Nameexact_genome_1542649503_175_6319_0
Workunit4099001
Created19 Nov 2018, 23:44:10 UTC
Sent19 Nov 2018, 23:45:29 UTC
Report deadline17 Jan 2019, 2:38:59 UTC
Received21 Nov 2018, 6:16:47 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID60660
Run time17 hours 50 min 7 sec
CPU time17 hours 17 min 42 sec
Validate stateValid
Credit14,530.12
Device peak FLOPS3.44 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size533.91 MB
Peak swap size553.72 MB
Peak disk usage11.37 MB

Stderr output

<core_client_version>7.8.3</core_client_version>
<![CDATA[
<stderr_txt>
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/cifar_10_training.bin'
boincified validation filename: '../../projects/csgrid.org_csg/cifar_10_testing.bin'
boincified testing filename: '../../projects/csgrid.org_csg/cifar_10_testing.bin'
boincified genome filename: '../../projects/csgrid.org_csg/exact_genome_1542649503_175_6319.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1542649503_175_6319_0_r1951874143_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from input file: '../../projects/csgrid.org_csg/exact_genome_1542649503_175_6319.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: 0.5
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.0125
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 0.0005
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: 0
read max_epochs: 50
read reset_weights: 0
read padding: 2
read best_epoch: 0
read number_validation_images: 10000
read best_validation_predictions: 0
read best_validation_error: 1e+07
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: 6319
read normal distribution: '0 0.0574408732354641 -0.774456083774567'
generator_str: '1635916115'
read generator: 1635916115
read generated_by_map:
1 add_edge 1
reading 94 nodes.
reading 374 edges.
number input nodes: 3
number softmax nodes: 10
order_size: 0
parsed input file
loaded genome
loading images
number_classes: 10
channels: 3
width: 32
height: 32
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
reading image set with 5000 images.
image_size: 3x32x32 = 3072
read 50000 images.
    class    0: 5000
    class    1: 5000
    class    2: 5000
    class    3: 5000
    class    4: 5000
    class    5: 5000
    class    6: 5000
    class    7: 5000
    class    8: 5000
    class    9: 5000
calculating averages and standard deviations for images
average pixel value for channel 0: 0.491399973630905
average pixel value for channel 1: 0.482159107923508
average pixel value for channel 2: 0.446530401706696
pixel variance for channel 0: 0.0610253289341927
pixel standard deviation for channel 0: 0.247033059597015
pixel variance for channel 1: 0.0592849254608154
pixel standard deviation for channel 1: 0.24348495900631
pixel variance for channel 2: 0.0684280395507813
pixel standard deviation for channel 2: 0.261587530374527
number_classes: 10
channels: 3
width: 32
height: 32
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: 3x32x32 = 3072
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: 3
width: 32
height: 32
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: 3x32x32 = 3072
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
loaded images
starting backpropagation!
generator min: 1, generator max: 2147483646
pre shuffle 1: 609012264
post shuffle 1: 2072034743
epoch time: 1133.94055175781s, input_fired_time: 10.9515218734741, output_fired_time: 8.4032564163208, propagate_forward_time: 409.785614013672, propagate_backward_time: 692.176025390625, weight_update_time: 1.09275007247925, other_time: 12.6241455078125
epoch time: 86.3797988891602s, input_fired_time: 1.28461790084839, output_fired_time: 0, propagate_forward_time: 82.7771148681641, propagate_backward_time: 0, weight_update_time: 0, other_time: 2.31806945800781
validation[          , genome  6319] predictions:    5315/  10000 (53.15%), best:    5315/10000 (53.15%), error:     16359.86230, best error:     16359.86230 on epoch:     0, epoch:    0/50, mu: 0.5000000000, learning_rate: 0.0125000002, weight_decay: 0.0005000000

epoch time: 1333.4615478516s, input_fired_time: 11.0389375687, output_fired_time: 8.5332946777, propagate_forward_time: 605.2151489258, propagate_backward_time: 695.8396606445, weight_update_time: 1.1180630922, other_time: 12.8344726563
epoch time: 85.8187561035s, input_fired_time: 1.2223932743, output_fired_time: 0.0000000000, propagate_forward_time: 82.2990722656, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2972869873
validation[          , genome  6319] predictions:    5240/  10000 (52.40%), best:    5240/10000 (52.40%), error:     15754.47852, best error:     15754.47852 on epoch:     1, epoch:    1/50, mu: 0.5245000124, learning_rate: 0.0118749999, weight_decay: 0.0004750000

epoch time: 1142.7471923828s, input_fired_time: 10.9676189423, output_fired_time: 8.4888610840, propagate_forward_time: 412.8754882813, propagate_backward_time: 697.4860839844, weight_update_time: 1.1122741699, other_time: 12.9290771484
epoch time: 85.5478820801s, input_fired_time: 1.2202094793, output_fired_time: 0.0000000000, propagate_forward_time: 82.0246734619, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3030014038
validation[          , genome  6319] predictions:    5106/  10000 (51.06%), best:    5240/10000 (52.40%), error:     16514.43750, best error:     15754.47852 on epoch:     1, epoch:    2/50, mu: 0.5477750301, learning_rate: 0.0112812500, weight_decay: 0.0004512500

epoch time: 1209.4766845703s, input_fired_time: 11.6874980927, output_fired_time: 9.1426267624, propagate_forward_time: 437.1277770996, propagate_backward_time: 737.7672729492, weight_update_time: 1.1583002806, other_time: 13.7515258789
epoch time: 85.4141693115s, input_fired_time: 1.2325868607, output_fired_time: 0.0000000000, propagate_forward_time: 81.9470291138, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2345504761
validation[          , genome  6319] predictions:    4904/  10000 (49.04%), best:    5240/10000 (52.40%), error:     18194.56836, best error:     15754.47852 on epoch:     1, epoch:    3/50, mu: 0.5698862672, learning_rate: 0.0107171871, weight_decay: 0.0004286875

epoch time: 1144.7714843750s, input_fired_time: 10.9741239548, output_fired_time: 8.5238237381, propagate_forward_time: 413.6329040527, propagate_backward_time: 698.5560913086, weight_update_time: 1.1125497818, other_time: 13.0845336914
epoch time: 85.7840270996s, input_fired_time: 1.2355172634, output_fired_time: 0.0000000000, propagate_forward_time: 82.2326507568, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3158569336
validation[          , genome  6319] predictions:    5526/  10000 (55.26%), best:    5526/10000 (55.26%), error:     14240.05566, best error:     14240.05566 on epoch:     4, epoch:    4/50, mu: 0.5908919573, learning_rate: 0.0101813274, weight_decay: 0.0004072531

epoch time: 1144.9484863281s, input_fired_time: 10.9983997345, output_fired_time: 8.5040130615, propagate_forward_time: 413.6384582520, propagate_backward_time: 698.9209594727, weight_update_time: 1.1031023264, other_time: 12.8866577148
epoch time: 85.7014770508s, input_fired_time: 1.2063851357, output_fired_time: 0.0000000000, propagate_forward_time: 82.2318344116, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2632598877
validation[          , genome  6319] predictions:    5183/  10000 (51.83%), best:    5526/10000 (55.26%), error:     16051.00977, best error:     14240.05566 on epoch:     4, epoch:    5/50, mu: 0.6108473539, learning_rate: 0.0096722608, weight_decay: 0.0003868904

epoch time: 1139.6894531250s, input_fired_time: 10.8432073593, output_fired_time: 8.4571237564, propagate_forward_time: 412.1531372070, propagate_backward_time: 695.3630371094, weight_update_time: 1.1399985552, other_time: 12.8728637695
epoch time: 86.1803512573s, input_fired_time: 1.2264716625, output_fired_time: 0.0000000000, propagate_forward_time: 82.6703262329, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2835540771
validation[          , genome  6319] predictions:    5602/  10000 (56.02%), best:    5602/10000 (56.02%), error:     14044.44141, best error:     14044.44141 on epoch:     6, epoch:    6/50, mu: 0.6298049688, learning_rate: 0.0091886474, weight_decay: 0.0003675459

epoch time: 1142.1564941406s, input_fired_time: 10.9932470322, output_fired_time: 8.5199890137, propagate_forward_time: 412.8191528320, propagate_backward_time: 696.7672119141, weight_update_time: 1.1053332090, other_time: 13.0568237305
epoch time: 85.9046630859s, input_fired_time: 1.2073005438, output_fired_time: 0.0000000000, propagate_forward_time: 82.4086608887, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2887039185
validation[          , genome  6319] predictions:    5338/  10000 (53.38%), best:    5602/10000 (56.02%), error:     15368.00781, best error:     14044.44141 on epoch:     6, epoch:    7/50, mu: 0.6478147507, learning_rate: 0.0087292148, weight_decay: 0.0003491686

epoch time: 3126.4052734375s, input_fired_time: 10.8052940369, output_fired_time: 8.4390697479, propagate_forward_time: 2398.8569335938, propagate_backward_time: 695.5355834961, weight_update_time: 1.0976539850, other_time: 12.7686157227
epoch time: 85.7096710205s, input_fired_time: 1.2014483213, output_fired_time: 0.0000000000, propagate_forward_time: 82.2335281372, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2746963501
validation[          , genome  6319] predictions:    5640/  10000 (56.40%), best:    5640/10000 (56.40%), error:     13890.54297, best error:     13890.54297 on epoch:     8, epoch:    8/50, mu: 0.6649240255, learning_rate: 0.0082927542, weight_decay: 0.0003317102

epoch time: 1182.3591308594s, input_fired_time: 10.8870735168, output_fired_time: 8.4580650330, propagate_forward_time: 412.8483276367, propagate_backward_time: 737.3596191406, weight_update_time: 1.1009762287, other_time: 12.8060913086
epoch time: 85.5116806030s, input_fired_time: 1.2114100456, output_fired_time: 0.0000000000, propagate_forward_time: 82.0764617920, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2238082886
validation[          , genome  6319] predictions:    5731/  10000 (57.31%), best:    5731/10000 (57.31%), error:     13305.74023, best error:     13305.74023 on epoch:     9, epoch:    9/50, mu: 0.6811778545, learning_rate: 0.0078781163, weight_decay: 0.0003151247

epoch time: 1140.3830566406s, input_fired_time: 10.8694477081, output_fired_time: 8.5206670761, propagate_forward_time: 411.9089050293, propagate_backward_time: 696.2758789063, weight_update_time: 1.1149417162, other_time: 12.8081054688
epoch time: 85.9987335205s, input_fired_time: 1.2279266119, output_fired_time: 0.0000000000, propagate_forward_time: 82.4165115356, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3542938232
validation[          , genome  6319] predictions:    5621/  10000 (56.21%), best:    5731/10000 (57.31%), error:     13792.22852, best error:     13305.74023 on epoch:     9, epoch:   10/50, mu: 0.6966189742, learning_rate: 0.0074842102, weight_decay: 0.0002993684

epoch time: 1136.3648681641s, input_fired_time: 10.8357934952, output_fired_time: 8.3867664337, propagate_forward_time: 410.5729980469, propagate_backward_time: 693.9916992188, weight_update_time: 1.0948696136, other_time: 12.5776367188
epoch time: 85.2449874878s, input_fired_time: 1.1921647787, output_fired_time: 0.0000000000, propagate_forward_time: 81.7937698364, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2590560913
validation[          , genome  6319] predictions:    5560/  10000 (55.60%), best:    5731/10000 (57.31%), error:     14170.73242, best error:     13305.74023 on epoch:     9, epoch:   11/50, mu: 0.7112880349, learning_rate: 0.0071099997, weight_decay: 0.0002844000

epoch time: 1141.7259521484s, input_fired_time: 10.8938503265, output_fired_time: 8.5010585785, propagate_forward_time: 412.7083435059, propagate_backward_time: 697.0120849609, weight_update_time: 1.0935821533, other_time: 12.6105957031
epoch time: 85.8045501709s, input_fired_time: 1.2027199268, output_fired_time: 0.0000000000, propagate_forward_time: 82.3717956543, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2300338745
validation[          , genome  6319] predictions:    5518/  10000 (55.18%), best:    5731/10000 (57.31%), error:     14350.36035, best error:     13305.74023 on epoch:     9, epoch:   12/50, mu: 0.7252236605, learning_rate: 0.0067544994, weight_decay: 0.0002701800

epoch time: 1146.3317871094s, input_fired_time: 10.9621706009, output_fired_time: 8.5434312820, propagate_forward_time: 414.4488830566, propagate_backward_time: 699.4581298828, weight_update_time: 1.1196968555, other_time: 12.9191894531
epoch time: 86.9967880249s, input_fired_time: 1.2018105984, output_fired_time: 0.0000000000, propagate_forward_time: 83.5366897583, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2582855225
validation[          , genome  6319] predictions:    5372/  10000 (53.72%), best:    5731/10000 (57.31%), error:     14636.79297, best error:     13305.74023 on epoch:     9, epoch:   13/50, mu: 0.7384625077, learning_rate: 0.0064167744, weight_decay: 0.0002566710

epoch time: 1292.3511962891s, input_fired_time: 10.9489774704, output_fired_time: 8.4630022049, propagate_forward_time: 413.7096862793, propagate_backward_time: 846.5911254883, weight_update_time: 1.1025691032, other_time: 12.6383666992
epoch time: 86.0793838501s, input_fired_time: 1.2193742990, output_fired_time: 0.0000000000, propagate_forward_time: 82.6077423096, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2522659302
validation[          , genome  6319] predictions:    5664/  10000 (56.64%), best:    5731/10000 (57.31%), error:     13429.25781, best error:     13305.74023 on epoch:     9, epoch:   14/50, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 1152.6812744141s, input_fired_time: 11.1100959778, output_fired_time: 8.5259513855, propagate_forward_time: 417.0967712402, propagate_backward_time: 702.9008178711, weight_update_time: 1.1148800850, other_time: 13.0475463867
epoch time: 911.0183105469s, input_fired_time: 1.2507212162, output_fired_time: 0.0000000000, propagate_forward_time: 907.4432373047, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3243408203
validation[          , genome  6319] predictions:    5873/  10000 (58.73%), best:    5873/10000 (58.73%), error:     12762.21973, best error:     12762.21973 on epoch:    15, epoch:   15/50, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 1150.6835937500s, input_fired_time: 11.0480699539, output_fired_time: 8.5620470047, propagate_forward_time: 416.1805114746, propagate_backward_time: 701.7739257813, weight_update_time: 1.1318442822, other_time: 13.1190185547
epoch time: 86.9252548218s, input_fired_time: 1.2525185347, output_fired_time: 0.0000000000, propagate_forward_time: 83.3485565186, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3241806030
validation[          , genome  6319] predictions:    5836/  10000 (58.36%), best:    5836/10000 (58.36%), error:     12571.07031, best error:     12571.07031 on epoch:    16, epoch:   16/50, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 1286.6199951172s, input_fired_time: 12.2094202042, output_fired_time: 9.4979085922, propagate_forward_time: 464.6297607422, propagate_backward_time: 785.8989257813, weight_update_time: 1.1616744995, other_time: 14.3839111328
epoch time: 114.2495498657s, input_fired_time: 1.6918193102, output_fired_time: 0.0000000000, propagate_forward_time: 109.6170578003, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9406738281
validation[          , genome  6319] predictions:    5660/  10000 (56.60%), best:    5836/10000 (58.36%), error:     13821.45703, best error:     12571.07031 on epoch:    16, epoch:   17/50, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 1285.4838867188s, input_fired_time: 12.6421709061, output_fired_time: 10.1431179047, propagate_forward_time: 463.4788513184, propagate_backward_time: 784.3287353516, weight_update_time: 1.1964193583, other_time: 14.8909912109
epoch time: 86.9580841064s, input_fired_time: 1.2581155300, output_fired_time: 0.0000000000, propagate_forward_time: 83.3200912476, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3798751831
validation[          , genome  6319] predictions:    5766/  10000 (57.66%), best:    5836/10000 (58.36%), error:     13017.17676, best error:     12571.07031 on epoch:    16, epoch:   18/50, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 1147.2998046875s, input_fired_time: 11.1515531540, output_fired_time: 8.5642833710, propagate_forward_time: 414.8246765137, propagate_backward_time: 699.5070800781, weight_update_time: 1.1281735897, other_time: 13.2520751953
epoch time: 86.5338287354s, input_fired_time: 1.2383925915, output_fired_time: 0.0000000000, propagate_forward_time: 82.9546508789, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3407821655
validation[          , genome  6319] predictions:    5523/  10000 (55.23%), best:    5836/10000 (58.36%), error:     14001.37012, best error:     12571.07031 on epoch:    16, epoch:   19/50, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 1145.0103759766s, input_fired_time: 11.0326519012, output_fired_time: 8.4715547562, propagate_forward_time: 413.9472656250, propagate_backward_time: 698.4810180664, weight_update_time: 1.1128718853, other_time: 13.0779418945
epoch time: 86.3317337036s, input_fired_time: 1.2522337437, output_fired_time: 0.0000000000, propagate_forward_time: 82.8191986084, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2602996826
validation[          , genome  6319] predictions:    5709/  10000 (57.09%), best:    5836/10000 (58.36%), error:     13390.21875, best error:     12571.07031 on epoch:    16, epoch:   20/50, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 1798.8489990234s, input_fired_time: 11.2620229721, output_fired_time: 8.5818309784, propagate_forward_time: 1053.5155029297, propagate_backward_time: 712.1599121094, weight_update_time: 1.1668442488, other_time: 13.3298339844
epoch time: 86.8438720703s, input_fired_time: 1.2454152107, output_fired_time: 0.0000000000, propagate_forward_time: 83.3117752075, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2866821289
validation[          , genome  6319] predictions:    5713/  10000 (57.13%), best:    5836/10000 (58.36%), error:     13827.98047, best error:     12571.07031 on epoch:    16, epoch:   21/50, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 1152.5473632813s, input_fired_time: 11.2090616226, output_fired_time: 8.5887613297, propagate_forward_time: 417.1194152832, propagate_backward_time: 702.6481933594, weight_update_time: 1.1168771982, other_time: 12.9819335938
epoch time: 86.3509140015s, input_fired_time: 1.2913646698, output_fired_time: 0.0000000000, propagate_forward_time: 82.7302474976, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3292999268
validation[          , genome  6319] predictions:    5847/  10000 (58.47%), best:    5836/10000 (58.36%), error:     12970.35352, best error:     12571.07031 on epoch:    16, epoch:   22/50, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 1146.8352050781s, input_fired_time: 11.0749254227, output_fired_time: 8.4727125168, propagate_forward_time: 414.4281921387, propagate_backward_time: 700.0405883789, weight_update_time: 1.1076804399, other_time: 12.8187866211
epoch time: 86.4496688843s, input_fired_time: 1.2585382462, output_fired_time: 0.0000000000, propagate_forward_time: 82.8198547363, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3712768555
validation[          , genome  6319] predictions:    5735/  10000 (57.35%), best:    5836/10000 (58.36%), error:     13484.03516, best error:     12571.07031 on epoch:    16, epoch:   23/50, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 1835.4831542969s, input_fired_time: 11.0581903458, output_fired_time: 8.4396982193, propagate_forward_time: 915.7645874023, propagate_backward_time: 887.4798583984, weight_update_time: 1.0970638990, other_time: 12.7407836914
epoch time: 86.1466293335s, input_fired_time: 1.2559047937, output_fired_time: 0.0000000000, propagate_forward_time: 82.6036224365, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2871017456
validation[          , genome  6319] predictions:    5909/  10000 (59.09%), best:    5836/10000 (58.36%), error:     13006.88672, best error:     12571.07031 on epoch:    16, epoch:   24/50, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 3246.2114257813s, input_fired_time: 11.0772352219, output_fired_time: 8.4498338699, propagate_forward_time: 412.8898620605, propagate_backward_time: 2801.0710449219, weight_update_time: 1.1037678719, other_time: 12.7233886719
epoch time: 86.3439025879s, input_fired_time: 1.2648098469, output_fired_time: 0.0000000000, propagate_forward_time: 82.8147659302, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2643280029
validation[          , genome  6319] predictions:    5870/  10000 (58.70%), best:    5836/10000 (58.36%), error:     12735.38379, best error:     12571.07031 on epoch:    16, epoch:   25/50, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 1625.9545898438s, input_fired_time: 11.0828666687, output_fired_time: 8.4004154205, propagate_forward_time: 413.8852233887, propagate_backward_time: 1179.9089355469, weight_update_time: 1.0974884033, other_time: 12.6771240234
epoch time: 86.6594314575s, input_fired_time: 1.2594653368, output_fired_time: 0.0000000000, propagate_forward_time: 83.1490402222, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2509231567
validation[          , genome  6319] predictions:    5814/  10000 (58.14%), best:    5836/10000 (58.36%), error:     13032.86914, best error:     12571.07031 on epoch:    16, epoch:   26/50, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 1180.3336181641s, input_fired_time: 11.0425910950, output_fired_time: 8.4266920090, propagate_forward_time: 414.5598449707, propagate_backward_time: 733.7597045898, weight_update_time: 1.0920701027, other_time: 12.5448608398
epoch time: 29608.1953125000s, input_fired_time: 1.2542626858, output_fired_time: 0.0000000000, propagate_forward_time: 29604.5976562500, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3437500000
validation[          , genome  6319] predictions:    5870/  10000 (58.70%), best:    5836/10000 (58.36%), error:     12966.05859, best error:     12571.07031 on epoch:    16, epoch:   27/50, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 1141.5739746094s, input_fired_time: 11.1186399460, output_fired_time: 8.4159421921, propagate_forward_time: 412.2855529785, propagate_backward_time: 696.9356689453, weight_update_time: 1.1002298594, other_time: 12.8182373047
epoch time: 86.4019012451s, input_fired_time: 1.2592649460, output_fired_time: 0.0000000000, propagate_forward_time: 82.8419342041, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3007049561
validation[          , genome  6319] predictions:    5949/  10000 (59.49%), best:    5836/10000 (58.36%), error:     12608.43652, best error:     12571.07031 on epoch:    16, epoch:   28/50, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 1141.9038085938s, input_fired_time: 11.1494750977, output_fired_time: 8.4451999664, propagate_forward_time: 412.5999450684, propagate_backward_time: 697.0106811523, weight_update_time: 1.0965452194, other_time: 12.6985473633
epoch time: 85.8327102661s, input_fired_time: 1.2694209814, output_fired_time: 0.0000000000, propagate_forward_time: 82.2781829834, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2851028442
validation[          , genome  6319] predictions:    6109/  10000 (61.09%), best:    6109/10000 (61.09%), error:     12064.96680, best error:     12064.96680 on epoch:    29, epoch:   29/50, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 1143.0839843750s, input_fired_time: 11.1605072021, output_fired_time: 8.4942970276, propagate_forward_time: 413.4328613281, propagate_backward_time: 697.3782348633, weight_update_time: 1.0967454910, other_time: 12.6181030273
epoch time: 86.1863250732s, input_fired_time: 1.2628906965, output_fired_time: 0.0000000000, propagate_forward_time: 82.6400222778, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2834091187
validation[          , genome  6319] predictions:    5907/  10000 (59.07%), best:    6109/10000 (61.09%), error:     12791.85840, best error:     12064.96680 on epoch:    29, epoch:   30/50, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 1138.2086181641s, input_fired_time: 11.1351957321, output_fired_time: 8.4096822739, propagate_forward_time: 411.3740844727, propagate_backward_time: 694.6402587891, weight_update_time: 1.0957498550, other_time: 12.6493530273
epoch time: 85.4378280640s, input_fired_time: 1.2573989630, output_fired_time: 0.0000000000, propagate_forward_time: 81.9337234497, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2467041016
validation[          , genome  6319] predictions:    5866/  10000 (58.66%), best:    6109/10000 (61.09%), error:     12923.36133, best error:     12064.96680 on epoch:    29, epoch:   31/50, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 1136.9425048828s, input_fired_time: 11.1156377792, output_fired_time: 8.3975677490, propagate_forward_time: 411.0311279297, propagate_backward_time: 693.7081298828, weight_update_time: 1.1002019644, other_time: 12.6900634766
epoch time: 86.0805740356s, input_fired_time: 1.2817801237, output_fired_time: 0.0000000000, propagate_forward_time: 82.5067443848, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2920532227
validation[          , genome  6319] predictions:    5990/  10000 (59.90%), best:    6109/10000 (61.09%), error:     12625.20117, best error:     12064.96680 on epoch:    29, epoch:   32/50, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 1362.7272949219s, input_fired_time: 11.1536207199, output_fired_time: 8.4730768204, propagate_forward_time: 636.1406860352, propagate_backward_time: 694.2258300781, weight_update_time: 1.1101855040, other_time: 12.7341918945
epoch time: 85.4560317993s, input_fired_time: 1.2547419071, output_fired_time: 0.0000000000, propagate_forward_time: 81.9094772339, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2918090820
validation[          , genome  6319] predictions:    5925/  10000 (59.25%), best:    6109/10000 (61.09%), error:     13250.34473, best error:     12064.96680 on epoch:    29, epoch:   33/50, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 1318.7944335938s, input_fired_time: 11.2470073700, output_fired_time: 8.4855546951, propagate_forward_time: 588.6893310547, propagate_backward_time: 697.6005859375, weight_update_time: 1.1049755812, other_time: 12.7719726563
epoch time: 86.0670928955s, input_fired_time: 1.2931199074, output_fired_time: 0.0000000000, propagate_forward_time: 82.5250396729, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2489318848
validation[          , genome  6319] predictions:    6067/  10000 (60.67%), best:    6109/10000 (61.09%), error:     12088.87598, best error:     12064.96680 on epoch:    29, epoch:   34/50, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 1137.3942871094s, input_fired_time: 11.2124137878, output_fired_time: 8.3884172440, propagate_forward_time: 410.8847351074, propagate_backward_time: 694.0549926758, weight_update_time: 1.0954834223, other_time: 12.8536987305
epoch time: 85.2890014648s, input_fired_time: 1.2481019497, output_fired_time: 0.0000000000, propagate_forward_time: 81.7680130005, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2728881836
validation[          , genome  6319] predictions:    5691/  10000 (56.91%), best:    6109/10000 (61.09%), error:     13656.27734, best error:     12064.96680 on epoch:    29, epoch:   35/50, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 1139.7349853516s, input_fired_time: 11.1813316345, output_fired_time: 8.3952331543, propagate_forward_time: 412.0494689941, propagate_backward_time: 695.3191528320, weight_update_time: 1.0964038372, other_time: 12.7898559570
epoch time: 85.9588623047s, input_fired_time: 1.2867774963, output_fired_time: 0.0000000000, propagate_forward_time: 82.3255233765, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3465652466
validation[          , genome  6319] predictions:    5941/  10000 (59.41%), best:    6109/10000 (61.09%), error:     12809.25195, best error:     12064.96680 on epoch:    29, epoch:   36/50, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 1134.4670410156s, input_fired_time: 11.1492013931, output_fired_time: 8.3910455704, propagate_forward_time: 410.0258789063, propagate_backward_time: 692.1516723633, weight_update_time: 1.1018389463, other_time: 12.7493286133
epoch time: 270.1766052246s, input_fired_time: 1.2641221285, output_fired_time: 0.0000000000, propagate_forward_time: 266.6510620117, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2614135742
validation[          , genome  6319] predictions:    6049/  10000 (60.49%), best:    6109/10000 (61.09%), error:     12363.52051, best error:     12064.96680 on epoch:    29, epoch:   37/50, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 1583.6130371094s, input_fired_time: 11.3170576096, output_fired_time: 8.4141702652, propagate_forward_time: 412.8283081055, propagate_backward_time: 1138.1241455078, weight_update_time: 1.1080933809, other_time: 12.9293212891
epoch time: 85.9015121460s, input_fired_time: 1.2799324989, output_fired_time: 0.0000000000, propagate_forward_time: 82.3328628540, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2887191772
validation[          , genome  6319] predictions:    5861/  10000 (58.61%), best:    6109/10000 (61.09%), error:     13334.33008, best error:     12064.96680 on epoch:    29, epoch:   38/50, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 1141.9708251953s, input_fired_time: 11.2949552536, output_fired_time: 8.4314622879, propagate_forward_time: 412.7553710938, propagate_backward_time: 696.7443237305, weight_update_time: 1.1064888239, other_time: 12.7446899414
epoch time: 85.8832473755s, input_fired_time: 1.2990690470, output_fired_time: 0.0000000000, propagate_forward_time: 82.2028656006, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3813095093
validation[          , genome  6319] predictions:    6200/  10000 (62.00%), best:    6200/10000 (62.00%), error:     12032.90723, best error:     12032.90723 on epoch:    39, epoch:   39/50, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 1143.2114257813s, input_fired_time: 11.2391748428, output_fired_time: 8.4231472015, propagate_forward_time: 413.0154418945, propagate_backward_time: 697.7950439453, weight_update_time: 1.1344277859, other_time: 12.7387084961
epoch time: 85.4228668213s, input_fired_time: 1.2821905613, output_fired_time: 0.0000000000, propagate_forward_time: 81.8653640747, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2753143311
validation[          , genome  6319] predictions:    6143/  10000 (61.43%), best:    6200/10000 (62.00%), error:     12048.92871, best error:     12032.90723 on epoch:    39, epoch:   40/50, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 1959.1098632813s, input_fired_time: 11.2330884933, output_fired_time: 8.4636945724, propagate_forward_time: 786.4688720703, propagate_backward_time: 1140.2938232422, weight_update_time: 1.1164768934, other_time: 12.6503906250
epoch time: 85.8049545288s, input_fired_time: 1.2765586376, output_fired_time: 0.0000000000, propagate_forward_time: 82.2567291260, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2716674805
validation[          , genome  6319] predictions:    5795/  10000 (57.95%), best:    6200/10000 (62.00%), error:     13109.72070, best error:     12032.90723 on epoch:    39, epoch:   41/50, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 1296.3352050781s, input_fired_time: 11.2024087906, output_fired_time: 8.3780221939, propagate_forward_time: 411.1316833496, propagate_backward_time: 852.9061279297, weight_update_time: 1.0944422483, other_time: 12.7169189453
epoch time: 85.5910491943s, input_fired_time: 1.2709429264, output_fired_time: 0.0000000000, propagate_forward_time: 82.0817489624, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2383575439
validation[          , genome  6319] predictions:    6189/  10000 (61.89%), best:    6200/10000 (62.00%), error:     12076.68555, best error:     12032.90723 on epoch:    39, epoch:   42/50, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 1135.0670166016s, input_fired_time: 11.2048072815, output_fired_time: 8.3555946350, propagate_forward_time: 410.1451110840, propagate_backward_time: 692.6654052734, weight_update_time: 1.0932177305, other_time: 12.6960449219
epoch time: 85.3741302490s, input_fired_time: 1.2653520107, output_fired_time: 0.0000000000, propagate_forward_time: 81.8806762695, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2281036377
validation[          , genome  6319] predictions:    6217/  10000 (62.17%), best:    6217/10000 (62.17%), error:     11839.97070, best error:     11839.97070 on epoch:    43, epoch:   43/50, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 1137.4785156250s, input_fired_time: 11.2577285767, output_fired_time: 8.4021081924, propagate_forward_time: 411.4507141113, propagate_backward_time: 693.5827026367, weight_update_time: 1.0994844437, other_time: 12.7853393555
epoch time: 85.7348098755s, input_fired_time: 1.2803034782, output_fired_time: 0.0000000000, propagate_forward_time: 82.1952743530, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2592315674
validation[          , genome  6319] predictions:    6137/  10000 (61.37%), best:    6217/10000 (62.17%), error:     12230.99707, best error:     11839.97070 on epoch:    43, epoch:   44/50, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 1315.1333007813s, input_fired_time: 11.2910413742, output_fired_time: 8.3790893555, propagate_forward_time: 410.3334350586, propagate_backward_time: 872.4568481445, weight_update_time: 1.0930188894, other_time: 12.6728515625
epoch time: 86.0546493530s, input_fired_time: 1.2978478670, output_fired_time: 0.0000000000, propagate_forward_time: 82.4214935303, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3353042603
validation[          , genome  6319] predictions:    6179/  10000 (61.79%), best:    6217/10000 (62.17%), error:     11934.66797, best error:     11839.97070 on epoch:    43, epoch:   45/50, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 1884.8240966797s, input_fired_time: 11.4345312119, output_fired_time: 8.4203367233, propagate_forward_time: 413.6540527344, propagate_backward_time: 1438.5036621094, weight_update_time: 1.1097977161, other_time: 12.8115234375
epoch time: 85.1751785278s, input_fired_time: 1.2770678997, output_fired_time: 0.0000000000, propagate_forward_time: 81.6662597656, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2318496704
validation[          , genome  6319] predictions:    6240/  10000 (62.40%), best:    6217/10000 (62.17%), error:     12111.61230, best error:     11839.97070 on epoch:    43, epoch:   46/50, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 1137.0013427734s, input_fired_time: 11.2346773148, output_fired_time: 8.4128971100, propagate_forward_time: 411.1864318848, propagate_backward_time: 693.4278564453, weight_update_time: 1.1002137661, other_time: 12.7396240234
epoch time: 85.5668258667s, input_fired_time: 1.3097869158, output_fired_time: 0.0000000000, propagate_forward_time: 81.9646377563, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.2924041748
validation[          , genome  6319] predictions:    6056/  10000 (60.56%), best:    6217/10000 (62.17%), error:     12526.00000, best error:     11839.97070 on epoch:    43, epoch:   47/50, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 1214.0035400391s, input_fired_time: 12.2718095779, output_fired_time: 8.9127340317, propagate_forward_time: 438.1454162598, propagate_backward_time: 741.0231323242, weight_update_time: 1.1372381449, other_time: 13.6504516602
epoch time: 105.1888504028s, input_fired_time: 1.6625576019, output_fired_time: 0.0000000000, propagate_forward_time: 100.6191329956, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.9071578979
validation[          , genome  6319] predictions:    6131/  10000 (61.31%), best:    6217/10000 (62.17%), error:     12175.00586, best error:     11839.97070 on epoch:    43, epoch:   48/50, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 1371.7738037109s, input_fired_time: 14.1245288849, output_fired_time: 10.2299108505, propagate_forward_time: 496.8055114746, propagate_backward_time: 834.6312255859, weight_update_time: 1.3607234955, other_time: 15.9826660156
epoch time: 118.1377868652s, input_fired_time: 1.8653769493, output_fired_time: 0.0000000000, propagate_forward_time: 113.0075607300, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.2648468018
validation[          , genome  6319] predictions:    6113/  10000 (61.13%), best:    6217/10000 (62.17%), error:     12135.56055, best error:     11839.97070 on epoch:    43, epoch:   49/50, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 1393.2305908203s, input_fired_time: 14.3395471573, output_fired_time: 10.3644094467, propagate_forward_time: 502.6849975586, propagate_backward_time: 849.7500000000, weight_update_time: 1.3322403431, other_time: 16.0916137695
epoch time: 115.8941574097s, input_fired_time: 1.7812284231, output_fired_time: 0.0000000000, propagate_forward_time: 110.7401733398, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 3.3727569580
validation[          , genome  6319] predictions:    6234/  10000 (62.34%), best:    6217/10000 (62.17%), error:     11937.88672, best error:     11839.97070 on epoch:    43, epoch:   50/50, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

evaluating best weights on full training data.
evaluting training set with running mean/variance:
epoch time: 440.1092224121s, input_fired_time: 6.5979747772, output_fired_time: 0.0000000000, propagate_forward_time: 421.7407836914, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 11.7704772949
best training[          , genome  6319] predictions:   37315/  50000 (74.63%), best:    6217/10000 (62.17%), error:     36584.81250, best error:     11839.97070 on epoch:    43, epoch:   51/50, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488
evaluating best weights on test data.
evaluting test set with running mean/variance:
epoch time: 86.1184387207s, input_fired_time: 1.3026582003, output_fired_time: 0.0000000000, propagate_forward_time: 82.4477233887, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.3680572510
   testing[          , genome  6319] predictions:    6217/  10000 (62.17%), best:    6217/10000 (62.17%), error:     11839.97070, best error:     11839.97070 on epoch:    43, epoch:   51/50, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488
backpropagation finished successfully!
00:15:23 (9844): called boinc_finish(0)

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