Nameexact_genome_1512568488_45_5837_0
Workunit2600404
Created7 Dec 2017, 16:37:39 UTC
Sent7 Dec 2017, 16:41:47 UTC
Report deadline18 Dec 2017, 5:05:43 UTC
Received9 Dec 2017, 6:59:33 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID57938
Run time5 hours 48 min 46 sec
CPU time5 hours 44 min 21 sec
Validate stateValid
Credit2,629.16
Device peak FLOPS2.90 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size154.29 MB
Peak swap size159.21 MB
Peak disk usage2.34 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
locity_reset: 1000
read epoch: 19
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 18
read number_validation_images: 10000
read best_validation_predictions: 9770
read best_validation_error: 767.259
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: 5837
read normal distribution: '1 0 0'
generator_str: '952777287'
read generator: 952777287
read generated_by_map:
1 crossover 1
reading 29 nodes.
reading 75 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: 187.566802978516s, input_fired_time: 1.77911651134491, output_fired_time: 1.82469618320465, propagate_forward_time: 69.8723754882813, propagate_backward_time: 110.58332824707, weight_update_time: 0.246766671538353, other_time: 3.50729370117188
epoch time: 14.8108053207397s, input_fired_time: 0.21937607228756, output_fired_time: 0, propagate_forward_time: 13.9932832717896, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.598146438598633
validation[          , genome  5837] predictions:    9731/  10000 (97.31%), best:    9770/10000 (97.70%), error:       861.41473, best error:       767.25879 on epoch:    18, epoch:   19/100, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 187.6322479248s, input_fired_time: 1.7743912935, output_fired_time: 1.8209071159, propagate_forward_time: 70.1761245728, propagate_backward_time: 110.3996658325, weight_update_time: 0.2446508110, other_time: 3.4611511230
epoch time: 15.3175582886s, input_fired_time: 0.2235594988, output_fired_time: 0.0000000000, propagate_forward_time: 14.4904136658, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6035852432
validation[          , genome  5837] predictions:    9773/  10000 (97.73%), best:    9773/10000 (97.73%), error:       759.99939, best error:       759.99939 on epoch:    20, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 189.1556701660s, input_fired_time: 1.7844854593, output_fired_time: 1.8287968636, propagate_forward_time: 70.7536315918, propagate_backward_time: 111.3508377075, weight_update_time: 0.2440142781, other_time: 3.4379196167
epoch time: 14.9537734985s, input_fired_time: 0.2222107351, output_fired_time: 0.0000000000, propagate_forward_time: 14.1258201599, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6057424545
validation[          , genome  5837] predictions:    9731/  10000 (97.31%), best:    9773/10000 (97.73%), error:       873.61774, best error:       759.99939 on epoch:    20, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 187.6428070068s, input_fired_time: 1.7739536762, output_fired_time: 1.8209609985, propagate_forward_time: 70.0435562134, propagate_backward_time: 110.5587158203, weight_update_time: 0.2450444251, other_time: 3.4456100464
epoch time: 14.7280559540s, input_fired_time: 0.2216813266, output_fired_time: 0.0000000000, propagate_forward_time: 13.8924150467, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6139593124
validation[          , genome  5837] predictions:    9744/  10000 (97.44%), best:    9773/10000 (97.73%), error:       895.50879, best error:       759.99939 on epoch:    20, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 188.7137451172s, input_fired_time: 1.7874164581, output_fired_time: 1.8356367350, propagate_forward_time: 70.6432952881, propagate_backward_time: 110.9674072266, weight_update_time: 0.2485196739, other_time: 3.4799957275
epoch time: 15.2347774506s, input_fired_time: 0.2227507532, output_fired_time: 0.0000000000, propagate_forward_time: 14.4104881287, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6015386581
validation[          , genome  5837] predictions:    9736/  10000 (97.36%), best:    9773/10000 (97.73%), error:       848.42151, best error:       759.99939 on epoch:    20, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 190.3634185791s, input_fired_time: 1.7801609039, output_fired_time: 1.8360172510, propagate_forward_time: 71.3784255981, propagate_backward_time: 111.9674682617, weight_update_time: 0.2445342541, other_time: 3.4013442993
epoch time: 15.1980152130s, input_fired_time: 0.2251809984, output_fired_time: 0.0000000000, propagate_forward_time: 14.3723936081, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6004409790
validation[          , genome  5837] predictions:    9789/  10000 (97.89%), best:    9789/10000 (97.89%), error:       715.62268, best error:       715.62268 on epoch:    24, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 189.9370880127s, input_fired_time: 1.7813867331, output_fired_time: 1.8387476206, propagate_forward_time: 71.2765655518, propagate_backward_time: 111.6189346313, weight_update_time: 0.2453658581, other_time: 3.4214553833
epoch time: 14.5563201904s, input_fired_time: 0.2329530716, output_fired_time: 0.0000000000, propagate_forward_time: 13.6420183182, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6813488007
validation[          , genome  5837] predictions:    9718/  10000 (97.18%), best:    9789/10000 (97.89%), error:       889.28015, best error:       715.62268 on epoch:    24, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 189.3208923340s, input_fired_time: 1.7891007662, output_fired_time: 1.8310958147, propagate_forward_time: 70.9227752686, propagate_backward_time: 111.3284454346, weight_update_time: 0.2476424724, other_time: 3.4494628906
epoch time: 14.9478330612s, input_fired_time: 0.2203007936, output_fired_time: 0.0000000000, propagate_forward_time: 14.1095228195, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6180095673
validation[          , genome  5837] predictions:    9733/  10000 (97.33%), best:    9789/10000 (97.89%), error:       840.82544, best error:       715.62268 on epoch:    24, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 188.2930450439s, input_fired_time: 1.7842397690, output_fired_time: 1.8291428089, propagate_forward_time: 70.4779357910, propagate_backward_time: 110.7636871338, weight_update_time: 0.2472903877, other_time: 3.4380340576
epoch time: 15.0704746246s, input_fired_time: 0.2215380520, output_fired_time: 0.0000000000, propagate_forward_time: 14.2452449799, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6036920547
validation[          , genome  5837] predictions:    9756/  10000 (97.56%), best:    9789/10000 (97.89%), error:       857.19196, best error:       715.62268 on epoch:    24, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 188.4122467041s, input_fired_time: 1.7808258533, output_fired_time: 1.8293024302, propagate_forward_time: 70.3510055542, propagate_backward_time: 110.9993896484, weight_update_time: 0.2473132014, other_time: 3.4517288208
epoch time: 15.0057744980s, input_fired_time: 0.2217117101, output_fired_time: 0.0000000000, propagate_forward_time: 14.1792659760, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6047964096
validation[          , genome  5837] predictions:    9774/  10000 (97.74%), best:    9789/10000 (97.89%), error:       756.73059, best error:       715.62268 on epoch:    24, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 186.6296386719s, input_fired_time: 1.7802584171, output_fired_time: 1.8220638037, propagate_forward_time: 69.3761596680, propagate_backward_time: 110.1186218262, weight_update_time: 0.2488917410, other_time: 3.5325317383
epoch time: 15.0552587509s, input_fired_time: 0.2220709175, output_fired_time: 0.0000000000, propagate_forward_time: 14.2343883514, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5987997055
validation[          , genome  5837] predictions:    9781/  10000 (97.81%), best:    9781/10000 (97.81%), error:       708.87701, best error:       708.87701 on epoch:    29, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 189.3770446777s, input_fired_time: 1.7755851746, output_fired_time: 1.8308999538, propagate_forward_time: 71.0030441284, propagate_backward_time: 111.3629455566, weight_update_time: 0.2446226031, other_time: 3.4045639038
epoch time: 14.7876234055s, input_fired_time: 0.2259875089, output_fired_time: 0.0000000000, propagate_forward_time: 13.9480409622, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6135950089
validation[          , genome  5837] predictions:    9756/  10000 (97.56%), best:    9781/10000 (97.81%), error:       774.19989, best error:       708.87701 on epoch:    29, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 185.4790344238s, input_fired_time: 1.7703182697, output_fired_time: 1.8008573055, propagate_forward_time: 69.1717910767, propagate_backward_time: 109.2912521362, weight_update_time: 0.2450238168, other_time: 3.4448089600
epoch time: 14.9058418274s, input_fired_time: 0.2217602730, output_fired_time: 0.0000000000, propagate_forward_time: 14.0699481964, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6141338348
validation[          , genome  5837] predictions:    9760/  10000 (97.60%), best:    9781/10000 (97.81%), error:       777.14996, best error:       708.87701 on epoch:    29, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 187.7996520996s, input_fired_time: 1.7851082087, output_fired_time: 1.8202877045, propagate_forward_time: 70.2751464844, propagate_backward_time: 110.4939346313, weight_update_time: 0.2427860051, other_time: 3.4251785278
epoch time: 15.1165752411s, input_fired_time: 0.2248306423, output_fired_time: 0.0000000000, propagate_forward_time: 14.2817029953, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6100416183
validation[          , genome  5837] predictions:    9779/  10000 (97.79%), best:    9781/10000 (97.81%), error:       724.21191, best error:       708.87701 on epoch:    29, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 189.2082214355s, input_fired_time: 1.7850867510, output_fired_time: 1.8317191601, propagate_forward_time: 70.9131393433, propagate_backward_time: 111.2345046997, weight_update_time: 0.2505615950, other_time: 3.4437713623
epoch time: 15.2199249268s, input_fired_time: 0.2271854728, output_fired_time: 0.0000000000, propagate_forward_time: 14.3769388199, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6158008575
validation[          , genome  5837] predictions:    9774/  10000 (97.74%), best:    9781/10000 (97.81%), error:       708.88239, best error:       708.87701 on epoch:    29, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 190.7442474365s, input_fired_time: 1.7853103876, output_fired_time: 1.8413237333, propagate_forward_time: 71.5857467651, propagate_backward_time: 112.1457824707, weight_update_time: 0.2451940179, other_time: 3.3860855103
epoch time: 14.9136133194s, input_fired_time: 0.2199328840, output_fired_time: 0.0000000000, propagate_forward_time: 14.0973577499, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5963230133
validation[          , genome  5837] predictions:    9740/  10000 (97.40%), best:    9781/10000 (97.81%), error:       823.55627, best error:       708.87701 on epoch:    29, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 188.0244903564s, input_fired_time: 1.7795608044, output_fired_time: 1.8180075884, propagate_forward_time: 70.6254501343, propagate_backward_time: 110.3687667847, weight_update_time: 0.2444479465, other_time: 3.4327087402
epoch time: 15.1631927490s, input_fired_time: 0.2286583632, output_fired_time: 0.0000000000, propagate_forward_time: 14.3195352554, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6149988174
validation[          , genome  5837] predictions:    9766/  10000 (97.66%), best:    9781/10000 (97.81%), error:       803.48627, best error:       708.87701 on epoch:    29, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 189.6612091064s, input_fired_time: 1.7849169970, output_fired_time: 1.8326100111, propagate_forward_time: 71.1426849365, propagate_backward_time: 111.4814453125, weight_update_time: 0.2480102926, other_time: 3.4195556641
epoch time: 15.4502601624s, input_fired_time: 0.2310280651, output_fired_time: 0.0000000000, propagate_forward_time: 14.5995950699, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6196374893
validation[          , genome  5837] predictions:    9738/  10000 (97.38%), best:    9781/10000 (97.81%), error:       807.42969, best error:       708.87701 on epoch:    29, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 189.2363586426s, input_fired_time: 1.7776081562, output_fired_time: 1.8260855675, propagate_forward_time: 71.1644210815, propagate_backward_time: 111.0944213867, weight_update_time: 0.2429810613, other_time: 3.3738327026
epoch time: 15.1804990768s, input_fired_time: 0.2249377817, output_fired_time: 0.0000000000, propagate_forward_time: 14.3453760147, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6101856232
validation[          , genome  5837] predictions:    9731/  10000 (97.31%), best:    9781/10000 (97.81%), error:       823.96747, best error:       708.87701 on epoch:    29, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 187.2499389648s, input_fired_time: 1.7864884138, output_fired_time: 1.8128194809, propagate_forward_time: 70.2405776978, propagate_backward_time: 109.9793777466, weight_update_time: 0.2445597947, other_time: 3.4306793213
epoch time: 15.1494121552s, input_fired_time: 0.2259107381, output_fired_time: 0.0000000000, propagate_forward_time: 14.3083982468, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6151027679
validation[          , genome  5837] predictions:    9742/  10000 (97.42%), best:    9781/10000 (97.81%), error:       887.06598, best error:       708.87701 on epoch:    29, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 188.0847167969s, input_fired_time: 1.7844634056, output_fired_time: 1.8202117682, propagate_forward_time: 70.2522506714, propagate_backward_time: 110.7603378296, weight_update_time: 0.2463842928, other_time: 3.4674530029
epoch time: 15.2451305389s, input_fired_time: 0.2245958745, output_fired_time: 0.0000000000, propagate_forward_time: 14.4251279831, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5954065323
validation[          , genome  5837] predictions:    9761/  10000 (97.61%), best:    9781/10000 (97.81%), error:       742.78192, best error:       708.87701 on epoch:    29, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 190.3000793457s, input_fired_time: 1.8097627163, output_fired_time: 1.8475990295, propagate_forward_time: 71.2217178345, propagate_backward_time: 111.9405212402, weight_update_time: 0.2485220879, other_time: 3.4804763794
epoch time: 15.0677165985s, input_fired_time: 0.2226704359, output_fired_time: 0.0000000000, propagate_forward_time: 14.2233266830, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6217193604
validation[          , genome  5837] predictions:    9796/  10000 (97.96%), best:    9781/10000 (97.81%), error:       729.92346, best error:       708.87701 on epoch:    29, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 187.9088592529s, input_fired_time: 1.7909052372, output_fired_time: 1.8279732466, propagate_forward_time: 70.1716232300, propagate_backward_time: 110.6553268433, weight_update_time: 0.2476888299, other_time: 3.4630279541
epoch time: 15.3337259293s, input_fired_time: 0.2248543203, output_fired_time: 0.0000000000, propagate_forward_time: 14.5156049728, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5932664871
validation[          , genome  5837] predictions:    9800/  10000 (98.00%), best:    9781/10000 (97.81%), error:       734.82660, best error:       708.87701 on epoch:    29, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 189.1891784668s, input_fired_time: 1.7912776470, output_fired_time: 1.8275889158, propagate_forward_time: 70.9811477661, propagate_backward_time: 111.1513366699, weight_update_time: 0.2452483773, other_time: 3.4378280640
epoch time: 14.0812435150s, input_fired_time: 0.2241361737, output_fired_time: 0.0000000000, propagate_forward_time: 13.2052383423, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6518688202
validation[          , genome  5837] predictions:    9766/  10000 (97.66%), best:    9781/10000 (97.81%), error:       752.35236, best error:       708.87701 on epoch:    29, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 189.2917175293s, input_fired_time: 1.7935384512, output_fired_time: 1.8492829800, propagate_forward_time: 70.9816284180, propagate_backward_time: 111.2277145386, weight_update_time: 0.2471550554, other_time: 3.4395523071
epoch time: 15.0437831879s, input_fired_time: 0.2239509076, output_fired_time: 0.0000000000, propagate_forward_time: 14.2082319260, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6115999222
validation[          , genome  5837] predictions:    9769/  10000 (97.69%), best:    9781/10000 (97.81%), error:       741.94244, best error:       708.87701 on epoch:    29, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 188.3083343506s, input_fired_time: 1.8046964407, output_fired_time: 1.8352035284, propagate_forward_time: 70.2398529053, propagate_backward_time: 110.9452972412, weight_update_time: 0.2451706827, other_time: 3.4832763672
epoch time: 15.1841640472s, input_fired_time: 0.2300727963, output_fired_time: 0.0000000000, propagate_forward_time: 14.3442707062, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6098203659
validation[          , genome  5837] predictions:    9755/  10000 (97.55%), best:    9781/10000 (97.81%), error:       785.41071, best error:       708.87701 on epoch:    29, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 188.5591430664s, input_fired_time: 1.7996743917, output_fired_time: 1.8257093430, propagate_forward_time: 70.5617446899, propagate_backward_time: 110.9028015137, weight_update_time: 0.2459356189, other_time: 3.4692153931
epoch time: 14.8331108093s, input_fired_time: 0.2253269851, output_fired_time: 0.0000000000, propagate_forward_time: 13.9825458527, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6252384186
validation[          , genome  5837] predictions:    9790/  10000 (97.90%), best:    9790/10000 (97.90%), error:       692.24542, best error:       692.24542 on epoch:    45, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 189.4171905518s, input_fired_time: 1.8061543703, output_fired_time: 1.8328781128, propagate_forward_time: 71.0730133057, propagate_backward_time: 111.2678527832, weight_update_time: 0.2454510778, other_time: 3.4373016357
epoch time: 15.0893449783s, input_fired_time: 0.2252796888, output_fired_time: 0.0000000000, propagate_forward_time: 14.2642402649, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5998249054
validation[          , genome  5837] predictions:    9755/  10000 (97.55%), best:    9790/10000 (97.90%), error:       791.55713, best error:       692.24542 on epoch:    45, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 187.1910705566s, input_fired_time: 1.7971352339, output_fired_time: 1.8125308752, propagate_forward_time: 70.1333541870, propagate_backward_time: 109.9767074585, weight_update_time: 0.2474419922, other_time: 3.4713439941
epoch time: 14.4927692413s, input_fired_time: 0.2226507515, output_fired_time: 0.0000000000, propagate_forward_time: 13.6684122086, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6017065048
validation[          , genome  5837] predictions:    9725/  10000 (97.25%), best:    9790/10000 (97.90%), error:       894.20575, best error:       692.24542 on epoch:    45, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 189.5718078613s, input_fired_time: 1.8080592155, output_fired_time: 1.8361582756, propagate_forward_time: 70.8867111206, propagate_backward_time: 111.5274429321, weight_update_time: 0.2491578460, other_time: 3.5134429932
epoch time: 15.3108673096s, input_fired_time: 0.2284678668, output_fired_time: 0.0000000000, propagate_forward_time: 14.4582595825, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6241397858
validation[          , genome  5837] predictions:    9770/  10000 (97.70%), best:    9790/10000 (97.90%), error:       783.13495, best error:       692.24542 on epoch:    45, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 188.4193115234s, input_fired_time: 1.8100383282, output_fired_time: 1.8281579018, propagate_forward_time: 70.3766250610, propagate_backward_time: 110.9332733154, weight_update_time: 0.2484584153, other_time: 3.4712142944
epoch time: 15.2093296051s, input_fired_time: 0.2301205397, output_fired_time: 0.0000000000, propagate_forward_time: 14.3632984161, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6159105301
validation[          , genome  5837] predictions:    9777/  10000 (97.77%), best:    9790/10000 (97.90%), error:       729.86792, best error:       692.24542 on epoch:    45, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 189.8735961914s, input_fired_time: 1.8041105270, output_fired_time: 1.8293135166, propagate_forward_time: 71.2933120728, propagate_backward_time: 111.5111007690, weight_update_time: 0.2470525801, other_time: 3.4357604980
epoch time: 15.2094488144s, input_fired_time: 0.2324513793, output_fired_time: 0.0000000000, propagate_forward_time: 14.3640680313, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6129293442
validation[          , genome  5837] predictions:    9750/  10000 (97.50%), best:    9790/10000 (97.90%), error:       812.40100, best error:       692.24542 on epoch:    45, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 190.0105285645s, input_fired_time: 1.8147022724, output_fired_time: 1.8383555412, propagate_forward_time: 71.3768463135, propagate_backward_time: 111.5167770386, weight_update_time: 0.2495193034, other_time: 3.4638595581
epoch time: 15.0840501785s, input_fired_time: 0.2286169231, output_fired_time: 0.0000000000, propagate_forward_time: 14.2506799698, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6047534943
validation[          , genome  5837] predictions:    9801/  10000 (98.01%), best:    9801/10000 (98.01%), error:       663.33868, best error:       663.33868 on epoch:    51, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 190.2200317383s, input_fired_time: 1.8190569878, output_fired_time: 1.8399711847, propagate_forward_time: 71.2996749878, propagate_backward_time: 111.7832946777, weight_update_time: 0.2472876459, other_time: 3.4780349731
epoch time: 15.2773265839s, input_fired_time: 0.2281169742, output_fired_time: 0.0000000000, propagate_forward_time: 14.4484806061, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6007289886
validation[          , genome  5837] predictions:    9806/  10000 (98.06%), best:    9806/10000 (98.06%), error:       650.54852, best error:       650.54852 on epoch:    52, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 188.7530822754s, input_fired_time: 1.8020381927, output_fired_time: 1.8335896730, propagate_forward_time: 70.8007049561, propagate_backward_time: 110.8230361938, weight_update_time: 0.2501511276, other_time: 3.4937210083
epoch time: 15.0569009781s, input_fired_time: 0.2247498631, output_fired_time: 0.0000000000, propagate_forward_time: 14.2344150543, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5977363586
validation[          , genome  5837] predictions:    9776/  10000 (97.76%), best:    9806/10000 (98.06%), error:       739.81232, best error:       650.54852 on epoch:    52, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 186.4823150635s, input_fired_time: 1.7920812368, output_fired_time: 1.8171751499, propagate_forward_time: 69.5005416870, propagate_backward_time: 109.8554611206, weight_update_time: 0.2451663613, other_time: 3.5170593262
epoch time: 15.1277017593s, input_fired_time: 0.2288672477, output_fired_time: 0.0000000000, propagate_forward_time: 14.2993278503, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5995063782
validation[          , genome  5837] predictions:    9771/  10000 (97.71%), best:    9806/10000 (98.06%), error:       741.73364, best error:       650.54852 on epoch:    52, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 190.4018554688s, input_fired_time: 1.8177803755, output_fired_time: 1.8372324705, propagate_forward_time: 71.4156265259, propagate_backward_time: 111.8167419434, weight_update_time: 0.2492564470, other_time: 3.5144729614
epoch time: 15.4389219284s, input_fired_time: 0.2306039333, output_fired_time: 0.0000000000, propagate_forward_time: 14.5926752090, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6156425476
validation[          , genome  5837] predictions:    9789/  10000 (97.89%), best:    9806/10000 (98.06%), error:       687.77802, best error:       650.54852 on epoch:    52, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 188.5995941162s, input_fired_time: 1.8007282019, output_fired_time: 1.8403860331, propagate_forward_time: 70.4213256836, propagate_backward_time: 111.0356292725, weight_update_time: 0.2464895695, other_time: 3.5015106201
epoch time: 15.2187690735s, input_fired_time: 0.2304968238, output_fired_time: 0.0000000000, propagate_forward_time: 14.3729982376, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6152744293
validation[          , genome  5837] predictions:    9771/  10000 (97.71%), best:    9806/10000 (98.06%), error:       737.52972, best error:       650.54852 on epoch:    52, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 188.9381713867s, input_fired_time: 1.8042343855, output_fired_time: 1.8325426579, propagate_forward_time: 70.6960144043, propagate_backward_time: 111.0959167480, weight_update_time: 0.2490720749, other_time: 3.5094604492
epoch time: 15.0408000946s, input_fired_time: 0.2273354381, output_fired_time: 0.0000000000, propagate_forward_time: 14.2056131363, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6078519821
validation[          , genome  5837] predictions:    9793/  10000 (97.93%), best:    9806/10000 (98.06%), error:       691.73535, best error:       650.54852 on epoch:    52, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 187.8025665283s, input_fired_time: 1.8035392761, output_fired_time: 1.8276172876, propagate_forward_time: 70.1632690430, propagate_backward_time: 110.5250015259, weight_update_time: 0.2463199496, other_time: 3.4831314087
epoch time: 15.1639938354s, input_fired_time: 0.2271029949, output_fired_time: 0.0000000000, propagate_forward_time: 14.3219051361, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6149854660
validation[          , genome  5837] predictions:    9802/  10000 (98.02%), best:    9806/10000 (98.06%), error:       653.96313, best error:       650.54852 on epoch:    52, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 190.0695343018s, input_fired_time: 1.8069598675, output_fired_time: 1.8391582966, propagate_forward_time: 71.4195251465, propagate_backward_time: 111.5527801514, weight_update_time: 0.2505615354, other_time: 3.4511108398
epoch time: 15.1708087921s, input_fired_time: 0.2330999076, output_fired_time: 0.0000000000, propagate_forward_time: 14.3226613998, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6150474548
validation[          , genome  5837] predictions:    9757/  10000 (97.57%), best:    9806/10000 (98.06%), error:       781.83173, best error:       650.54852 on epoch:    52, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 189.2591857910s, input_fired_time: 1.8110331297, output_fired_time: 1.8376488686, propagate_forward_time: 70.7735290527, propagate_backward_time: 111.3334732056, weight_update_time: 0.2522928119, other_time: 3.5035018921
epoch time: 14.0878171921s, input_fired_time: 0.2277697474, output_fired_time: 0.0000000000, propagate_forward_time: 13.2052297592, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6548175812
validation[          , genome  5837] predictions:    9750/  10000 (97.50%), best:    9806/10000 (98.06%), error:       815.24414, best error:       650.54852 on epoch:    52, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 188.5477142334s, input_fired_time: 1.7990690470, output_fired_time: 1.8335080147, propagate_forward_time: 70.5793075562, propagate_backward_time: 110.9018325806, weight_update_time: 0.2476569563, other_time: 3.4339904785
epoch time: 15.2567062378s, input_fired_time: 0.2280420512, output_fired_time: 0.0000000000, propagate_forward_time: 14.4227066040, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6059579849
validation[          , genome  5837] predictions:    9803/  10000 (98.03%), best:    9806/10000 (98.06%), error:       669.28632, best error:       650.54852 on epoch:    52, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 188.7796020508s, input_fired_time: 1.8093259335, output_fired_time: 1.8234474659, propagate_forward_time: 70.5787200928, propagate_backward_time: 111.0892181396, weight_update_time: 0.2480642945, other_time: 3.4788970947
epoch time: 15.5638380051s, input_fired_time: 0.2344588786, output_fired_time: 0.0000000000, propagate_forward_time: 14.7084703445, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6209087372
validation[          , genome  5837] predictions:    9769/  10000 (97.69%), best:    9806/10000 (98.06%), error:       751.13507, best error:       650.54852 on epoch:    52, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 189.7052459717s, input_fired_time: 1.8140124083, output_fired_time: 1.8375310898, propagate_forward_time: 71.1475830078, propagate_backward_time: 111.4648513794, weight_update_time: 0.2477192283, other_time: 3.4412765503
epoch time: 15.2719497681s, input_fired_time: 0.2286383659, output_fired_time: 0.0000000000, propagate_forward_time: 14.4440755844, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5992355347
validation[          , genome  5837] predictions:    9784/  10000 (97.84%), best:    9806/10000 (98.06%), error:       736.98834, best error:       650.54852 on epoch:    52, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 189.1369171143s, input_fired_time: 1.8078753948, output_fired_time: 1.8331340551, propagate_forward_time: 70.8034744263, propagate_backward_time: 111.2290191650, weight_update_time: 0.2462200522, other_time: 3.4634170532
epoch time: 15.3562107086s, input_fired_time: 0.2280277461, output_fired_time: 0.0000000000, propagate_forward_time: 14.5333194733, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5948638916
validation[          , genome  5837] predictions:    9766/  10000 (97.66%), best:    9806/10000 (98.06%), error:       735.08386, best error:       650.54852 on epoch:    52, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 188.9367065430s, input_fired_time: 1.8002144098, output_fired_time: 1.8105809689, propagate_forward_time: 71.0549011230, propagate_backward_time: 110.8837814331, weight_update_time: 0.2458072752, other_time: 3.3872299194
epoch time: 15.4376792908s, input_fired_time: 0.2293243110, output_fired_time: 0.0000000000, propagate_forward_time: 14.6035890579, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6047658920
validation[          , genome  5837] predictions:    9786/  10000 (97.86%), best:    9806/10000 (98.06%), error:       728.22021, best error:       650.54852 on epoch:    52, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 190.5484008789s, input_fired_time: 1.8240354061, output_fired_time: 1.8412853479, propagate_forward_time: 71.6386260986, propagate_backward_time: 111.7408981323, weight_update_time: 0.2538982332, other_time: 3.5035629272
epoch time: 15.2491426468s, input_fired_time: 0.2309356332, output_fired_time: 0.0000000000, propagate_forward_time: 14.3971939087, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6210126877
validation[          , genome  5837] predictions:    9771/  10000 (97.71%), best:    9806/10000 (98.06%), error:       739.50525, best error:       650.54852 on epoch:    52, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 188.1978149414s, input_fired_time: 1.8105237484, output_fired_time: 1.8289836645, propagate_forward_time: 70.3629379272, propagate_backward_time: 110.6796875000, weight_update_time: 0.2495495975, other_time: 3.5156936646
epoch time: 15.1992883682s, input_fired_time: 0.2309244126, output_fired_time: 0.0000000000, propagate_forward_time: 14.3459262848, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6224374771
validation[          , genome  5837] predictions:    9796/  10000 (97.96%), best:    9806/10000 (98.06%), error:       686.00397, best error:       650.54852 on epoch:    52, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 187.7759399414s, input_fired_time: 1.7981065512, output_fired_time: 1.8330588341, propagate_forward_time: 69.9552154541, propagate_backward_time: 110.7148590088, weight_update_time: 0.2478286326, other_time: 3.4747009277
epoch time: 15.4864683151s, input_fired_time: 0.2346138656, output_fired_time: 0.0000000000, propagate_forward_time: 14.6318817139, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6199731827
validation[          , genome  5837] predictions:    9794/  10000 (97.94%), best:    9806/10000 (98.06%), error:       692.62646, best error:       650.54852 on epoch:    52, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 190.8132781982s, input_fired_time: 1.8169623613, output_fired_time: 1.8539836407, propagate_forward_time: 71.5335540771, propagate_backward_time: 112.1154556274, weight_update_time: 0.2511494160, other_time: 3.4933242798
epoch time: 15.2191791534s, input_fired_time: 0.2297948003, output_fired_time: 0.0000000000, propagate_forward_time: 14.3773384094, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6120462418
validation[          , genome  5837] predictions:    9786/  10000 (97.86%), best:    9806/10000 (98.06%), error:       719.37256, best error:       650.54852 on epoch:    52, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 188.1641998291s, input_fired_time: 1.8126522303, output_fired_time: 1.8235980272, propagate_forward_time: 70.3704299927, propagate_backward_time: 110.6800460815, weight_update_time: 0.2456282824, other_time: 3.4774780273
epoch time: 15.0957651138s, input_fired_time: 0.2252658755, output_fired_time: 0.0000000000, propagate_forward_time: 14.2757778168, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5947217941
validation[          , genome  5837] predictions:    9778/  10000 (97.78%), best:    9806/10000 (98.06%), error:       723.03857, best error:       650.54852 on epoch:    52, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 190.1624603271s, input_fired_time: 1.8245191574, output_fired_time: 1.8360219002, propagate_forward_time: 71.3859176636, propagate_backward_time: 111.6628112793, weight_update_time: 0.2485576123, other_time: 3.4531784058
epoch time: 14.4800157547s, input_fired_time: 0.2275077552, output_fired_time: 0.0000000000, propagate_forward_time: 13.6101379395, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6423702240
validation[          , genome  5837] predictions:    9793/  10000 (97.93%), best:    9806/10000 (98.06%), error:       695.37207, best error:       650.54852 on epoch:    52, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 189.6748657227s, input_fired_time: 1.8246923685, output_fired_time: 1.8420534134, propagate_forward_time: 70.9340286255, propagate_backward_time: 111.5572280884, weight_update_time: 0.2517808676, other_time: 3.5168609619
epoch time: 15.1456422806s, input_fired_time: 0.2292385995, output_fired_time: 0.0000000000, propagate_forward_time: 14.3069095612, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6094942093
validation[          , genome  5837] predictions:    9812/  10000 (98.12%), best:    9806/10000 (98.06%), error:       652.08478, best error:       650.54852 on epoch:    52, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 189.5945129395s, input_fired_time: 1.8192970753, output_fired_time: 1.8473404646, propagate_forward_time: 70.8624572754, propagate_backward_time: 111.5294494629, weight_update_time: 0.2497482300, other_time: 3.5359802246
epoch time: 15.1233091354s, input_fired_time: 0.2310842276, output_fired_time: 0.0000000000, propagate_forward_time: 14.2661924362, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6260328293
validation[          , genome  5837] predictions:    9764/  10000 (97.64%), best:    9806/10000 (98.06%), error:       827.32086, best error:       650.54852 on epoch:    52, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 191.1206665039s, input_fired_time: 1.8234596252, output_fired_time: 1.8336938620, propagate_forward_time: 71.8340759277, propagate_backward_time: 112.1757888794, weight_update_time: 0.2458598167, other_time: 3.4536514282
epoch time: 15.0729446411s, input_fired_time: 0.2287944555, output_fired_time: 0.0000000000, propagate_forward_time: 14.2215023041, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6226482391
validation[          , genome  5837] predictions:    9800/  10000 (98.00%), best:    9806/10000 (98.06%), error:       697.80658, best error:       650.54852 on epoch:    52, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 189.1748962402s, input_fired_time: 1.8226929903, output_fired_time: 1.8396872282, propagate_forward_time: 70.6693038940, propagate_backward_time: 111.3786087036, weight_update_time: 0.2484035939, other_time: 3.4645996094
epoch time: 15.6312904358s, input_fired_time: 0.2355199158, output_fired_time: 0.0000000000, propagate_forward_time: 14.7693271637, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6264429092
validation[          , genome  5837] predictions:    9795/  10000 (97.95%), best:    9795/10000 (97.95%), error:       647.67303, best error:       647.67303 on epoch:    75, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 188.0938110352s, input_fired_time: 1.8172435760, output_fired_time: 1.8343715668, propagate_forward_time: 70.4582977295, propagate_backward_time: 110.4735565186, weight_update_time: 0.2491476089, other_time: 3.5103454590
epoch time: 15.3114967346s, input_fired_time: 0.2310342193, output_fired_time: 0.0000000000, propagate_forward_time: 14.4785680771, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6018943787
validation[          , genome  5837] predictions:    9805/  10000 (98.05%), best:    9795/10000 (97.95%), error:       676.08478, best error:       647.67303 on epoch:    75, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 188.6222076416s, input_fired_time: 1.8122237921, output_fired_time: 1.8348298073, propagate_forward_time: 70.5104217529, propagate_backward_time: 110.9831161499, weight_update_time: 0.2486807257, other_time: 3.4816207886
epoch time: 15.0931186676s, input_fired_time: 0.2289074361, output_fired_time: 0.0000000000, propagate_forward_time: 14.2709026337, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5933084488
validation[          , genome  5837] predictions:    9773/  10000 (97.73%), best:    9795/10000 (97.95%), error:       746.66138, best error:       647.67303 on epoch:    75, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 187.9924316406s, input_fired_time: 1.8368892670, output_fired_time: 1.8304258585, propagate_forward_time: 70.0920944214, propagate_backward_time: 110.7068634033, weight_update_time: 0.2495536804, other_time: 3.5261611938
epoch time: 14.7593135834s, input_fired_time: 0.2308633029, output_fired_time: 0.0000000000, propagate_forward_time: 13.8932685852, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6351814270
validation[          , genome  5837] predictions:    9779/  10000 (97.79%), best:    9795/10000 (97.95%), error:       784.15112, best error:       647.67303 on epoch:    75, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 187.9624023438s, input_fired_time: 1.8230738640, output_fired_time: 1.8194386959, propagate_forward_time: 70.1355056763, propagate_backward_time: 110.6643295288, weight_update_time: 0.2508423328, other_time: 3.5200500488
epoch time: 13.5143337250s, input_fired_time: 0.2204016745, output_fired_time: 0.0000000000, propagate_forward_time: 12.5942850113, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6996469498
validation[          , genome  5837] predictions:    9781/  10000 (97.81%), best:    9795/10000 (97.95%), error:       746.21216, best error:       647.67303 on epoch:    75, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 190.7522583008s, input_fired_time: 1.8324561119, output_fired_time: 1.8430452347, propagate_forward_time: 71.5001983643, propagate_backward_time: 112.0797271729, weight_update_time: 0.2495907545, other_time: 3.4968261719
epoch time: 15.2962522507s, input_fired_time: 0.2350820452, output_fired_time: 0.0000000000, propagate_forward_time: 14.4496965408, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6114740372
validation[          , genome  5837] predictions:    9701/  10000 (97.01%), best:    9795/10000 (97.95%), error:       897.54852, best error:       647.67303 on epoch:    75, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 190.0906829834s, input_fired_time: 1.8336400986, output_fired_time: 1.8425614834, propagate_forward_time: 71.2391967773, propagate_backward_time: 111.6811141968, weight_update_time: 0.2493689358, other_time: 3.4941787720
epoch time: 15.4910125732s, input_fired_time: 0.2339671105, output_fired_time: 0.0000000000, propagate_forward_time: 14.6396608353, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6173849106
validation[          , genome  5837] predictions:    9787/  10000 (97.87%), best:    9795/10000 (97.95%), error:       711.33832, best error:       647.67303 on epoch:    75, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 189.6697540283s, input_fired_time: 1.8203858137, output_fired_time: 1.8303545713, propagate_forward_time: 71.3708953857, propagate_backward_time: 111.2420196533, weight_update_time: 0.2460545897, other_time: 3.4060974121
epoch time: 14.9685764313s, input_fired_time: 0.2288896292, output_fired_time: 0.0000000000, propagate_forward_time: 14.1410017014, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5986852646
validation[          , genome  5837] predictions:    9777/  10000 (97.77%), best:    9795/10000 (97.95%), error:       731.98730, best error:       647.67303 on epoch:    75, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 190.5172424316s, input_fired_time: 1.8338943720, output_fired_time: 1.8440032005, propagate_forward_time: 71.4675598145, propagate_backward_time: 111.9030838013, weight_update_time: 0.2492230684, other_time: 3.4686965942
epoch time: 15.2699871063s, input_fired_time: 0.2293274701, output_fired_time: 0.0000000000, propagate_forward_time: 14.4477329254, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5929269791
validation[          , genome  5837] predictions:    9792/  10000 (97.92%), best:    9795/10000 (97.95%), error:       702.44958, best error:       647.67303 on epoch:    75, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 188.4657135010s, input_fired_time: 1.8348627090, output_fired_time: 1.8415653706, propagate_forward_time: 70.4030838013, propagate_backward_time: 110.8105392456, weight_update_time: 0.2503016889, other_time: 3.5756530762
epoch time: 15.3290739059s, input_fired_time: 0.2335439175, output_fired_time: 0.0000000000, propagate_forward_time: 14.4942245483, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6013050079
validation[          , genome  5837] predictions:    9820/  10000 (98.20%), best:    9795/10000 (97.95%), error:       651.24298, best error:       647.67303 on epoch:    75, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 191.2048339844s, input_fired_time: 1.8302698135, output_fired_time: 1.8488510847, propagate_forward_time: 71.8729629517, propagate_backward_time: 112.2212677002, weight_update_time: 0.2486460060, other_time: 3.4314804077
epoch time: 15.0327072144s, input_fired_time: 0.2359250933, output_fired_time: 0.0000000000, propagate_forward_time: 14.1707582474, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6260242462
validation[          , genome  5837] predictions:    9798/  10000 (97.98%), best:    9795/10000 (97.95%), error:       674.18250, best error:       647.67303 on epoch:    75, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 190.2459259033s, input_fired_time: 1.8310030699, output_fired_time: 1.8426213264, propagate_forward_time: 71.2736587524, propagate_backward_time: 111.8299331665, weight_update_time: 0.2510564625, other_time: 3.4687042236
epoch time: 15.4138164520s, input_fired_time: 0.2330560982, output_fired_time: 0.0000000000, propagate_forward_time: 14.5602121353, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6205482483
validation[          , genome  5837] predictions:    9747/  10000 (97.47%), best:    9795/10000 (97.95%), error:       856.81085, best error:       647.67303 on epoch:    75, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 189.5219879150s, input_fired_time: 1.8337856531, output_fired_time: 1.8334584236, propagate_forward_time: 71.0140075684, propagate_backward_time: 111.3373413086, weight_update_time: 0.2493397892, other_time: 3.5033874512
epoch time: 15.2154607773s, input_fired_time: 0.2327691168, output_fired_time: 0.0000000000, propagate_forward_time: 14.3633241653, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6193675995
validation[          , genome  5837] predictions:    9791/  10000 (97.91%), best:    9795/10000 (97.95%), error:       744.47070, best error:       647.67303 on epoch:    75, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 187.4029388428s, input_fired_time: 1.8070360422, output_fired_time: 1.8219037056, propagate_forward_time: 70.1159667969, propagate_backward_time: 110.1784896851, weight_update_time: 0.2450480014, other_time: 3.4795455933
epoch time: 15.3078289032s, input_fired_time: 0.2321728170, output_fired_time: 0.0000000000, propagate_forward_time: 14.4605798721, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6150760651
validation[          , genome  5837] predictions:    9792/  10000 (97.92%), best:    9795/10000 (97.95%), error:       723.11615, best error:       647.67303 on epoch:    75, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 189.6524200439s, input_fired_time: 1.8291563988, output_fired_time: 1.8336519003, propagate_forward_time: 71.0790863037, propagate_backward_time: 111.4071731567, weight_update_time: 0.2502423525, other_time: 3.5033493042
epoch time: 15.3449068069s, input_fired_time: 0.2337113321, output_fired_time: 0.0000000000, propagate_forward_time: 14.4948406219, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6163549423
validation[          , genome  5837] predictions:    9804/  10000 (98.04%), best:    9795/10000 (97.95%), error:       667.58356, best error:       647.67303 on epoch:    75, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 190.5092468262s, input_fired_time: 1.8378974199, output_fired_time: 1.8416870832, propagate_forward_time: 71.7351531982, propagate_backward_time: 111.6304473877, weight_update_time: 0.2508623600, other_time: 3.4640655518
epoch time: 14.9536352158s, input_fired_time: 0.2263959348, output_fired_time: 0.0000000000, propagate_forward_time: 14.1125755310, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6146640778
validation[          , genome  5837] predictions:    9795/  10000 (97.95%), best:    9795/10000 (97.95%), error:       664.50360, best error:       647.67303 on epoch:    75, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 189.6969909668s, input_fired_time: 1.8336789608, output_fired_time: 1.8311668634, propagate_forward_time: 71.1221008301, propagate_backward_time: 111.4463272095, weight_update_time: 0.2489416897, other_time: 3.4637222290
epoch time: 14.7880954742s, input_fired_time: 0.2282563299, output_fired_time: 0.0000000000, propagate_forward_time: 13.9498224258, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6100168228
validation[          , genome  5837] predictions:    9713/  10000 (97.13%), best:    9795/10000 (97.95%), error:      1022.80768, best error:       647.67303 on epoch:    75, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 190.4294738770s, input_fired_time: 1.8426363468, output_fired_time: 1.8380081654, propagate_forward_time: 71.5289764404, propagate_backward_time: 111.7317886353, weight_update_time: 0.2494157553, other_time: 3.4880599976
epoch time: 14.6534461975s, input_fired_time: 0.2287333459, output_fired_time: 0.0000000000, propagate_forward_time: 13.8166923523, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6080207825
validation[          , genome  5837] predictions:    9764/  10000 (97.64%), best:    9795/10000 (97.95%), error:       806.80139, best error:       647.67303 on epoch:    75, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 190.2266387939s, input_fired_time: 1.8320384026, output_fired_time: 1.8468052149, propagate_forward_time: 71.4194183350, propagate_backward_time: 111.6320648193, weight_update_time: 0.2474313974, other_time: 3.4963226318
epoch time: 14.8068561554s, input_fired_time: 0.2295046300, output_fired_time: 0.0000000000, propagate_forward_time: 13.9550342560, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6223173141
validation[          , genome  5837] predictions:    9803/  10000 (98.03%), best:    9795/10000 (97.95%), error:       725.29950, best error:       647.67303 on epoch:    75, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 189.3566741943s, input_fired_time: 1.8390480280, output_fired_time: 1.8407899141, propagate_forward_time: 70.8841781616, propagate_backward_time: 111.2807083130, weight_update_time: 0.2503860593, other_time: 3.5119476318
epoch time: 14.9500694275s, input_fired_time: 0.2377506495, output_fired_time: 0.0000000000, propagate_forward_time: 14.0797004700, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6326179504
validation[          , genome  5837] predictions:    9760/  10000 (97.60%), best:    9795/10000 (97.95%), error:       790.77118, best error:       647.67303 on epoch:    75, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 189.7774963379s, input_fired_time: 1.8308560848, output_fired_time: 1.8345242739, propagate_forward_time: 71.1195602417, propagate_backward_time: 111.5405731201, weight_update_time: 0.2478884459, other_time: 3.4519882202
epoch time: 15.6473789215s, input_fired_time: 0.2392606437, output_fired_time: 0.0000000000, propagate_forward_time: 14.7940387726, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6140794754
validation[          , genome  5837] predictions:    9810/  10000 (98.10%), best:    9795/10000 (97.95%), error:       690.62299, best error:       647.67303 on epoch:    75, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 191.4624786377s, input_fired_time: 1.8328932524, output_fired_time: 1.8469778299, propagate_forward_time: 71.9454345703, propagate_backward_time: 112.3964385986, weight_update_time: 0.2509293258, other_time: 3.4407348633
epoch time: 13.9012002945s, input_fired_time: 0.2253305316, output_fired_time: 0.0000000000, propagate_forward_time: 13.0515766144, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6242933273
validation[          , genome  5837] predictions:    9745/  10000 (97.45%), best:    9795/10000 (97.95%), error:       825.62811, best error:       647.67303 on epoch:    75, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 189.7442779541s, input_fired_time: 1.8400428295, output_fired_time: 1.8425661325, propagate_forward_time: 71.0022811890, propagate_backward_time: 111.5362548828, weight_update_time: 0.2506334186, other_time: 3.5231399536
epoch time: 14.7618179321s, input_fired_time: 0.2296451628, output_fired_time: 0.0000000000, propagate_forward_time: 13.9155626297, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6166105270
validation[          , genome  5837] predictions:    9760/  10000 (97.60%), best:    9795/10000 (97.95%), error:       766.10284, best error:       647.67303 on epoch:    75, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 191.3294830322s, input_fired_time: 1.8480441570, output_fired_time: 1.8459154367, propagate_forward_time: 71.9080657959, propagate_backward_time: 112.2752456665, weight_update_time: 0.2507972121, other_time: 3.4522171021
epoch time: 15.3398199081s, input_fired_time: 0.2344638407, output_fired_time: 0.0000000000, propagate_forward_time: 14.4932212830, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6121349335
validation[          , genome  5837] predictions:    9802/  10000 (98.02%), best:    9795/10000 (97.95%), error:       664.13440, best error:       647.67303 on epoch:    75, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 189.4000091553s, input_fired_time: 1.8457820415, output_fired_time: 1.8398786783, propagate_forward_time: 70.8426818848, propagate_backward_time: 111.3536148071, weight_update_time: 0.2491135746, other_time: 3.5180587769
epoch time: 15.1994667053s, input_fired_time: 0.2332993299, output_fired_time: 0.0000000000, propagate_forward_time: 14.3600082397, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6061592102
validation[          , genome  5837] predictions:    9797/  10000 (97.97%), best:    9795/10000 (97.95%), error:       709.72369, best error:       647.67303 on epoch:    75, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 188.2162322998s, input_fired_time: 1.8320614100, output_fired_time: 1.8331605196, propagate_forward_time: 70.2833480835, propagate_backward_time: 110.7836074829, weight_update_time: 0.2470167875, other_time: 3.4840545654
epoch time: 14.9484090805s, input_fired_time: 0.2295305729, output_fired_time: 0.0000000000, propagate_forward_time: 14.1022129059, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6166658401
validation[          , genome  5837] predictions:    9777/  10000 (97.77%), best:    9795/10000 (97.95%), error:       786.71869, best error:       647.67303 on epoch:    75, 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: 76.5407562256s, input_fired_time: 1.1539309025, output_fired_time: 0.0000000000, propagate_forward_time: 72.2973709106, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.0894546509
best training[          , genome  5837] predictions:   49782/  50000 (99.56%), best:    9795/10000 (97.95%), error:      1011.46906, best error:       647.67303 on epoch:    75, 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: 15.2411651611s, input_fired_time: 0.2275015265, output_fired_time: 0.0000000000, propagate_forward_time: 14.4174308777, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5962324142
   testing[          , genome  5837] predictions:    9809/  10000 (98.09%), best:    9795/10000 (97.95%), error:       652.55585, best error:       647.67303 on epoch:    75, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
14:58:44 (3712): called boinc_finish(0)

</stderr_txt>
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