000 (97.90%), best:    9808/10000 (98.08%), error:       678.52966, best error:       648.85132 on epoch:    41, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 355.4135742188s, input_fired_time: 1.8942483664, output_fired_time: 4.5755839348, propagate_forward_time: 123.3528671265, propagate_backward_time: 213.7049713135, weight_update_time: 2.3597416878, other_time: 11.8858795166
epoch time: 24.8239307404s, input_fired_time: 0.2156440914, output_fired_time: 0.0000000000, propagate_forward_time: 21.9542179108, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6540679932
validation[          , genome  6894] predictions:    9788/  10000 (97.88%), best:    9808/10000 (98.08%), error:       683.80713, best error:       648.85132 on epoch:    41, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 354.1595764160s, input_fired_time: 2.9235506058, output_fired_time: 1.5619097948, propagate_forward_time: 116.9440460205, propagate_backward_time: 223.0316619873, weight_update_time: 0.3540051579, other_time: 9.6983947754
epoch time: 29.8306331635s, input_fired_time: 0.2470989227, output_fired_time: 0.0000000000, propagate_forward_time: 28.7656631470, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.8178710938
validation[          , genome  6894] predictions:    9779/  10000 (97.79%), best:    9808/10000 (98.08%), error:       733.87134, best error:       648.85132 on epoch:    41, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 388.9977722168s, input_fired_time: 6.0034217834, output_fired_time: 4.6600575447, propagate_forward_time: 120.5056762695, propagate_backward_time: 247.7342376709, weight_update_time: 0.3691504300, other_time: 10.0943756104
epoch time: 28.0755863190s, input_fired_time: 0.2489838600, output_fired_time: 0.0000000000, propagate_forward_time: 27.0403366089, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7862663269
validation[          , genome  6894] predictions:    9704/  10000 (97.04%), best:    9808/10000 (98.08%), error:       935.72968, best error:       648.85132 on epoch:    41, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 359.9278564453s, input_fired_time: 4.9861478806, output_fired_time: 1.5748142004, propagate_forward_time: 120.2822647095, propagate_backward_time: 214.1950225830, weight_update_time: 0.3709637225, other_time: 18.8896026611
epoch time: 25.6497516632s, input_fired_time: 0.2311843783, output_fired_time: 0.0000000000, propagate_forward_time: 24.6811981201, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7373695374
validation[          , genome  6894] predictions:    9784/  10000 (97.84%), best:    9808/10000 (98.08%), error:       709.58240, best error:       648.85132 on epoch:    41, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 350.5712890625s, input_fired_time: 5.9278397560, output_fired_time: 6.5856509209, propagate_forward_time: 117.4937362671, propagate_backward_time: 209.6167297363, weight_update_time: 0.3418200314, other_time: 10.9473266602
epoch time: 25.1357707977s, input_fired_time: 2.2264862061, output_fired_time: 0.0000000000, propagate_forward_time: 20.3500366211, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.5592479706
validation[          , genome  6894] predictions:    9362/  10000 (93.62%), best:    9808/10000 (98.08%), error:      2309.76807, best error:       648.85132 on epoch:    41, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

resetting weights to those on epoch: 41
epoch time: 338.7238769531s, input_fired_time: 4.8339438438, output_fired_time: 4.5184793472, propagate_forward_time: 109.3476867676, propagate_backward_time: 210.4327545166, weight_update_time: 0.3281405866, other_time: 9.5909881592
epoch time: 24.7654953003s, input_fired_time: 0.2089468688, output_fired_time: 0.0000000000, propagate_forward_time: 22.9187469482, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6378021240
validation[          , genome  6894] predictions:    9797/  10000 (97.97%), best:    9797/10000 (97.97%), error:       628.49078, best error:       628.49078 on epoch:    71, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 336.8603820801s, input_fired_time: 1.7866122723, output_fired_time: 4.4951214790, propagate_forward_time: 126.9079055786, propagate_backward_time: 193.1132049561, weight_update_time: 3.2421567440, other_time: 10.5575408936
epoch time: 24.7174854279s, input_fired_time: 1.2157813311, output_fired_time: 0.0000000000, propagate_forward_time: 22.8627452850, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6389579773
validation[          , genome  6894] predictions:    9814/  10000 (98.14%), best:    9814/10000 (98.14%), error:       580.90540, best error:       580.90540 on epoch:    72, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 335.3660888672s, input_fired_time: 6.8100080490, output_fired_time: 3.3835480213, propagate_forward_time: 118.7691726685, propagate_backward_time: 201.7875518799, weight_update_time: 0.3245975077, other_time: 4.6158294678
epoch time: 24.9310417175s, input_fired_time: 0.2095137239, output_fired_time: 0.0000000000, propagate_forward_time: 24.0902595520, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6312675476
validation[          , genome  6894] predictions:    9806/  10000 (98.06%), best:    9814/10000 (98.14%), error:       596.39777, best error:       580.90540 on epoch:    72, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 335.3760375977s, input_fired_time: 3.7879753113, output_fired_time: 5.4966368675, propagate_forward_time: 112.5730056763, propagate_backward_time: 204.8976287842, weight_update_time: 0.3236834407, other_time: 8.6208038330
epoch time: 24.6909160614s, input_fired_time: 0.2093025297, output_fired_time: 0.0000000000, propagate_forward_time: 22.8391628265, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6424503326
validation[          , genome  6894] predictions:    9817/  10000 (98.17%), best:    9814/10000 (98.14%), error:       598.63715, best error:       580.90540 on epoch:    72, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 337.5109863281s, input_fired_time: 1.7845258713, output_fired_time: 4.4819202423, propagate_forward_time: 108.6077270508, propagate_backward_time: 210.0913848877, weight_update_time: 0.3247773349, other_time: 12.5454254150
epoch time: 24.7449436188s, input_fired_time: 0.2070287764, output_fired_time: 0.0000000000, propagate_forward_time: 19.8848876953, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.6530265808
validation[          , genome  6894] predictions:    9822/  10000 (98.22%), best:    9814/10000 (98.14%), error:       613.48761, best error:       580.90540 on epoch:    72, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 336.9954833984s, input_fired_time: 5.8048067093, output_fired_time: 3.4809305668, propagate_forward_time: 112.8931274414, propagate_backward_time: 206.1869201660, weight_update_time: 2.3345973492, other_time: 8.6296997070
epoch time: 24.7445201874s, input_fired_time: 0.2074643075, output_fired_time: 0.0000000000, propagate_forward_time: 23.9092807770, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6277751923
validation[          , genome  6894] predictions:    9801/  10000 (98.01%), best:    9814/10000 (98.14%), error:       690.38153, best error:       580.90540 on epoch:    72, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 336.4593811035s, input_fired_time: 3.7917687893, output_fired_time: 5.4943199158, propagate_forward_time: 115.5086441040, propagate_backward_time: 205.1372375488, weight_update_time: 0.3235619664, other_time: 6.5274047852
epoch time: 24.8463497162s, input_fired_time: 0.2078337967, output_fired_time: 0.0000000000, propagate_forward_time: 24.0108184814, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6276969910
validation[          , genome  6894] predictions:    9797/  10000 (97.97%), best:    9814/10000 (98.14%), error:       636.29565, best error:       580.90540 on epoch:    72, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 337.0596923828s, input_fired_time: 7.8166909218, output_fired_time: 7.5032258034, propagate_forward_time: 99.9055252075, propagate_backward_time: 209.2769317627, weight_update_time: 0.3238708377, other_time: 12.5573272705
epoch time: 24.6566524506s, input_fired_time: 0.2076281160, output_fired_time: 0.0000000000, propagate_forward_time: 23.8194427490, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6295814514
validation[          , genome  6894] predictions:    9825/  10000 (98.25%), best:    9814/10000 (98.14%), error:       605.37573, best error:       580.90540 on epoch:    72, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 336.6590270996s, input_fired_time: 5.8064413071, output_fired_time: 4.4861445427, propagate_forward_time: 118.7476577759, propagate_backward_time: 194.9624481201, weight_update_time: 4.3484177589, other_time: 12.6563568115
epoch time: 24.7494258881s, input_fired_time: 0.2075719982, output_fired_time: 0.0000000000, propagate_forward_time: 23.9136600494, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6281929016
validation[          , genome  6894] predictions:    9813/  10000 (98.13%), best:    9814/10000 (98.14%), error:       629.85425, best error:       580.90540 on epoch:    72, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 336.8250427246s, input_fired_time: 1.7844250202, output_fired_time: 3.4875645638, propagate_forward_time: 113.8821945190, propagate_backward_time: 213.1452026367, weight_update_time: 0.3232686818, other_time: 4.5256347656
epoch time: 24.7619438171s, input_fired_time: 0.2081355453, output_fired_time: 0.0000000000, propagate_forward_time: 21.9136180878, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6401901245
validation[          , genome  6894] predictions:    9793/  10000 (97.93%), best:    9814/10000 (98.14%), error:       630.79047, best error:       580.90540 on epoch:    72, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 330.7584838867s, input_fired_time: 2.7870385647, output_fired_time: 1.4685881138, propagate_forward_time: 124.5649795532, propagate_backward_time: 187.4707641602, weight_update_time: 1.3302551508, other_time: 14.4671020508
epoch time: 24.8383922577s, input_fired_time: 2.2197299004, output_fired_time: 0.0000000000, propagate_forward_time: 21.9900207520, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6286411285
validation[          , genome  6894] predictions:    9731/  10000 (97.31%), best:    9814/10000 (98.14%), error:       909.87946, best error:       580.90540 on epoch:    72, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 336.5614013672s, input_fired_time: 3.8070714474, output_fired_time: 7.5044655800, propagate_forward_time: 119.6156005859, propagate_backward_time: 194.9714050293, weight_update_time: 1.3293135166, other_time: 10.6628723145
epoch time: 24.7491207123s, input_fired_time: 0.2074861974, output_fired_time: 0.0000000000, propagate_forward_time: 22.9083919525, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6332416534
validation[          , genome  6894] predictions:    9786/  10000 (97.86%), best:    9814/10000 (98.14%), error:       710.41821, best error:       580.90540 on epoch:    72, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 336.3382568359s, input_fired_time: 1.7828072309, output_fired_time: 4.4847526550, propagate_forward_time: 109.4331893921, propagate_backward_time: 212.0165252686, weight_update_time: 0.3234272599, other_time: 8.6209869385
epoch time: 24.6966991425s, input_fired_time: 0.2084773928, output_fired_time: 0.0000000000, propagate_forward_time: 21.8459110260, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6423110962
validation[          , genome  6894] predictions:    9795/  10000 (97.95%), best:    9814/10000 (98.14%), error:       657.06403, best error:       580.90540 on epoch:    72, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 335.3720092773s, input_fired_time: 5.8060336113, output_fired_time: 7.5252275467, propagate_forward_time: 109.8423309326, propagate_backward_time: 206.5892791748, weight_update_time: 0.3230053186, other_time: 5.6091308594
epoch time: 24.8796501160s, input_fired_time: 0.2087190300, output_fired_time: 0.0000000000, propagate_forward_time: 24.0389518738, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6319789886
validation[          , genome  6894] predictions:    9810/  10000 (98.10%), best:    9814/10000 (98.14%), error:       653.78436, best error:       580.90540 on epoch:    72, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 336.9354248047s, input_fired_time: 4.8080258369, output_fired_time: 4.4870634079, propagate_forward_time: 99.8755798340, propagate_backward_time: 219.2350311279, weight_update_time: 0.3226787150, other_time: 8.5297393799
epoch time: 24.6996097565s, input_fired_time: 0.2102749348, output_fired_time: 0.0000000000, propagate_forward_time: 21.8428688049, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6464653015
validation[          , genome  6894] predictions:    9790/  10000 (97.90%), best:    9814/10000 (98.14%), error:       682.63397, best error:       580.90540 on epoch:    72, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 342.6073913574s, input_fired_time: 3.8586633205, output_fired_time: 2.5262265205, propagate_forward_time: 121.6350097656, propagate_backward_time: 210.8052215576, weight_update_time: 0.3411147296, other_time: 3.7822723389
epoch time: 24.9755535126s, input_fired_time: 2.2281792164, output_fired_time: 0.0000000000, propagate_forward_time: 22.0979595184, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6494140625
validation[          , genome  6894] predictions:    9810/  10000 (98.10%), best:    9814/10000 (98.14%), error:       621.20319, best error:       580.90540 on epoch:    72, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 338.0419311523s, input_fired_time: 1.7937421799, output_fired_time: 5.5019507408, propagate_forward_time: 102.8621902466, propagate_backward_time: 219.2304077148, weight_update_time: 0.3254698217, other_time: 8.6536560059
epoch time: 26.1963729858s, input_fired_time: 0.2181202620, output_fired_time: 0.0000000000, propagate_forward_time: 24.2932605743, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6849918365
validation[          , genome  6894] predictions:    9819/  10000 (98.19%), best:    9814/10000 (98.14%), error:       595.80017, best error:       580.90540 on epoch:    72, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 346.3500366211s, input_fired_time: 1.8596192598, output_fired_time: 1.5342100859, propagate_forward_time: 109.9067459106, propagate_backward_time: 217.1954956055, weight_update_time: 0.3338629305, other_time: 15.8539733887
epoch time: 24.9715538025s, input_fired_time: 0.2172734886, output_fired_time: 0.0000000000, propagate_forward_time: 23.0995903015, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6546897888
validation[          , genome  6894] predictions:    9760/  10000 (97.60%), best:    9814/10000 (98.14%), error:       775.99841, best error:       580.90540 on epoch:    72, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 349.0981445313s, input_fired_time: 6.8054351807, output_fired_time: 3.4648451805, propagate_forward_time: 107.3348083496, propagate_backward_time: 220.5997924805, weight_update_time: 0.3429802656, other_time: 10.8932800293
epoch time: 24.9258098602s, input_fired_time: 0.2175386548, output_fired_time: 0.0000000000, propagate_forward_time: 24.0509605408, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6573104858
validation[          , genome  6894] predictions:    9789/  10000 (97.89%), best:    9814/10000 (98.14%), error:       672.82068, best error:       580.90540 on epoch:    72, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 347.6918945313s, input_fired_time: 3.8604238033, output_fired_time: 2.5334360600, propagate_forward_time: 117.9685211182, propagate_backward_time: 215.5188903809, weight_update_time: 0.3352026343, other_time: 7.8106231689
epoch time: 25.0229301453s, input_fired_time: 0.2178617716, output_fired_time: 0.0000000000, propagate_forward_time: 23.1420974731, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6629714966
validation[          , genome  6894] predictions:    9770/  10000 (97.70%), best:    9814/10000 (98.14%), error:       736.36530, best error:       580.90540 on epoch:    72, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 342.6975708008s, input_fired_time: 5.8696618080, output_fired_time: 4.4313521385, propagate_forward_time: 115.3559341431, propagate_backward_time: 209.2710266113, weight_update_time: 0.3343928456, other_time: 7.7695922852
epoch time: 23.7785053253s, input_fired_time: 0.2101590037, output_fired_time: 0.0000000000, propagate_forward_time: 20.9226379395, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.6457080841
validation[          , genome  6894] predictions:    9795/  10000 (97.95%), best:    9814/10000 (98.14%), error:       679.37433, best error:       580.90540 on epoch:    72, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 350.3424072266s, input_fired_time: 4.8906908035, output_fired_time: 2.5469238758, propagate_forward_time: 126.1677551270, propagate_backward_time: 210.8821716309, weight_update_time: 0.3396597505, other_time: 5.8548583984
epoch time: 27.6721611023s, input_fired_time: 0.2298367769, output_fired_time: 0.0000000000, propagate_forward_time: 26.7256240845, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7166996002
validation[          , genome  6894] predictions:    9802/  10000 (98.02%), best:    9814/10000 (98.14%), error:       675.68054, best error:       580.90540 on epoch:    72, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 364.5209960938s, input_fired_time: 5.9931850433, output_fired_time: 1.6281735897, propagate_forward_time: 131.9167785645, propagate_backward_time: 213.9725494385, weight_update_time: 2.3994314671, other_time: 11.0102996826
epoch time: 27.3670673370s, input_fired_time: 0.2219321877, output_fired_time: 0.0000000000, propagate_forward_time: 26.4650325775, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6801033020
validation[          , genome  6894] predictions:    9805/  10000 (98.05%), best:    9814/10000 (98.14%), error:       639.82587, best error:       580.90540 on epoch:    72, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 363.1535034180s, input_fired_time: 1.9310525656, output_fired_time: 1.6151070595, propagate_forward_time: 122.2616882324, propagate_backward_time: 224.2704772949, weight_update_time: 2.3722014427, other_time: 13.0751647949
epoch time: 26.7025165558s, input_fired_time: 0.2304725200, output_fired_time: 0.0000000000, propagate_forward_time: 22.7503013611, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.7217426300
validation[          , genome  6894] predictions:    9793/  10000 (97.93%), best:    9814/10000 (98.14%), error:       671.31561, best error:       580.90540 on epoch:    72, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 357.1913757324s, input_fired_time: 3.9575576782, output_fired_time: 4.5988273621, propagate_forward_time: 107.3919143677, propagate_backward_time: 231.1971282959, weight_update_time: 0.3571383059, other_time: 10.0459747314
epoch time: 24.8776435852s, input_fired_time: 0.2156222314, output_fired_time: 0.0000000000, propagate_forward_time: 24.0085067749, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6535148621
validation[          , genome  6894] predictions:    9730/  10000 (97.30%), best:    9814/10000 (98.14%), error:       907.60266, best error:       580.90540 on epoch:    72, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 345.1602172852s, input_fired_time: 5.8737440109, output_fired_time: 4.5282807350, propagate_forward_time: 113.8034439087, propagate_backward_time: 213.1946105957, weight_update_time: 0.3357019424, other_time: 7.7601318359
epoch time: 27.2719631195s, input_fired_time: 0.2276053280, output_fired_time: 0.0000000000, propagate_forward_time: 26.3647365570, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6796207428
validation[          , genome  6894] predictions:    9808/  10000 (98.08%), best:    9814/10000 (98.14%), error:       642.23328, best error:       580.90540 on epoch:    72, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 369.5166931152s, input_fired_time: 2.9837734699, output_fired_time: 1.6054232121, propagate_forward_time: 124.5029144287, propagate_backward_time: 229.3420867920, weight_update_time: 0.3564679027, other_time: 11.0824890137
epoch time: 25.2360248566s, input_fired_time: 0.2265278101, output_fired_time: 0.0000000000, propagate_forward_time: 23.3355236053, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6739730835
validation[          , genome  6894] predictions:    9803/  10000 (98.03%), best:    9814/10000 (98.14%), error:       650.34851, best error:       580.90540 on epoch:    72, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 359.9100646973s, input_fired_time: 4.0357332230, output_fired_time: 3.6676907539, propagate_forward_time: 111.2255706787, propagate_backward_time: 233.8556671143, weight_update_time: 0.3684261739, other_time: 7.1253967285
epoch time: 26.3437118530s, input_fired_time: 0.2219336480, output_fired_time: 0.0000000000, propagate_forward_time: 24.4218196869, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6999588013
validation[          , genome  6894] predictions:    9813/  10000 (98.13%), best:    9814/10000 (98.14%), error:       617.63306, best error:       580.90540 on epoch:    72, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 347.3776855469s, input_fired_time: 3.8792309761, output_fired_time: 3.5442419052, propagate_forward_time: 107.1307296753, propagate_backward_time: 224.9963836670, weight_update_time: 0.3353974819, other_time: 7.8270721436
epoch time: 26.2165737152s, input_fired_time: 0.2212717235, output_fired_time: 0.0000000000, propagate_forward_time: 25.3362197876, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6590824127
validation[          , genome  6894] predictions:    9797/  10000 (97.97%), best:    9814/10000 (98.14%), error:       672.67920, best error:       580.90540 on epoch:    72, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 342.7869873047s, input_fired_time: 2.8436670303, output_fired_time: 5.5324149132, propagate_forward_time: 123.2000122070, propagate_backward_time: 201.5556488037, weight_update_time: 0.3334481120, other_time: 9.6552581787
epoch time: 24.6678981781s, input_fired_time: 0.2104677260, output_fired_time: 0.0000000000, propagate_forward_time: 22.8204364777, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 1.6369934082
validation[          , genome  6894] predictions:    9827/  10000 (98.27%), best:    9814/10000 (98.14%), error:       616.09387, best error:       580.90540 on epoch:    72, 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: 127.3547744751s, input_fired_time: 2.0844211578, output_fired_time: 0.0000000000, propagate_forward_time: 111.8670272827, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 13.4033279419
best training[          , genome  6894] predictions:   49852/  50000 (99.70%), best:    9814/10000 (98.14%), error:       872.23163, best error:       580.90540 on epoch:    72, 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: 24.9964447021s, input_fired_time: 0.2110958248, output_fired_time: 0.0000000000, propagate_forward_time: 24.1410732269, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6442756653
   testing[          , genome  6894] predictions:    9838/  10000 (98.38%), best:    9814/10000 (98.14%), error:       519.97723, best error:       580.90540 on epoch:    72, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
18:10:26 (4596): called boinc_finish(0)

</stderr_txt>
]]>