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OCC

Min: 0.0286, max: 0.9667, yellow zone: [0.4000 .. 0.6000].

Elements: 95, μ: 0.2886, σ: 0.2272, Var: 0.0516, defects: 24%.

Packages: 42, classes: 296.

Green: 54, yellow: 15, red: 227.

Class OCC n A Rw_total
c.t.a.m.GBDT.metric.RMSEMetric 0 3 0 0
c.t.a.m.GBDT.metric.ErrorEvalMetric 0 3 1 0
c.t.a.m.GBDT.metric.MultiErrorMetric 0 4 0 0
c.t.a.m.GBDT.metric.LogErrorMetric 0 3 0 0
c.t.a.m.GBDT.metric.LogLossMetric 0 3 0 0
c.t.a.m.GBDT.metric.MAEMetric 0 3 0 0
c.t.a.m.GBDT.objective.RegLossObj 0.75 5 4 6 0.75
c.t.a.m.GBDT.objective.L..$LogisticLoss 0 7 1 0
c.t.a.m.GBDT.objective.SoftmaxMultiClassObj 0.2 6 5 1 0.2
c.t.a.m.GBDT.objective.L..$DirectLogisticLoss 0 4 0 0
c.t.a.m.GBDT.objective.L..$BinaryLogisticLoss 0 1 0 0
c.t.a.m.GBDT.objective.L..$LinearSquareLoss 0 7 0 0
c.t.a.m.GBDT.objective.Loss NaN 0 0 0
c.t.a.m.a.a.optimizer.LocalSearch 0 5 0 0
c.t.a.m.a.a.optimizer.BaseOptimizer 0 5 2 0
c.t.a.m.a.a.optimizer.R..$ 0 1 1 0
c.t.a.m.a.a.optimizer.RandomSearch 0 6 1 0
c.t.a.m.GBDT.psf.GBDTGradHistGetRowResult 0 1 1 0
c.t.a.m.GBDT.psf.C..$CompressPartitionUpdateParam 0.8 6 8 9 0.8
c.t.a.m.GBDT.psf.CompressUpdateParam 0 1 4 0
c.t.a.m.GBDT.psf.H..$HistPartitionAggrParam 0.8571 8 5 11 0.8571428571428571
c.t.a.m.GBDT.psf.HistAggrParam 0 1 5 0
c.t.a.m.GBDT.psf.GBDTGradHistGetRowFunc 1 2 1 1 1
c.t.a.m.GBDT.psf.CompressUpdateFunc 0 3 1 0
c.t.a.m.l.psf.GetColumnParam 0 1 1 0
c.t.a.m.l.psf.GetPartFunc 0 2 1 0
c.t.a.m.l.psf.ResetFunc 0 3 0 0
c.t.a.m.l.psf.PartColumnResult 0.6667 4 2 3 0.6666666666666666
c.t.a.m.l.psf.LikelihoodParam 0 1 1 0
c.t.a.m.l.psf.PartCSRResult 0.3333 7 5 3 0.3333333333333333
c.t.a.m.l.psf.L..$LikelihoodPartParam 0.6667 4 1 3 0.6666666666666666
c.t.a.m.l.psf.LikelihoodFunc 0 3 1 0
c.t.a.m.l.psf.GetColumnFunc 0 2 1 0
c.t.a.m.l.psf.CSRPartUpdateParam 0.5 3 3 1 0.5
c.t.a.m.l.psf.ColumnGetResult NaN 0 1 0
c.t.a.m.l.psf.UpdatePartFunc 0 3 1 0
c.t.a.m.c.u.paramsutils.ParamKeys NaN 0 0 0
c.t.a.m.c.u.paramsutils.JoinLayerParams 0 18 2 0
c.t.a.m.c.u.paramsutils.HuberLossParams 0 14 1 0
c.t.a.m.c.u.paramsutils.ModelParams 0 6 5 0
c.t.a.m.c.u.paramsutils.M..$ 0.25 5 1 1 0.25
c.t.a.m.c.u.paramsutils.D..$ 0 2 2 0
c.t.a.m.c.u.paramsutils.DataParams 0 10 9 0
c.t.a.m.c.u.paramsutils.InputLayerParams 0 20 3 0
c.t.a.m.c.u.paramsutils.D..$ 0.25 5 1 1 0.25
c.t.a.m.c.u.paramsutils.H..$ 0.5 7 1 6 0.5
c.t.a.m.c.u.paramsutils.L..$ 0.5 3 2 1 0.5
c.t.a.m.c.u.paramsutils.AdamParams 0 22 2 0
c.t.a.m.c.u.paramsutils.O..$ 0.2857 8 6 3 0.2857142857142857
c.t.a.m.c.u.paramsutils.T..$ 0 2 2 0
c.t.a.m.c.u.paramsutils.E..$ 0.25 5 1 1 0.25
c.t.a.m.c.u.paramsutils.T..$ 0.2 6 5 1 0.2
c.t.a.m.c.u.paramsutils.CrossLayerParams 0 18 2 0
c.t.a.m.c.u.paramsutils.TrainParams 0 6 5 0
c.t.a.m.c.u.paramsutils.F..$ 0.25 5 1 1 0.25
c.t.a.m.c.u.paramsutils.C..$ 0.25 5 1 1 0.25
c.t.a.m.c.u.paramsutils.M..$ 0 2 2 0
c.t.a.m.c.u.paramsutils.TransFuncParams 0 2 1 0
c.t.a.m.c.u.paramsutils.JsonUtils NaN 0 0 0
c.t.a.m.c.u.paramsutils.DropoutTransFuncParams 0 16 2 0
c.t.a.m.c.u.paramsutils.F..$ 0.25 5 1 1 0.25
c.t.a.m.c.u.paramsutils.A..$ 0.25 5 1 1 0.25
c.t.a.m.c.u.paramsutils.MomentumParams 0 20 1 0
c.t.a.m.c.u.paramsutils.J..$ 1 10 1 45 1
c.t.a.m.c.u.paramsutils.FCLayerParams 0 22 4 0
c.t.a.m.c.u.paramsutils.L..$ 0.25 5 1 1 0.25
c.t.a.m.c.u.paramsutils.LayerParams 0 3 2 0
c.t.a.m.c.u.paramsutils.FTRLParams 0 22 2 0
c.t.a.m.c.u.paramsutils.LossFuncParams 0 2 1 0
c.t.a.m.c.u.paramsutils.OptParams 0 5 4 0
c.t.a.m.c.u.paramsutils.L..$ 0 16 16 0
c.t.a.m.c.u.paramsutils.J..$ 0.25 5 1 1 0.25
c.t.a.m.c.u.paramsutils.P..$ 0 48 49 0
c.t.a.m.c.u.paramsutils.I..$ 0.25 5 1 1 0.25
c.t.a.m.c.u.paramsutils.LossLayerParams 0 18 2 0
c.t.a.m.c.u.paramsutils.EmbeddingParams 0 20 3 0
c.t.a.m.c.n.l.e.inputlayer.Embedding 0.0333 31 16 4 0.03333333333333333
c.t.a.m.c.n.l.e.inputlayer.SparseInputLayer 0.0857 36 20 12 0.08571428571428572
c.t.a.m.c.n.l.e.inputlayer.DenseInputLayer 0.0833 37 21 12 0.08333333333333333
c.t.a.m.c.conf.S..$ 0.7097 32 3 254 0.7096774193548387
c.t.a.m.c.conf.MLConf NaN 0 0 0
c.t.a.m.c.conf.SharedConf 0.0333 31 2 1 0.03333333333333333
c.t.a.m.c.conf.M..$ 0 130 131 0
c.t.a.m.l.a.structures.S2BTightTraverseMap 0.5385 14 1 28 0.5384615384615384
c.t.a.m.l.a.structures.ShortTraverseHashMap 0.3333 4 4 1 0.3333333333333333
c.t.a.m.l.a.structures.S2STightTraverseMap 0.5833 13 1 28 0.5833333333333334
c.t.a.m.l.a.structures.IntTraverseHashMap 0.3333 4 4 1 0.3333333333333333
c.t.a.m.l.a.structures.I2ITranverseMap 0.5833 13 4 34 0.5833333333333334
c.t.a.m.l.a.structures.S2ITraverseMap 0.4615 14 4 27 0.46153846153846156
c.t.a.m.l.a.structures.S2BTraverseMap 0.4615 14 4 27 0.46153846153846156
c.t.a.m.l.a.structures.TraverseHashMap 0 17 0 0
c.t.a.m.l.a.structures.FTree 1 7 3 21 1
c.t.a.m.l.a.structures.S2STraverseMap 0.5 13 4 27 0.5
c.t.a.m.auto.AutoController 0 2 0 0
c.t.a.m.c.n.layers.InputLayerMeta NaN 0 0 0
c.t.a.m.c.n.layers.LinearLayerMeta NaN 0 0 0
c.t.a.m.c.n.layers.LinearLayer 0 2 1 0
c.t.a.m.c.n.layers.JoinLayerMeta NaN 0 0 0
c.t.a.m.c.n.layers.T..$ 0 7 1 0
c.t.a.m.c.n.layers.S..$ 0 5 6 0
c.t.a.m.c.n.layers.JoinLayer 0 2 1 0
c.t.a.m.c.n.layers.InputLayer 0 1 0 0
c.t.a.m.c.n.layers.LayerMeta 0 1 0 0
c.t.a.m.c.n.layers.PlaceHolder 0.0556 19 7 5 0.05555555555555556
c.t.a.m.c.n.layers.STATUS NaN 0 0 0
c.t.a.m.c.n.layers.TimeStats 0.0769 14 7 6 0.07692307692307693
c.t.a.m.c.n.layers.Layer 0.0909 12 6 1 0.09090909090909091
c.t.a.m.c.n.layers.AngelGraph 0.0286 36 9 2 0.02857142857142857
c.t.a.m.core.PredictTask 0 5 2 0
c.t.a.m.core.TrainTask 0 8 1 0
c.t.a.m.core.MLLearner 0 4 3 0
c.t.a.m.core.M..$class NaN 0 0 0
c.t.a.m.c.n.l.join.SumPooling 0.1429 8 3 2 0.14285714285714285
c.t.a.m.c.n.l.join.ConcatLayer 0.125 9 4 2 0.125
c.t.a.m.c.n.l.join.MulPooling 0.125 9 3 2 0.125
c.t.a.m.c.n.l.join.DotPooling 0.1 11 4 3 0.1
c.t.a.m.c.o.loss.CrossEntropyLoss 0 6 1 0
c.t.a.m.c.o.loss.L2Loss 0 5 0 0
c.t.a.m.c.o.loss.HingeLoss 0 5 0 0
c.t.a.m.c.o.loss.LogLoss 0 5 0 0
c.t.a.m.c.o.loss.HuberLoss 0.5 5 1 3 0.5
c.t.a.m.c.o.loss.SoftmaxLoss 0 5 0 0
c.t.a.m.GBDT.a.sketch.QuantileSketchException NaN 0 0 0
c.t.a.m.GBDT.a.sketch.SketchUtils NaN 0 1 0
c.t.a.m.GBDT.a.sketch.HeapQuantileSketch 1 26 13 228 1
c.t.a.m.c.n.l.e.losslayer.SoftmaxLossLayer 0.2 11 5 6 0.2
c.t.a.m.c.n.l.e.losslayer.SimpleLossLayer 0.2727 12 5 9 0.2727272727272727
c.t.a.m.GBDT.GBDTModel 0.0417 25 23 2 0.041666666666666664
c.t.a.m.GBDT.GBDTPredictTask 0 3 0 0
c.t.a.m.GBDT.GBDTLearner 0 8 3 0
c.t.a.m.GBDT.GBDTTrainTask 0.0909 12 7 1 0.09090909090909091
c.t.a.m.GBDT.G..$ 0.25 5 1 1 0.25
c.t.a.m.GBDT.G..$ 0 13 11 0
c.t.a.m.GBDT.GBDTPredictResult 0 17 4 0
c.t.a.m.GBDT.GBDTRunner 0.0588 18 7 6 0.058823529411764705
c.t.a.m.a.solver.BaseSolver 0 8 1 0
c.t.a.m.a.sync.AIMDSync NaN 0 0 0
c.t.a.m.l.algo.Document 0 1 3 0
c.t.a.m.l.algo.CSRTokens 0 1 12 0
c.t.a.m.l.algo.Sampler 0.6429 15 17 27 0.6428571428571429
c.t.a.m.l.algo.BinarySearch NaN 0 0 0
c.t.a.m.a.parameter.DiscreteSpace 0.5 9 2 10 0.5
c.t.a.m.a.parameter.ContinuousSpace 0.2143 15 7 3 0.21428571428571427
c.t.a.m.a.parameter.D..$ 0 2 1 0
c.t.a.m.a.parameter.C..$ 0.5 3 1 1 0.5
c.t.a.m.a.parameter.ParamSpace 0 3 1 0
c.t.a.m.c.utils.HDFSUtils NaN 0 0 0
c.t.a.m.c.utils.ReflectionUtils NaN 0 0 0
c.t.a.m.c.utils.D..$ 0.25 5 1 1 0.25
c.t.a.m.c.utils.PSMatrixUtils NaN 0 0 0
c.t.a.m.c.utils.Maths NaN 0 0 0
c.t.a.m.c.utils.NetUtils NaN 0 0 0
c.t.a.m.c.utils.DataParser 0 1 0 0
c.t.a.m.c.utils.D..$ 0 1 1 0
c.t.a.m.c.utils.L..$ 0.25 5 1 1 0.25
c.t.a.m.c.utils.H..$ 0 2 2 0
c.t.a.m.c.utils.LibSVMDataParser 0 20 5 0
c.t.a.m.c.utils.DenseDataParser 0 20 5 0
c.t.a.m.c.utils.N..$ 0 6 1 0
c.t.a.m.c.utils.P..$ 0.1429 15 1 3 0.14285714285714285
c.t.a.m.c.utils.ValidationUtils 1 5 5 10 1
c.t.a.m.c.utils.R..$ 1 4 3 4 1
c.t.a.m.c.utils.D..$ 0.25 5 1 1 0.25
c.t.a.m.c.utils.DummyDataParser 0 20 5 0
c.t.a.m.c.optimizer.SGD 0 4 0 0
c.t.a.m.c.optimizer.Adam 0 8 4 0
c.t.a.m.c.optimizer.OptUtils NaN 0 0 0
c.t.a.m.c.optimizer.GradientDescent 0.0769 14 4 3 0.07692307692307693
c.t.a.m.c.optimizer.O..$class NaN 0 0 0
c.t.a.m.c.optimizer.O..$ 0 4 1 0
c.t.a.m.c.optimizer.A..$ 0 4 1 0
c.t.a.m.c.optimizer.G..$ 0 2 1 0
c.t.a.m.c.optimizer.M..$ 0 2 1 0
c.t.a.m.c.optimizer.Momentum 0 6 1 0
c.t.a.m.c.optimizer.FTRL 0 3 2 0
c.t.a.m.GBDT.a.tree.Tree NaN 0 0 0
c.t.a.m.GBDT.a.tree.TAvgDisSplit NaN 0 0 0
c.t.a.m.GBDT.a.tree.TSplitValueHelper NaN 0 0 0
c.t.a.m.GBDT.a.tree.TYahooSketchSplit NaN 0 0 0
c.t.a.m.GBDT.a.tree.SplitEntry 0.6 11 6 37 0.6
c.t.a.m.GBDT.a.tree.TNode 0.0909 12 6 6 0.09090909090909091
c.t.a.m.c.network.D..$ 1 4 1 6 1
c.t.a.m.c.network.DNNUtils NaN 0 0 0
c.t.a.m.lda.L..$S..$ 0 5 5 0
c.t.a.m.lda.LDAPredictTask 0.0714 15 5 3 0.07142857142857142
c.t.a.m.lda.LDAIncTask 0.1 11 4 3 0.1
c.t.a.m.lda.LDAModel 0.04 26 20 3 0.04
c.t.a.m.lda.L..$ 0 17 17 0
c.t.a.m.lda.LDATrainTask 0.0833 13 5 3 0.08333333333333333
c.t.a.m.lda.L..$Task 0 2 5 0
c.t.a.m.lda.LDARunner 0 8 1 0
c.t.a.m.lda.LDALearner 0.1622 38 15 22 0.16216216216216217
c.t.a.m.c.kmeans.KMeansPredictTask 0 4 1 0
c.t.a.m.c.kmeans.KMeansResult 0 17 4 0
c.t.a.m.c.kmeans.KMeansLearner 0 13 6 0
c.t.a.m.c.kmeans.K..$ 0 4 4 0
c.t.a.m.c.kmeans.K..$ 0 2 3 0
c.t.a.m.c.kmeans.KMeansRunner 0 6 1 0
c.t.a.m.c.kmeans.K..$ 0.1667 7 1 1 0.16666666666666666
c.t.a.m.c.kmeans.KMeansModel 0.0667 16 8 2 0.06666666666666667
c.t.a.m.c.kmeans.KMeansTrainTask 0.0769 14 7 1 0.07692307692307693
c.t.a.m.c.n.transfunc.Tanh 0 2 0 0
c.t.a.m.c.n.transfunc.Sigmoid 0 2 0 0
c.t.a.m.c.n.transfunc.TanhWithDropout 0 2 2 0
c.t.a.m.c.n.transfunc.Dropout 1 2 2 1 1
c.t.a.m.c.n.transfunc.Softmax 0 2 0 0
c.t.a.m.c.n.transfunc.SigmoidWithDropout 0 2 2 0
c.t.a.m.c.n.transfunc.Relu 0 2 0 0
c.t.a.m.c.n.transfunc.Identity 0 2 0 0
c.t.a.m.a.utils.D..$ 0 3 2 0
c.t.a.m.a.utils.Distribution NaN 0 0 0
c.t.a.m.c.graphsubmit.G..$ 0 4 1 0
c.t.a.m.c.graphsubmit.GraphRunner 0 6 1 0
c.t.a.m.c.graphsubmit.GraphTrainTask 0.0625 17 11 2 0.0625
c.t.a.m.c.graphsubmit.GraphPredictTask 0 3 0 0
c.t.a.m.c.graphsubmit.G..$ 0.25 5 1 1 0.25
c.t.a.m.c.graphsubmit.GraphModel 0.0714 15 7 2 0.07142857142857142
c.t.a.m.c.graphsubmit.GraphLearner 0 17 10 0
c.t.a.m.c.graphsubmit.GraphPredictResult 0 18 4 0
c.t.a.m.classification.N..$ 0 1 1 0
c.t.a.m.classification.S..$ 0 1 1 0
c.t.a.m.classification.LogisticRegression 0 2 1 0
c.t.a.m.classification.P..$ 0 1 1 0
c.t.a.m.classification.WideAndDeep 0 2 1 0
c.t.a.m.classification.SoftmaxRegression 0 3 2 0
c.t.a.m.classification.S..$ 0 1 1 0
c.t.a.m.classification.L..$ 0 1 1 0
c.t.a.m.classification.F..$ 0 1 1 0
c.t.a.m.classification.W..$ 0 1 1 0
c.t.a.m.classification.M..$ 0 1 1 0
c.t.a.m.classification.DeepFM 0 2 1 0
c.t.a.m.classification.D..$ 0 1 1 0
c.t.a.m.classification.FactorizationMachines 0 4 3 0
c.t.a.m.classification.ProductNeuralNetwork 0 3 1 0
c.t.a.m.classification.NeuralFactorizationMachines 0 3 2 0
c.t.a.m.classification.MixedLogisticRegression 0 3 2 0
c.t.a.m.classification.SupportVectorMachine 0 2 1 0
c.t.a.m.a.acquisition.EI 0 4 1 0
c.t.a.m.a.acquisition.BaseAcquisition 0 3 1 0
c.t.a.m.GBDT.algo.GradHistThread 0 1 6 0
c.t.a.m.GBDT.algo.HistSubThread 0 2 3 0
c.t.a.m.GBDT.algo.FeatureMeta 0.6667 4 4 2 0.6666666666666666
c.t.a.m.GBDT.algo.HistCalThread 0 2 5 0
c.t.a.m.GBDT.algo.AfterSplitThread 0 1 7 0
c.t.a.m.GBDT.algo.GBDTController 0.9667 31 31 280 0.9666666666666667
c.t.a.m.p.columns.PartitionGetColsResult 1 3 4 3 1
c.t.a.m.p.columns.UpdateColsParam 0 1 4 0
c.t.a.m.p.columns.PartitionGetColsParam 1 3 2 3 1
c.t.a.m.p.columns.GetColsParam 0 1 2 0
c.t.a.m.p.columns.GetColsFunc 0 3 0 0
c.t.a.m.p.columns.UpdateColsFunc 0 5 0 0
c.t.a.m.p.columns.PartitionUpdateColsParam 1 2 5 1 1
c.t.a.m.p.columns.GetColsResult NaN 0 1 0
c.t.a.m.GBDT.a.RegTree.GradStats 0.6667 16 3 49 0.6666666666666666
c.t.a.m.GBDT.a.RegTree.RegTNodeStat 0.3333 4 6 1 0.3333333333333333
c.t.a.m.GBDT.a.RegTree.RegTree 0 4 5 0
c.t.a.m.GBDT.a.RegTree.GradPair 0.3333 4 2 2 0.3333333333333333
c.t.a.m.GBDT.a.RegTree.RegTDataStore 0.9375 17 11 24 0.9375
c.t.a.m.GBDT.a.RegTree.GradHistHelper 1 6 4 14 1
c.t.a.m.c.n.l.linear.BiInnerCross 0.1 11 4 2 0.1
c.t.a.m.c.n.l.linear.BiOutterCross 0.1429 8 4 2 0.14285714285714285
c.t.a.m.c.n.l.linear.BiInteractionCross 0.1429 8 4 2 0.14285714285714285
c.t.a.m.c.n.l.linear.BiInnerSumCross 0.1 11 4 2 0.1
c.t.a.m.c.n.l.linear.FCLayer 0.0811 38 21 16 0.08108108108108109
c.t.a.m.c.o.decayer.P..$ 0 2 1 0
c.t.a.m.c.o.decayer.E..$ 0 3 1 0
c.t.a.m.c.o.decayer.PolynomialDecay 0.25 5 6 1 0.25
c.t.a.m.c.o.decayer.LinearCosineDecay 0.125 9 10 1 0.125
c.t.a.m.c.o.decayer.ExponentialDecay 0.2 6 5 1 0.2
c.t.a.m.c.o.decayer.C..$ 0 2 1 0
c.t.a.m.c.o.decayer.StandardDecay 0.2 6 4 1 0.2
c.t.a.m.c.o.decayer.InverseTimeDecay 0.2 6 5 1 0.2
c.t.a.m.c.o.decayer.CosineDecayRestarts 0.1667 7 6 2 0.16666666666666666
c.t.a.m.c.o.decayer.L..$ 0 4 1 0
c.t.a.m.c.o.decayer.CosineDecay 0.25 5 4 1 0.25
c.t.a.m.c.o.decayer.WarmRestarts 0.1 11 6 4 0.1
c.t.a.m.c.o.decayer.PiecewiseConstant 0.1667 7 6 2 0.16666666666666666
c.t.a.m.c.o.decayer.C..$ 0 4 1 0
c.t.a.m.c.o.decayer.I..$ 0 2 1 0
c.t.a.m.c.o.decayer.S..$class NaN 0 0 0
c.t.a.m.GBDT.param.GBDTParam 1 2 15 1 1
c.t.a.m.GBDT.param.TreeParam 0 1 12 0
c.t.a.m.GBDT.param.RegTParam 0.5 7 22 6 0.5
c.t.a.m.a.config.Configuration 0.4 6 2 6 0.4
c.t.a.m.a.config.ConfigurationSpace 0.0556 19 6 4 0.05555555555555556
c.t.a.m.p.optimizer.AdamUpdateFunc 0 2 0 0
c.t.a.m.p.optimizer.FTRLUpdateFunc 0 2 1 0
c.t.a.m.p.optimizer.SGDUpdateFunc 0 2 1 0
c.t.a.m.p.optimizer.OptMMUpdateFunc NaN 0 0 0
c.t.a.m.p.optimizer.PGDUpdateFunc 0 2 1 0
c.t.a.m.p.optimizer.MomentumUpdateFunc 0 2 1 0
c.t.a.m.regression.L..$ 0 1 1 0
c.t.a.m.regression.RobustRegression 0 3 1 0
c.t.a.m.regression.R..$ 0 1 1 0
c.t.a.m.regression.LinearRegression 0 3 1 0
c.t.a.m.a.surrogate.BaseSurrogate 0 11 1 0

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