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models/somatic-variation/pair_exome-1481155294032/bestAUC-ComputationGraph.bin
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models/somatic-variation/pair_exome-1481155294032/bestAUC-perf-log.tsv
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numExamplesUsed epoch AUC score condition | ||
2861327 0 0.994160 0.374068 fullset | ||
5722654 1 0.994788 0.593242 fullset | ||
8583981 2 0.995150 0.475541 fullset | ||
11445308 3 0.995258 0.413675 fullset | ||
17167962 5 0.995427 0.510989 fullset | ||
20029289 6 0.995744 0.245182 fullset | ||
22890616 7 0.995768 0.467109 fullset | ||
28613270 9 0.995794 0.576796 fullset | ||
31474597 10 0.996010 0.425386 fullset | ||
37197251 12 0.996067 0.364467 fullset | ||
57226540 19 0.996102 0.545729 fullset |
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1.7976931348623157E308 |
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models/somatic-variation/pair_exome-1481155294032/config.properties
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#total testRecords added other settings, for use in statistics | ||
#Thu Dec 08 22:27:08 EST 2016 | ||
numRecords=2861327 | ||
randomSeed=1478360241635 | ||
stats.readMappingQuality.reverse.min=40.0 | ||
stats.readMappingQuality.reverse.max=40.0 | ||
dropoutRate=0.9 | ||
time=1481155294032 | ||
stats.baseQuality.reverse.min=0.0 | ||
earlyStopCondition=10 | ||
stats.insertSizes.min=0.0 | ||
stats.baseQuality.reverse.max=235.0 | ||
stats.readMappingQuality.forward.min=40.0 | ||
stats.insertSizes.max=0.0 | ||
goby.version= | ||
numTrainingSets=1 | ||
domainDescriptor=org.campagnelab.dl.somatic.learning.domains.SomaticMutationDomainDescriptor | ||
testRecordCount=3233836 | ||
stats.readMappingQuality.forward.max=40.0 | ||
regularizationRate=1.0E-9 | ||
miniBatchSize=512 | ||
stats.baseQuality.forward.min=0.0 | ||
allArguments=--auc-clip-max-observations 10000 --dropout-rate 0.9 --early-stopping-measure AUC --early-stopping-num-epochs 10 --error-enrichment false --experimental-condition fullset --feature-mapper org.campagnelab.dl.somatic.mappers.FeatureMapperV25 --gpu-device 3 --ignore-cache false --learning-rate 5.0 --max-epochs 2147483647 --memory-cache false --mini-batch-size 512 --model-conditions ./model-conditions.txt --net-architecture org.campagnelab.dl.somatic.learning.architecture.graphs.SixDenseLayersNarrower2WithFrequencyAndBase --num-errors-added 16 --num-training 2147483647 --num-validation 10000 --parallel false --parameter-precision FP32 --previous-model-name bestAUC --previous-model-path null --random-seed 1478360241635 --regularization-rate 1.0E-9 --training-sets [../exome/exome_pair_train_q5c/WXAQEBF-mutated-randomized.sbi] --trio false --validate-every 1 --validation-set ../exome/exome_duo_val_qtt1/ENQOAZV-mutated-randomized.sbi | ||
stats.genomicContextSize.min=21.0 | ||
stats.baseQuality.forward.max=235.0 | ||
mapper=org.campagnelab.dl.somatic.mappers.FeatureMapperV25 | ||
precision=FP32 | ||
stats.genomicContextSize.max=21.0 | ||
stats.numVariationsInRead.min=0.0 | ||
hiddenNodes=0 | ||
learningRate=5.0 | ||
numEpochs=2147483647 | ||
stats.numVariationsInRead.max=14.0 | ||
tag=9D21O2 |
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models/somatic-variation/pair_exome-1481155294032/domain.properties
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#Domain properties created with org.campagnelab.dl.somatic.learning.domains.SomaticMutationDomainDescriptor | ||
#Thu Dec 08 00:46:39 EST 2016 | ||
net.architecture.classname=org.campagnelab.dl.somatic.learning.architecture.graphs.SixDenseLayersNarrower2WithFrequencyAndBase | ||
isBaseMutated.predictionInterpreter=org.campagnelab.dl.somatic.learning.domains.IsBaseMutatedInterpreter | ||
input.featureMapper.numFeatures=280 | ||
isBaseMutated.labelMapper.numLabels=6 | ||
somaticFrequency.predictionInterpreter=org.campagnelab.dl.somatic.learning.domains.SomaticFrequencyInterpreter | ||
isBaseMutated.labelMapper=org.campagnelab.dl.somatic.mappers.IsBaseMutatedMapper | ||
somaticFrequency.labelMapper.numLabels=1 | ||
somaticFrequency.labelMapper=org.campagnelab.dl.somatic.mappers.SomaticFrequencyLabelMapper | ||
input.featureMapper=org.campagnelab.dl.somatic.mappers.FeatureMapperV25 |
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models/somatic-variation/pair_exome-1481155294032/epochs-perf-log.tsv
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numExamplesUsed epoch AUC score condition | ||
2861327 0 0.994160 0.374068 fullset | ||
5722654 1 0.994788 0.593242 fullset | ||
8583981 2 0.995150 0.475541 fullset | ||
11445308 3 0.995258 0.413675 fullset | ||
14306635 4 0.995127 0.637889 fullset | ||
17167962 5 0.995427 0.510989 fullset | ||
20029289 6 0.995744 0.245182 fullset | ||
22890616 7 0.995768 0.467109 fullset | ||
25751943 8 0.995726 0.436410 fullset | ||
28613270 9 0.995794 0.576796 fullset | ||
31474597 10 0.996010 0.425386 fullset | ||
34335924 11 0.995886 0.543662 fullset | ||
37197251 12 0.996067 0.364467 fullset | ||
40058578 13 0.996023 0.263937 fullset | ||
42919905 14 0.995976 0.526979 fullset | ||
45781232 15 0.995993 0.403771 fullset | ||
48642559 16 0.995894 0.574370 fullset | ||
51503886 17 0.995950 0.298926 fullset | ||
54365213 18 0.996025 0.252709 fullset | ||
57226540 19 0.996102 0.545729 fullset | ||
60087867 20 0.996043 0.281790 fullset | ||
62949194 21 0.996015 0.489378 fullset | ||
65810521 22 0.996041 0.406756 fullset | ||
68671848 23 0.995870 0.438424 fullset | ||
71533175 24 0.995927 0.270874 fullset | ||
74394502 25 0.996018 0.314095 fullset | ||
77255829 26 0.995969 0.505824 fullset | ||
80117156 27 0.995895 0.268865 fullset | ||
82978483 28 0.995967 0.246807 fullset | ||
85839810 29 0.995868 0.253776 fullset | ||
88701137 30 0.995944 0.076157 fullset |
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models/somatic-variation/pair_exome-1481155294032/latest-ComputationGraph.bin
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