Nameexact_genome_1542414603_175_6140_0
Workunit4094682
Created17 Nov 2018, 5:23:08 UTC
Sent17 Nov 2018, 6:05:12 UTC
Report deadline24 Dec 2018, 20:24:33 UTC
Received20 Nov 2018, 23:34:56 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID83973
Run time1 days 8 hours 59 min 57 sec
CPU time1 days 8 hours 51 min 45 sec
Validate stateValid
Credit9,399.20
Device peak FLOPS2.50 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.34
Peak working set size520.25 MB
Peak swap size540.10 MB
Peak disk usage8.60 MB

Stderr output

<core_client_version>7.14.2</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_1542414603_175_6140.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1542414603_175_6140_0_r1227814963_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from input file: '../../projects/csgrid.org_csg/exact_genome_1542414603_175_6140.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: 6140
read normal distribution: '0 -0.390028536319733 -0.931795477867126'
generator_str: '1475123857'
read generator: 1475123857
read generated_by_map:
1 add_edge 1
reading 68 nodes.
reading 244 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: 1855443631
post shuffle 1: 371170944
epoch time: 2343.6064453125s, input_fired_time: 16.5715198516846, output_fired_time: 18.2170066833496, propagate_forward_time: 908.382873535156, propagate_backward_time: 1368.111328125, weight_update_time: 4.81909942626953, other_time: 32.32373046875
epoch time: 189.506973266602s, input_fired_time: 1.90040767192841, output_fired_time: 0, propagate_forward_time: 181.840270996094, propagate_backward_time: 0, weight_update_time: 0, other_time: 5.76629638671875
validation[          , genome  6140] predictions:    4619/  10000 (46.19%), best:    4619/10000 (46.19%), error:     19440.40039, best error:     19440.40039 on epoch:     0, epoch:    0/50, mu: 0.5000000000, learning_rate: 0.0125000002, weight_decay: 0.0005000000

epoch time: 2354.1650390625s, input_fired_time: 16.4438915253, output_fired_time: 21.2404193878, propagate_forward_time: 907.5366210938, propagate_backward_time: 1376.1047363281, weight_update_time: 5.7533326149, other_time: 32.8393554688
epoch time: 187.6158294678s, input_fired_time: 1.8899595737, output_fired_time: 0.0000000000, propagate_forward_time: 180.0247955322, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.7010803223
validation[          , genome  6140] predictions:    4738/  10000 (47.38%), best:    4738/10000 (47.38%), error:     17961.33594, best error:     17961.33594 on epoch:     1, epoch:    1/50, mu: 0.5245000124, learning_rate: 0.0118749999, weight_decay: 0.0004750000

epoch time: 2346.7180175781s, input_fired_time: 19.4516735077, output_fired_time: 19.1608314514, propagate_forward_time: 898.6103515625, propagate_backward_time: 1378.2171630859, weight_update_time: 5.8308053017, other_time: 31.2779541016
epoch time: 186.4064025879s, input_fired_time: 2.8734714985, output_fired_time: 0.0000000000, propagate_forward_time: 176.7739410400, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.7589874268
validation[          , genome  6140] predictions:    5246/  10000 (52.46%), best:    5246/10000 (52.46%), error:     14611.73242, best error:     14611.73242 on epoch:     2, epoch:    2/50, mu: 0.5477750301, learning_rate: 0.0112812500, weight_decay: 0.0004512500

epoch time: 2344.3054199219s, input_fired_time: 17.3990859985, output_fired_time: 19.0692863464, propagate_forward_time: 897.9661254883, propagate_backward_time: 1379.5838623047, weight_update_time: 4.8200502396, other_time: 30.2869873047
epoch time: 185.7730712891s, input_fired_time: 2.7651622295, output_fired_time: 0.0000000000, propagate_forward_time: 178.2163085938, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7915954590
validation[          , genome  6140] predictions:    5202/  10000 (52.02%), best:    5246/10000 (52.46%), error:     15111.95313, best error:     14611.73242 on epoch:     2, epoch:    3/50, mu: 0.5698862672, learning_rate: 0.0107171871, weight_decay: 0.0004286875

epoch time: 2340.6875000000s, input_fired_time: 19.2005939484, output_fired_time: 18.8853740692, propagate_forward_time: 885.1723632813, propagate_backward_time: 1382.2196044922, weight_update_time: 4.7919101715, other_time: 35.2095947266
epoch time: 184.7538452148s, input_fired_time: 1.8433016539, output_fired_time: 0.0000000000, propagate_forward_time: 177.3399505615, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.5705871582
validation[          , genome  6140] predictions:    5065/  10000 (50.65%), best:    5246/10000 (52.46%), error:     16394.46094, best error:     14611.73242 on epoch:     2, epoch:    4/50, mu: 0.5908919573, learning_rate: 0.0101813274, weight_decay: 0.0004072531

epoch time: 2503.7624511719s, input_fired_time: 18.8204517365, output_fired_time: 18.9121055603, propagate_forward_time: 958.5063476563, propagate_backward_time: 1476.2481689453, weight_update_time: 4.9750113487, other_time: 31.2752685547
epoch time: 200.0063476563s, input_fired_time: 2.9745814800, output_fired_time: 0.0000000000, propagate_forward_time: 191.6976623535, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.3341064453
validation[          , genome  6140] predictions:    5203/  10000 (52.03%), best:    5246/10000 (52.46%), error:     15149.63965, best error:     14611.73242 on epoch:     2, epoch:    5/50, mu: 0.6108473539, learning_rate: 0.0096722608, weight_decay: 0.0003868904

epoch time: 2573.9782714844s, input_fired_time: 16.9504051208, output_fired_time: 19.9709320068, propagate_forward_time: 961.7084350586, propagate_backward_time: 1528.5582275391, weight_update_time: 5.9356083870, other_time: 46.7901611328
epoch time: 189.8667449951s, input_fired_time: 1.8903005123, output_fired_time: 0.0000000000, propagate_forward_time: 181.7367706299, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.2396697998
validation[          , genome  6140] predictions:    5207/  10000 (52.07%), best:    5246/10000 (52.46%), error:     15608.43164, best error:     14611.73242 on epoch:     2, epoch:    6/50, mu: 0.6298049688, learning_rate: 0.0091886474, weight_decay: 0.0003675459

epoch time: 2378.3315429688s, input_fired_time: 19.4334888458, output_fired_time: 17.4233779907, propagate_forward_time: 915.6377563477, propagate_backward_time: 1391.2044677734, weight_update_time: 5.7727398872, other_time: 34.6324462891
epoch time: 189.9569549561s, input_fired_time: 1.8879810572, output_fired_time: 0.0000000000, propagate_forward_time: 182.2284698486, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.8404998779
validation[          , genome  6140] predictions:    5371/  10000 (53.71%), best:    5371/10000 (53.71%), error:     14463.03711, best error:     14463.03711 on epoch:     7, epoch:    7/50, mu: 0.6478147507, learning_rate: 0.0087292148, weight_decay: 0.0003491686

epoch time: 2370.7204589844s, input_fired_time: 16.4891281128, output_fired_time: 20.4044647217, propagate_forward_time: 905.8189697266, propagate_backward_time: 1393.5491943359, weight_update_time: 4.8252210617, other_time: 34.4587402344
epoch time: 190.3191223145s, input_fired_time: 1.8903900385, output_fired_time: 0.0000000000, propagate_forward_time: 183.6011199951, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8276062012
validation[          , genome  6140] predictions:    5459/  10000 (54.59%), best:    5459/10000 (54.59%), error:     13891.65527, best error:     13891.65527 on epoch:     8, epoch:    8/50, mu: 0.6649240255, learning_rate: 0.0082927542, weight_decay: 0.0003317102

epoch time: 2380.7397460938s, input_fired_time: 17.5242118835, output_fired_time: 16.3696975708, propagate_forward_time: 911.2341918945, propagate_backward_time: 1398.0523681641, weight_update_time: 4.8131403923, other_time: 37.5594482422
epoch time: 190.6042480469s, input_fired_time: 1.8859193325, output_fired_time: 0.0000000000, propagate_forward_time: 183.8893890381, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8289337158
validation[          , genome  6140] predictions:    5315/  10000 (53.15%), best:    5459/10000 (54.59%), error:     14673.04980, best error:     13891.65527 on epoch:     8, epoch:    9/50, mu: 0.6811778545, learning_rate: 0.0078781163, weight_decay: 0.0003151247

epoch time: 2379.4907226563s, input_fired_time: 15.4772825241, output_fired_time: 16.3836822510, propagate_forward_time: 920.3491210938, propagate_backward_time: 1397.8204345703, weight_update_time: 4.8778886795, other_time: 29.4600830078
epoch time: 190.4416809082s, input_fired_time: 1.8572806120, output_fired_time: 0.0000000000, propagate_forward_time: 181.7674560547, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.8169403076
validation[          , genome  6140] predictions:    5183/  10000 (51.83%), best:    5459/10000 (54.59%), error:     15042.23535, best error:     13891.65527 on epoch:     8, epoch:   10/50, mu: 0.6966189742, learning_rate: 0.0074842102, weight_decay: 0.0002993684

epoch time: 2368.6669921875s, input_fired_time: 16.4908714294, output_fired_time: 19.2537155151, propagate_forward_time: 912.7925415039, propagate_backward_time: 1383.9106445313, weight_update_time: 4.7946982384, other_time: 36.2192382813
epoch time: 188.5262756348s, input_fired_time: 1.8352909088, output_fired_time: 0.0000000000, propagate_forward_time: 181.8904113770, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8005676270
validation[          , genome  6140] predictions:    4771/  10000 (47.71%), best:    5459/10000 (54.59%), error:     17871.90039, best error:     13891.65527 on epoch:     8, epoch:   11/50, mu: 0.7112880349, learning_rate: 0.0071099997, weight_decay: 0.0002844000

epoch time: 2376.4372558594s, input_fired_time: 19.4737071991, output_fired_time: 19.2432098389, propagate_forward_time: 908.4804687500, propagate_backward_time: 1394.6469726563, weight_update_time: 4.8594226837, other_time: 34.5930175781
epoch time: 190.0972595215s, input_fired_time: 1.8871608973, output_fired_time: 0.0000000000, propagate_forward_time: 183.3855590820, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8245391846
validation[          , genome  6140] predictions:    5257/  10000 (52.57%), best:    5459/10000 (54.59%), error:     14748.57617, best error:     13891.65527 on epoch:     8, epoch:   12/50, mu: 0.7252236605, learning_rate: 0.0067544994, weight_decay: 0.0002701800

epoch time: 2377.2324218750s, input_fired_time: 18.5635890961, output_fired_time: 18.6090564728, propagate_forward_time: 916.2740478516, propagate_backward_time: 1390.3703613281, weight_update_time: 4.8376412392, other_time: 33.4154052734
epoch time: 188.7104339600s, input_fired_time: 1.8924182653, output_fired_time: 0.0000000000, propagate_forward_time: 181.0442810059, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.7737274170
validation[          , genome  6140] predictions:    5588/  10000 (55.88%), best:    5588/10000 (55.88%), error:     13177.02148, best error:     13177.02148 on epoch:    13, epoch:   13/50, mu: 0.7384625077, learning_rate: 0.0064167744, weight_decay: 0.0002566710

epoch time: 2375.4914550781s, input_fired_time: 17.5999393463, output_fired_time: 18.2807884216, propagate_forward_time: 910.5170898438, propagate_backward_time: 1395.6799316406, weight_update_time: 4.8496680260, other_time: 33.4138183594
epoch time: 190.0504302979s, input_fired_time: 1.8993879557, output_fired_time: 0.0000000000, propagate_forward_time: 183.3255310059, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8255157471
validation[          , genome  6140] predictions:    5246/  10000 (52.46%), best:    5588/10000 (55.88%), error:     14912.68848, best error:     13177.02148 on epoch:    13, epoch:   14/50, mu: 0.7510393858, learning_rate: 0.0060959356, weight_decay: 0.0002438374

epoch time: 2383.8110351563s, input_fired_time: 17.5806808472, output_fired_time: 17.4959297180, propagate_forward_time: 922.5828247070, propagate_backward_time: 1393.8205566406, weight_update_time: 4.8025965691, other_time: 32.3312988281
epoch time: 189.5916442871s, input_fired_time: 1.9178436995, output_fired_time: 0.0000000000, propagate_forward_time: 182.8307189941, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8430786133
validation[          , genome  6140] predictions:    4976/  10000 (49.76%), best:    5588/10000 (55.88%), error:     16337.85352, best error:     13177.02148 on epoch:    13, epoch:   15/50, mu: 0.7629874349, learning_rate: 0.0057911389, weight_decay: 0.0002316456

epoch time: 2373.2341308594s, input_fired_time: 17.4720096588, output_fired_time: 16.3864784241, propagate_forward_time: 919.3767089844, propagate_backward_time: 1386.6066894531, weight_update_time: 6.8094401360, other_time: 33.3923339844
epoch time: 189.5558471680s, input_fired_time: 1.9092658758, output_fired_time: 0.0000000000, propagate_forward_time: 181.8705139160, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.7760620117
validation[          , genome  6140] predictions:    5362/  10000 (53.62%), best:    5588/10000 (55.88%), error:     14581.87695, best error:     13177.02148 on epoch:    13, epoch:   16/50, mu: 0.7743380666, learning_rate: 0.0055015818, weight_decay: 0.0002200633

epoch time: 2374.9572753906s, input_fired_time: 15.5478315353, output_fired_time: 18.2953433990, propagate_forward_time: 909.9121704102, propagate_backward_time: 1398.8515625000, weight_update_time: 4.8290305138, other_time: 32.3503417969
epoch time: 189.9347534180s, input_fired_time: 2.8535692692, output_fired_time: 0.0000000000, propagate_forward_time: 182.2455291748, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8356475830
validation[          , genome  6140] predictions:    5182/  10000 (51.82%), best:    5588/10000 (55.88%), error:     15079.87793, best error:     13177.02148 on epoch:    13, epoch:   17/50, mu: 0.7851211429, learning_rate: 0.0052265027, weight_decay: 0.0002090601

epoch time: 2376.6577148438s, input_fired_time: 19.5496292114, output_fired_time: 17.3638553619, propagate_forward_time: 908.9266357422, propagate_backward_time: 1396.6090087891, weight_update_time: 5.7839384079, other_time: 34.2087402344
epoch time: 189.3141937256s, input_fired_time: 1.9201138020, output_fired_time: 0.0000000000, propagate_forward_time: 180.3579711914, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.0361022949
validation[          , genome  6140] predictions:    5549/  10000 (55.49%), best:    5588/10000 (55.88%), error:     13840.56934, best error:     13177.02148 on epoch:    13, epoch:   18/50, mu: 0.7953650951, learning_rate: 0.0049651773, weight_decay: 0.0001986071

epoch time: 2380.7666015625s, input_fired_time: 15.6310319901, output_fired_time: 17.2912883759, propagate_forward_time: 921.8376464844, propagate_backward_time: 1395.7083740234, weight_update_time: 5.8291273117, other_time: 30.2982177734
epoch time: 189.6042480469s, input_fired_time: 1.9076735973, output_fired_time: 0.0000000000, propagate_forward_time: 182.8431091309, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8534698486
validation[          , genome  6140] predictions:    5539/  10000 (55.39%), best:    5588/10000 (55.88%), error:     13656.19043, best error:     13177.02148 on epoch:    13, epoch:   19/50, mu: 0.8050968647, learning_rate: 0.0047169183, weight_decay: 0.0001886768

epoch time: 2374.8601074219s, input_fired_time: 16.6891498566, output_fired_time: 18.3214969635, propagate_forward_time: 916.6102905273, propagate_backward_time: 1390.9642333984, weight_update_time: 4.8355469704, other_time: 32.2747802734
epoch time: 191.3833160400s, input_fired_time: 1.9314233065, output_fired_time: 0.0000000000, propagate_forward_time: 184.6413116455, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8105773926
validation[          , genome  6140] predictions:    5538/  10000 (55.38%), best:    5588/10000 (55.88%), error:     13692.19238, best error:     13177.02148 on epoch:    13, epoch:   20/50, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 2366.8886718750s, input_fired_time: 16.6030750275, output_fired_time: 18.3471698761, propagate_forward_time: 917.1354370117, propagate_backward_time: 1385.7963867188, weight_update_time: 4.8043127060, other_time: 29.0065917969
epoch time: 189.7653656006s, input_fired_time: 1.9348938465, output_fired_time: 0.0000000000, propagate_forward_time: 179.8138732910, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 8.0166015625
validation[          , genome  6140] predictions:    5721/  10000 (57.21%), best:    5721/10000 (57.21%), error:     13129.66016, best error:     13129.66016 on epoch:    21, epoch:   21/50, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 2370.9790039063s, input_fired_time: 17.6403598785, output_fired_time: 17.3708248138, propagate_forward_time: 907.4664306641, propagate_backward_time: 1398.0925292969, weight_update_time: 4.8377704620, other_time: 30.4088134766
epoch time: 190.2934722900s, input_fired_time: 2.9072530270, output_fired_time: 0.0000000000, propagate_forward_time: 182.5444183350, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8417968750
validation[          , genome  6140] predictions:    5400/  10000 (54.00%), best:    5721/10000 (57.21%), error:     14364.49902, best error:     13129.66016 on epoch:    21, epoch:   22/50, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 2372.1281738281s, input_fired_time: 16.5081081390, output_fired_time: 16.3133850098, propagate_forward_time: 907.1453857422, propagate_backward_time: 1399.7828369141, weight_update_time: 5.8149065971, other_time: 32.3784179688
epoch time: 190.0225982666s, input_fired_time: 1.9251167774, output_fired_time: 0.0000000000, propagate_forward_time: 182.1694335938, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.9280548096
validation[          , genome  6140] predictions:    5565/  10000 (55.65%), best:    5721/10000 (57.21%), error:     13821.73145, best error:     13129.66016 on epoch:    21, epoch:   23/50, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 2371.9121093750s, input_fired_time: 16.5612373352, output_fired_time: 19.3756370544, propagate_forward_time: 910.5513916016, propagate_backward_time: 1394.0739746094, weight_update_time: 4.8355746269, other_time: 31.3497314453
epoch time: 192.6820831299s, input_fired_time: 1.9206752777, output_fired_time: 0.0000000000, propagate_forward_time: 184.9793853760, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.7820281982
validation[          , genome  6140] predictions:    5195/  10000 (51.95%), best:    5721/10000 (57.21%), error:     14961.25000, best error:     13129.66016 on epoch:    21, epoch:   24/50, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 2370.9450683594s, input_fired_time: 18.7722301483, output_fired_time: 17.3167552948, propagate_forward_time: 917.9746704102, propagate_backward_time: 1385.5992431641, weight_update_time: 5.8417549133, other_time: 31.2823486328
epoch time: 189.0610046387s, input_fired_time: 1.9077302217, output_fired_time: 0.0000000000, propagate_forward_time: 181.3696594238, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.7836151123
validation[          , genome  6140] predictions:    5663/  10000 (56.63%), best:    5721/10000 (57.21%), error:     13381.11719, best error:     13129.66016 on epoch:    21, epoch:   25/50, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 2371.0900878906s, input_fired_time: 17.6856803894, output_fired_time: 18.4379348755, propagate_forward_time: 904.1302490234, propagate_backward_time: 1398.5479736328, weight_update_time: 5.7991104126, other_time: 32.2880859375
epoch time: 187.9653015137s, input_fired_time: 2.9720640182, output_fired_time: 0.0000000000, propagate_forward_time: 179.2262420654, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.7669982910
validation[          , genome  6140] predictions:    5726/  10000 (57.26%), best:    5721/10000 (57.21%), error:     13358.08496, best error:     13129.66016 on epoch:    21, epoch:   26/50, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 2366.6201171875s, input_fired_time: 15.6156206131, output_fired_time: 18.2590503693, propagate_forward_time: 905.9930419922, propagate_backward_time: 1392.2962646484, weight_update_time: 5.7914710045, other_time: 34.4560546875
epoch time: 189.4390716553s, input_fired_time: 1.9590131044, output_fired_time: 0.0000000000, propagate_forward_time: 182.7070312500, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7730255127
validation[          , genome  6140] predictions:    5644/  10000 (56.44%), best:    5721/10000 (57.21%), error:     13715.61914, best error:     13129.66016 on epoch:    21, epoch:   27/50, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 2365.6901855469s, input_fired_time: 20.5665397644, output_fired_time: 16.2608261108, propagate_forward_time: 907.9190673828, propagate_backward_time: 1389.5560302734, weight_update_time: 4.8282017708, other_time: 31.3876953125
epoch time: 188.9612426758s, input_fired_time: 1.9079006910, output_fired_time: 0.0000000000, propagate_forward_time: 182.2659301758, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7874145508
validation[          , genome  6140] predictions:    5479/  10000 (54.79%), best:    5721/10000 (57.21%), error:     14289.27441, best error:     13129.66016 on epoch:    21, epoch:   28/50, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 2369.6796875000s, input_fired_time: 15.6448650360, output_fired_time: 16.4340305328, propagate_forward_time: 920.5076904297, propagate_backward_time: 1387.8432617188, weight_update_time: 4.8089828491, other_time: 29.2498779297
epoch time: 190.3449707031s, input_fired_time: 2.9012169838, output_fired_time: 0.0000000000, propagate_forward_time: 182.6122131348, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8315429688
validation[          , genome  6140] predictions:    5678/  10000 (56.78%), best:    5678/10000 (56.78%), error:     13123.62207, best error:     13123.62207 on epoch:    29, epoch:   29/50, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 2370.0693359375s, input_fired_time: 18.6668834686, output_fired_time: 16.3342361450, propagate_forward_time: 911.5017089844, propagate_backward_time: 1388.9533691406, weight_update_time: 4.8320956230, other_time: 34.6130371094
epoch time: 190.0587005615s, input_fired_time: 1.9764889479, output_fired_time: 0.0000000000, propagate_forward_time: 183.2542572021, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8279571533
validation[          , genome  6140] predictions:    5759/  10000 (57.59%), best:    5678/10000 (56.78%), error:     13129.63965, best error:     13123.62207 on epoch:    29, epoch:   30/50, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 2364.7260742188s, input_fired_time: 16.6068706512, output_fired_time: 17.2207069397, propagate_forward_time: 902.8150634766, propagate_backward_time: 1396.8126220703, weight_update_time: 4.8249893188, other_time: 31.2707519531
epoch time: 191.0712127686s, input_fired_time: 1.9420543909, output_fired_time: 0.0000000000, propagate_forward_time: 183.3235473633, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.8056182861
validation[          , genome  6140] predictions:    5663/  10000 (56.63%), best:    5678/10000 (56.78%), error:     13670.52637, best error:     13123.62207 on epoch:    29, epoch:   31/50, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 2363.1271972656s, input_fired_time: 15.7021551132, output_fired_time: 17.1960391998, propagate_forward_time: 905.0108642578, propagate_backward_time: 1391.1436767578, weight_update_time: 5.7996597290, other_time: 34.0744628906
epoch time: 189.3500976563s, input_fired_time: 1.9403716326, output_fired_time: 0.0000000000, propagate_forward_time: 182.6045837402, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8051452637
validation[          , genome  6140] predictions:    5863/  10000 (58.63%), best:    5863/10000 (58.63%), error:     12578.40527, best error:     12578.40527 on epoch:    32, epoch:   32/50, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 2363.4440917969s, input_fired_time: 16.6858386993, output_fired_time: 19.3772754669, propagate_forward_time: 906.9792480469, propagate_backward_time: 1389.1401367188, weight_update_time: 4.8011507988, other_time: 31.2617187500
epoch time: 190.8064270020s, input_fired_time: 1.9748082161, output_fired_time: 0.0000000000, propagate_forward_time: 184.0160980225, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8155212402
validation[          , genome  6140] predictions:    5753/  10000 (57.53%), best:    5863/10000 (58.63%), error:     13061.85840, best error:     12578.40527 on epoch:    32, epoch:   33/50, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 2372.7714843750s, input_fired_time: 18.7914524078, output_fired_time: 18.4034118652, propagate_forward_time: 916.0367431641, propagate_backward_time: 1386.2864990234, weight_update_time: 5.8295388222, other_time: 33.2534179688
epoch time: 190.4214324951s, input_fired_time: 2.9495470524, output_fired_time: 0.0000000000, propagate_forward_time: 181.6752777100, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.7966003418
validation[          , genome  6140] predictions:    5812/  10000 (58.12%), best:    5863/10000 (58.63%), error:     12811.12109, best error:     12578.40527 on epoch:    32, epoch:   34/50, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 2363.2641601563s, input_fired_time: 17.8771648407, output_fired_time: 21.2751026154, propagate_forward_time: 903.7027587891, propagate_backward_time: 1389.1761474609, weight_update_time: 4.8152990341, other_time: 31.2329101563
epoch time: 190.3110656738s, input_fired_time: 2.9501078129, output_fired_time: 0.0000000000, propagate_forward_time: 182.4830017090, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8779602051
validation[          , genome  6140] predictions:    5981/  10000 (59.81%), best:    5981/10000 (59.81%), error:     12531.56445, best error:     12531.56445 on epoch:    35, epoch:   35/50, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 2388.3928222656s, input_fired_time: 17.8839588165, output_fired_time: 18.3827590942, propagate_forward_time: 915.7406616211, propagate_backward_time: 1405.6551513672, weight_update_time: 4.8678607941, other_time: 30.7301025391
epoch time: 189.3680572510s, input_fired_time: 1.9415547848, output_fired_time: 0.0000000000, propagate_forward_time: 181.5910034180, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.8354949951
validation[          , genome  6140] predictions:    5829/  10000 (58.29%), best:    5981/10000 (59.81%), error:     13169.01074, best error:     12531.56445 on epoch:    35, epoch:   36/50, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

epoch time: 2371.4487304688s, input_fired_time: 16.9481887817, output_fired_time: 18.1892147064, propagate_forward_time: 914.0802001953, propagate_backward_time: 1389.7404785156, weight_update_time: 4.8236002922, other_time: 32.4906005859
epoch time: 190.5869598389s, input_fired_time: 2.9454483986, output_fired_time: 0.0000000000, propagate_forward_time: 182.8166961670, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8248138428
validation[          , genome  6140] predictions:    5906/  10000 (59.06%), best:    5981/10000 (59.81%), error:     12724.67188, best error:     12531.56445 on epoch:    35, epoch:   37/50, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 2372.6403808594s, input_fired_time: 16.7766284943, output_fired_time: 19.2730445862, propagate_forward_time: 911.3533935547, propagate_backward_time: 1392.9105224609, weight_update_time: 5.9024438858, other_time: 32.3269042969
epoch time: 190.1743774414s, input_fired_time: 3.0185070038, output_fired_time: 0.0000000000, propagate_forward_time: 181.3680572510, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.7878112793
validation[          , genome  6140] predictions:    5647/  10000 (56.47%), best:    5981/10000 (59.81%), error:     13482.77539, best error:     12531.56445 on epoch:    35, epoch:   38/50, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 2363.5910644531s, input_fired_time: 18.6044616699, output_fired_time: 21.1642055511, propagate_forward_time: 898.6740722656, propagate_backward_time: 1392.6673583984, weight_update_time: 4.8100986481, other_time: 32.4808349609
epoch time: 189.6859893799s, input_fired_time: 1.9493632317, output_fired_time: 0.0000000000, propagate_forward_time: 182.9062347412, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8303985596
validation[          , genome  6140] predictions:    5812/  10000 (58.12%), best:    5981/10000 (59.81%), error:     12790.42871, best error:     12531.56445 on epoch:    35, epoch:   39/50, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 2369.9208984375s, input_fired_time: 17.6530265808, output_fired_time: 17.2543869019, propagate_forward_time: 898.8184814453, propagate_backward_time: 1404.7958984375, weight_update_time: 4.8281435966, other_time: 31.3990478516
epoch time: 189.9514465332s, input_fired_time: 1.9461007118, output_fired_time: 0.0000000000, propagate_forward_time: 182.0671234131, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 5.9382171631
validation[          , genome  6140] predictions:    5899/  10000 (58.99%), best:    5981/10000 (59.81%), error:     12580.27637, best error:     12531.56445 on epoch:    35, epoch:   40/50, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 2372.5517578125s, input_fired_time: 16.8165912628, output_fired_time: 18.3246173859, propagate_forward_time: 905.4552001953, propagate_backward_time: 1401.5535888672, weight_update_time: 4.8473014832, other_time: 30.4016113281
epoch time: 189.1681671143s, input_fired_time: 1.9653650522, output_fired_time: 0.0000000000, propagate_forward_time: 182.4150695801, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7877349854
validation[          , genome  6140] predictions:    5775/  10000 (57.75%), best:    5981/10000 (59.81%), error:     13136.90625, best error:     12531.56445 on epoch:    35, epoch:   41/50, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 2372.0380859375s, input_fired_time: 16.8428974152, output_fired_time: 19.5035724640, propagate_forward_time: 916.0745239258, propagate_backward_time: 1388.4074707031, weight_update_time: 4.8115792274, other_time: 31.2094726563
epoch time: 192.4347839355s, input_fired_time: 1.9935334921, output_fired_time: 0.0000000000, propagate_forward_time: 185.6507110596, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.7905426025
validation[          , genome  6140] predictions:    5945/  10000 (59.45%), best:    5981/10000 (59.81%), error:     12853.91992, best error:     12531.56445 on epoch:    35, epoch:   42/50, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 2370.7663574219s, input_fired_time: 17.7697753906, output_fired_time: 17.5157127380, propagate_forward_time: 917.4222412109, propagate_backward_time: 1386.9470214844, weight_update_time: 5.7700514793, other_time: 31.1116943359
epoch time: 189.0992126465s, input_fired_time: 2.9369125366, output_fired_time: 0.0000000000, propagate_forward_time: 179.3147888184, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.8475036621
validation[          , genome  6140] predictions:    5943/  10000 (59.43%), best:    5981/10000 (59.81%), error:     12589.38770, best error:     12531.56445 on epoch:    35, epoch:   43/50, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 2371.0673828125s, input_fired_time: 17.7529888153, output_fired_time: 19.3681049347, propagate_forward_time: 910.6724243164, propagate_backward_time: 1391.8885498047, weight_update_time: 4.8493256569, other_time: 31.3853759766
epoch time: 189.8966217041s, input_fired_time: 1.9661400318, output_fired_time: 0.0000000000, propagate_forward_time: 183.1196136475, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8108673096
validation[          , genome  6140] predictions:    6166/  10000 (61.66%), best:    6166/10000 (61.66%), error:     11771.51953, best error:     11771.51953 on epoch:    44, epoch:   44/50, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 2362.7734375000s, input_fired_time: 18.6973743439, output_fired_time: 18.2885665894, propagate_forward_time: 904.4458007813, propagate_backward_time: 1389.1099853516, weight_update_time: 6.7791342735, other_time: 32.2318115234
epoch time: 189.5893402100s, input_fired_time: 1.9691857100, output_fired_time: 0.0000000000, propagate_forward_time: 182.7667236328, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8534240723
validation[          , genome  6140] predictions:    5907/  10000 (59.07%), best:    6166/10000 (61.66%), error:     12689.83887, best error:     11771.51953 on epoch:    44, epoch:   45/50, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 2366.9301757813s, input_fired_time: 19.9306201935, output_fired_time: 17.3089389801, propagate_forward_time: 902.3638305664, propagate_backward_time: 1394.0230712891, weight_update_time: 5.8039011955, other_time: 33.3038330078
epoch time: 189.5536499023s, input_fired_time: 1.9953657389, output_fired_time: 0.0000000000, propagate_forward_time: 182.7199859619, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8383026123
validation[          , genome  6140] predictions:    6024/  10000 (60.24%), best:    6166/10000 (61.66%), error:     12017.41504, best error:     11771.51953 on epoch:    44, epoch:   46/50, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 2366.7426757813s, input_fired_time: 18.7909774780, output_fired_time: 18.2396755219, propagate_forward_time: 912.6141967773, propagate_backward_time: 1385.6712646484, weight_update_time: 4.8329558372, other_time: 31.4263916016
epoch time: 190.3479156494s, input_fired_time: 2.9724280834, output_fired_time: 0.0000000000, propagate_forward_time: 180.5878295898, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.7876586914
validation[          , genome  6140] predictions:    5991/  10000 (59.91%), best:    6166/10000 (61.66%), error:     12036.23047, best error:     11771.51953 on epoch:    44, epoch:   47/50, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 2367.4829101563s, input_fired_time: 18.8450737000, output_fired_time: 17.1949844360, propagate_forward_time: 903.5001220703, propagate_backward_time: 1393.5008544922, weight_update_time: 5.7721467018, other_time: 34.4418945313
epoch time: 190.2049102783s, input_fired_time: 2.9993867874, output_fired_time: 0.0000000000, propagate_forward_time: 182.3703155518, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.8352050781
validation[          , genome  6140] predictions:    6005/  10000 (60.05%), best:    6166/10000 (61.66%), error:     12526.36719, best error:     11771.51953 on epoch:    44, epoch:   48/50, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 2368.3107910156s, input_fired_time: 18.7961521149, output_fired_time: 17.3182926178, propagate_forward_time: 908.3617553711, propagate_backward_time: 1392.4398193359, weight_update_time: 4.8322882652, other_time: 31.3946533203
epoch time: 190.1607818604s, input_fired_time: 2.9411461353, output_fired_time: 0.0000000000, propagate_forward_time: 180.4939270020, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 6.7257080078
validation[          , genome  6140] predictions:    6024/  10000 (60.24%), best:    6166/10000 (61.66%), error:     12344.85645, best error:     11771.51953 on epoch:    44, epoch:   49/50, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 2364.3591308594s, input_fired_time: 18.0232715607, output_fired_time: 18.4680118561, propagate_forward_time: 921.0499267578, propagate_backward_time: 1374.8320312500, weight_update_time: 4.7800364494, other_time: 31.9859619141
epoch time: 190.2893218994s, input_fired_time: 1.9795422554, output_fired_time: 0.0000000000, propagate_forward_time: 183.3687133789, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 4.9410705566
validation[          , genome  6140] predictions:    6016/  10000 (60.16%), best:    6166/10000 (61.66%), error:     12203.56250, best error:     11771.51953 on epoch:    44, 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: 947.0524291992s, input_fired_time: 9.8996219635, output_fired_time: 0.0000000000, propagate_forward_time: 906.8513183594, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 30.3015136719
best training[          , genome  6140] predictions:   36118/  50000 (72.24%), best:    6166/10000 (61.66%), error:     40500.57813, best error:     11771.51953 on epoch:    44, 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: 191.3803100586s, input_fired_time: 1.9754741192, output_fired_time: 0.0000000000, propagate_forward_time: 181.7844085693, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 7.6204223633
   testing[          , genome  6140] predictions:    6166/  10000 (61.66%), best:    6166/10000 (61.66%), error:     11771.51953, best error:     11771.51953 on epoch:    44, epoch:   51/50, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488
backpropagation finished successfully!
16:34:31 (12280): called boinc_finish(0)

</stderr_txt>
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