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PCC

Min: 0.0333, max: 1.7000, yellow zone: [0.4000 .. 0.6000].

Elements: 57, μ: 0.3274, σ: 0.3373, Var: 0.1138, defects: 18%.

Packages: 32, classes: 281.

Green: 233, yellow: 7, red: 41.

Class PCC n A Rw_total
c.t.a.m.GBDT.metric.ErrorEvalMetric NaN 3 1 0
c.t.a.m.GBDT.metric.LogErrorMetric NaN 3 0 0
c.t.a.m.GBDT.metric.RMSEMetric NaN 3 0 0
c.t.a.m.GBDT.metric.MAEMetric NaN 3 0 0
c.t.a.m.GBDT.metric.MultiErrorMetric NaN 4 0 0
c.t.a.m.GBDT.metric.LogLossMetric NaN 3 0 0
c.t.a.m.GBDT.objective.L..$BinaryLogisticLoss NaN 1 0 0
c.t.a.m.GBDT.objective.L..$LinearSquareLoss NaN 7 0 0
c.t.a.m.GBDT.objective.Loss NaN 0 0 0
c.t.a.m.GBDT.objective.L..$LogisticLoss NaN 7 1 0
c.t.a.m.GBDT.objective.RegLossObj NaN 5 4 0
c.t.a.m.GBDT.objective.SoftmaxMultiClassObj NaN 6 5 0
c.t.a.m.GBDT.objective.L..$DirectLogisticLoss NaN 4 0 0
c.t.a.m.l.psf.LikelihoodParam NaN 1 1 0
c.t.a.m.l.psf.LikelihoodFunc NaN 2 1 0
c.t.a.m.l.psf.L..$LikelihoodPartParam 0.6667 4 1 2
c.t.a.m.l.psf.GetPartFunc NaN 2 1 0
c.t.a.m.l.psf.UpdatePartFunc NaN 3 1 0
c.t.a.m.l.psf.CSRPartUpdateParam NaN 3 3 0
c.t.a.m.l.psf.GetColumnFunc NaN 2 1 0
c.t.a.m.l.psf.ColumnGetResult NaN 0 1 0
c.t.a.m.l.psf.GetColumnParam NaN 1 1 0
c.t.a.m.l.psf.PartCSRResult 0.3333 7 5 2
c.t.a.m.l.psf.PartColumnResult 0.6667 4 2 2
c.t.a.m.l.psf.ResetFunc NaN 1 0 0
c.t.a.m.GBDT.psf.HistAggrParam NaN 1 5 0
c.t.a.m.GBDT.psf.GBDTGradHistGetRowFunc NaN 2 1 0
c.t.a.m.GBDT.psf.H..$HistPartitionAggrParam 0.8571 8 5 6
c.t.a.m.GBDT.psf.GBDTGradHistGetRowResult NaN 1 1 0
c.t.a.m.c.u.paramsutils.P..$ NaN 50 51 0
c.t.a.m.c.u.paramsutils.MomentumParams NaN 20 1 0
c.t.a.m.c.u.paramsutils.JsonUtils NaN 0 0 0
c.t.a.m.c.u.paramsutils.LayerParams NaN 3 2 0
c.t.a.m.c.u.paramsutils.F..$ NaN 3 1 0
c.t.a.m.c.u.paramsutils.FCLayerParams NaN 22 4 0
c.t.a.m.c.u.paramsutils.D..$ NaN 2 2 0
c.t.a.m.c.u.paramsutils.A..$ NaN 3 1 0
c.t.a.m.c.u.paramsutils.T..$ NaN 6 5 0
c.t.a.m.c.u.paramsutils.H..$ NaN 5 1 0
c.t.a.m.c.u.paramsutils.HuberLossParams NaN 14 1 0
c.t.a.m.c.u.paramsutils.DataParams NaN 10 9 0
c.t.a.m.c.u.paramsutils.L..$ NaN 14 14 0
c.t.a.m.c.u.paramsutils.LossLayerParams NaN 18 2 0
c.t.a.m.c.u.paramsutils.I..$ NaN 3 1 0
c.t.a.m.c.u.paramsutils.A..$ NaN 3 1 0
c.t.a.m.c.u.paramsutils.F..$ NaN 3 1 0
c.t.a.m.c.u.paramsutils.J..$ NaN 3 1 0
c.t.a.m.c.u.paramsutils.AdaGradParams NaN 20 1 0
c.t.a.m.c.u.paramsutils.TrainParams NaN 8 7 0
c.t.a.m.c.u.paramsutils.FTRLParams NaN 22 2 0
c.t.a.m.c.u.paramsutils.T..$ NaN 2 2 0
c.t.a.m.c.u.paramsutils.M..$ NaN 2 2 0
c.t.a.m.c.u.paramsutils.C..$ NaN 3 1 0
c.t.a.m.c.u.paramsutils.O..$ NaN 9 8 0
c.t.a.m.c.u.paramsutils.LossFuncParams NaN 2 1 0
c.t.a.m.c.u.paramsutils.AdamParams NaN 22 2 0
c.t.a.m.c.u.paramsutils.EmbeddingParams NaN 20 3 0
c.t.a.m.c.u.paramsutils.ParamKeys NaN 0 0 0
c.t.a.m.c.u.paramsutils.M..$ NaN 3 1 0
c.t.a.m.c.u.paramsutils.AdaDeltaParams NaN 22 2 0
c.t.a.m.c.u.paramsutils.DropoutTransFuncParams NaN 16 2 0
c.t.a.m.c.u.paramsutils.InputLayerParams NaN 20 3 0
c.t.a.m.c.u.paramsutils.TransFuncParams NaN 2 1 0
c.t.a.m.c.u.paramsutils.D..$ NaN 3 1 0
c.t.a.m.c.u.paramsutils.L..$ NaN 3 2 0
c.t.a.m.c.u.paramsutils.CrossLayerParams NaN 18 2 0
c.t.a.m.c.u.paramsutils.L..$ NaN 3 1 0
c.t.a.m.c.u.paramsutils.E..$ NaN 3 1 0
c.t.a.m.c.u.paramsutils.A..$ NaN 3 1 0
c.t.a.m.c.u.paramsutils.ModelParams NaN 6 5 0
c.t.a.m.c.u.paramsutils.OptParams NaN 5 4 0
c.t.a.m.c.u.paramsutils.J..$ NaN 9 1 0
c.t.a.m.c.u.paramsutils.JoinLayerParams NaN 18 2 0
c.t.a.m.l.a.structures.S2STightTraverseMap 0.5833 13 1 7
c.t.a.m.l.a.structures.FTree NaN 7 3 0
c.t.a.m.l.a.structures.TraverseHashMap NaN 14 0 0
c.t.a.m.l.a.structures.I2ITranverseMap 0.5 13 4 6
c.t.a.m.l.a.structures.IntTraverseHashMap NaN 2 4 0
c.t.a.m.l.a.structures.ShortTraverseHashMap NaN 2 4 0
c.t.a.m.l.a.structures.S2ITraverseMap 0.4615 14 4 6
c.t.a.m.l.a.structures.S2BTraverseMap 0.4615 14 4 6
c.t.a.m.l.a.structures.S2STraverseMap 0.5 13 4 6
c.t.a.m.l.a.structures.S2BTightTraverseMap 0.5385 14 1 7
c.t.a.m.c.conf.MLConf NaN 0 0 0
c.t.a.m.c.conf.SharedConf NaN 28 2 0
c.t.a.m.c.conf.M..$ NaN 163 164 0
c.t.a.m.c.conf.S..$ NaN 31 3 0
c.t.a.m.p.compress.QuantifyFloatParam NaN 1 3 0
c.t.a.m.p.compress.QuantifyDoubleParam NaN 1 3 0
c.t.a.m.p.compress.QuantifyDoubleFunc NaN 1 0 0
c.t.a.m.p.compress.Q..$QuantifyDoublePartUParam 0.8 6 7 4
c.t.a.m.p.compress.QuantifyFloatFunc NaN 1 0 0
c.t.a.m.p.compress.Q..$QuantifyFloatPartParam 0.8 6 6 4
c.t.a.m.c.n.layers.LinearLayer NaN 2 1 0
c.t.a.m.c.n.layers.LayerMeta NaN 1 0 0
c.t.a.m.c.n.layers.T..$ NaN 6 1 0
c.t.a.m.c.n.layers.S..$ NaN 5 6 0
c.t.a.m.c.n.layers.InputLayerMeta NaN 0 0 0
c.t.a.m.c.n.layers.InputLayer NaN 1 0 0
c.t.a.m.c.n.layers.LinearLayerMeta NaN 0 0 0
c.t.a.m.c.n.layers.JoinLayer NaN 2 1 0
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
c.t.a.m.c.n.layers.JoinLayerMeta NaN 0 0 0
c.t.a.m.c.n.layers.Layer 0.0909 12 6 1
c.t.a.m.c.n.layers.AngelGraph 0.0333 31 9 1
c.t.a.m.c.n.layers.PlaceHolder 0.1 11 10 1
c.t.a.m.core.TrainTask NaN 8 1 0
c.t.a.m.core.M..$class NaN 0 0 0
c.t.a.m.core.MLLearner NaN 4 3 0
c.t.a.m.core.PredictTask NaN 5 2 0
c.t.a.m.c.n.l.join.ConcatLayer 0.125 9 4 2
c.t.a.m.c.n.l.join.SumPooling 0.1429 8 3 2
c.t.a.m.c.n.l.join.MulPooling 0.1429 8 3 2
c.t.a.m.c.n.l.join.DotPooling 0.1111 10 4 3
c.t.a.m.c.o.loss.HuberLoss NaN 5 1 0
c.t.a.m.c.o.loss.SoftmaxLoss NaN 5 0 0
c.t.a.m.c.o.loss.CrossEntropyLoss NaN 6 1 0
c.t.a.m.c.o.loss.LogLoss NaN 5 0 0
c.t.a.m.c.o.loss.HingeLoss NaN 5 0 0
c.t.a.m.c.o.loss.L2Loss NaN 5 0 0
c.t.a.m.GBDT.a.sketch.HeapQuantileSketch 2 19 13 100
c.t.a.m.GBDT.a.sketch.QuantileSketchException NaN 0 0 0
c.t.a.m.GBDT.a.sketch.SketchUtils NaN 0 1 0
c.t.a.m.GBDT.GBDTPredictTask NaN 2 0 0
c.t.a.m.GBDT.G..$ NaN 3 1 0
c.t.a.m.GBDT.G..$ NaN 13 11 0
c.t.a.m.GBDT.GBDTTrainTask 0.1429 8 7 1
c.t.a.m.GBDT.GBDTPredictResult NaN 17 4 0
c.t.a.m.GBDT.GBDTRunner NaN 6 1 0
c.t.a.m.GBDT.GBDTModel 0.0417 25 23 2
c.t.a.m.GBDT.GBDTLearner NaN 8 3 0
c.t.a.m.c.n.l.verge.SimpleLossLayer 0.0833 13 5 3
c.t.a.m.c.n.l.verge.Embedding 0.0435 24 17 3
c.t.a.m.c.n.l.verge.SimpleInputLayer 0.0333 31 21 5
c.t.a.m.l.algo.BinarySearch NaN 0 0 0
c.t.a.m.l.algo.Document NaN 1 3 0
c.t.a.m.l.algo.CSRTokens NaN 1 12 0
c.t.a.m.l.algo.Sampler NaN 9 17 0
c.t.a.m.c.utils.SubOneTrans NaN 1 0 0
c.t.a.m.c.utils.D..$ NaN 3 1 0
c.t.a.m.c.utils.H..$ NaN 2 2 0
c.t.a.m.c.utils.D..$ NaN 3 1 0
c.t.a.m.c.utils.R..$ NaN 2 3 0
c.t.a.m.c.utils.ReflectionUtils NaN 0 0 0
c.t.a.m.c.utils.P..$ NaN 1 1 0
c.t.a.m.c.utils.ZeroOneTrans NaN 1 1 0
c.t.a.m.c.utils.DenseDataParser NaN 22 5 0
c.t.a.m.c.utils.N..$ NaN 6 1 0
c.t.a.m.c.utils.J..$Quantification NaN 0 0 0
c.t.a.m.c.utils.P..$ NaN 15 1 0
c.t.a.m.c.utils.T..$ NaN 2 1 0
c.t.a.m.c.utils.DataParser NaN 3 1 0
c.t.a.m.c.utils.D..$ NaN 1 1 0
c.t.a.m.c.utils.HDFSUtils NaN 0 0 0
c.t.a.m.c.utils.Z..$ NaN 1 1 0
c.t.a.m.c.utils.JCompressUtils NaN 0 2 0
c.t.a.m.c.utils.NetUtils NaN 0 0 0
c.t.a.m.c.utils.LibSVMDataParser NaN 22 5 0
c.t.a.m.c.utils.Maths NaN 0 0 0
c.t.a.m.c.utils.AddOneTrans NaN 1 0 0
c.t.a.m.c.utils.NoTrans NaN 1 0 0
c.t.a.m.c.utils.ValidationUtils NaN 4 5 0
c.t.a.m.c.utils.L..$ NaN 3 1 0
c.t.a.m.c.utils.PosNegTrans NaN 1 1 0
c.t.a.m.c.utils.DummyDataParser NaN 22 5 0
c.t.a.m.c.utils.PSMatrixUtils NaN 0 0 0
c.t.a.m.c.optimizer.O..$ NaN 4 1 0
c.t.a.m.c.optimizer.FTRL 0.1667 7 3 1
c.t.a.m.c.optimizer.Optimizer 0.0476 22 4 4
c.t.a.m.c.optimizer.Adam 0.1667 7 4 1
c.t.a.m.c.optimizer.AdaDelta 0.1667 7 4 1
c.t.a.m.c.optimizer.AdaGrad 0.2 6 3 1
c.t.a.m.c.optimizer.Momentum 0.1667 7 2 1
c.t.a.m.c.optimizer.OptUtils NaN 0 0 0
c.t.a.m.c.optimizer.SGD 0.25 5 1 1
c.t.a.m.GBDT.a.tree.TSplitValueHelper NaN 0 0 0
c.t.a.m.GBDT.a.tree.Tree NaN 0 0 0
c.t.a.m.GBDT.a.tree.SplitEntry 1.7 11 6 26
c.t.a.m.GBDT.a.tree.TAvgDisSplit NaN 0 0 0
c.t.a.m.GBDT.a.tree.TYahooSketchSplit NaN 0 0 0
c.t.a.m.GBDT.a.tree.TNode 0.0909 12 6 6
c.t.a.m.lda.L..$S..$ NaN 5 5 0
c.t.a.m.lda.L..$Task NaN 1 5 0
c.t.a.m.lda.LDAIncTask 0.1111 10 4 3
c.t.a.m.lda.LDARunner NaN 8 1 0
c.t.a.m.lda.LDATrainTask 0.1 11 5 3
c.t.a.m.lda.LDAModel 0.04 26 20 3
c.t.a.m.lda.LDAPredictTask 0.0833 13 5 3
c.t.a.m.lda.L..$ NaN 17 17 0
c.t.a.m.lda.LDALearner NaN 36 15 0
c.t.a.m.c.kmeans.KMeansTrainTask 0.1 11 7 1
c.t.a.m.c.kmeans.K..$ NaN 4 4 0
c.t.a.m.c.kmeans.KMeansModel 0.0769 14 8 2
c.t.a.m.c.kmeans.KMeansResult NaN 17 4 0
c.t.a.m.c.kmeans.KMeansLearner NaN 12 6 0
c.t.a.m.c.kmeans.KMeansPredictTask NaN 2 1 0
c.t.a.m.c.kmeans.KMeansRunner NaN 5 1 0
c.t.a.m.c.kmeans.K..$ NaN 5 1 0
c.t.a.m.c.kmeans.K..$ NaN 2 3 0
c.t.a.m.c.n.transfunc.Softmax NaN 2 0 0
c.t.a.m.c.n.transfunc.Dropout NaN 2 2 0
c.t.a.m.c.n.transfunc.Tanh NaN 2 0 0
c.t.a.m.c.n.transfunc.Sigmoid NaN 2 0 0
c.t.a.m.c.n.transfunc.TanhWithDropout NaN 2 2 0
c.t.a.m.c.n.transfunc.SigmoidWithDropout NaN 2 2 0
c.t.a.m.c.n.transfunc.Identity NaN 2 0 0
c.t.a.m.c.n.transfunc.Relu NaN 2 0 0
c.t.a.m.c.graphsubmit.GraphPredictTask NaN 2 0 0
c.t.a.m.c.graphsubmit.GraphRunner NaN 6 1 0
c.t.a.m.c.graphsubmit.GraphTrainTask NaN 12 10 0
c.t.a.m.c.graphsubmit.G..$ NaN 4 1 0
c.t.a.m.c.graphsubmit.G..$ NaN 3 1 0
c.t.a.m.c.graphsubmit.GraphPredictResult NaN 18 4 0
c.t.a.m.c.graphsubmit.S..$ NaN 3 1 0
c.t.a.m.c.graphsubmit.GraphLearner NaN 14 9 0
c.t.a.m.c.graphsubmit.SoftmaxPredictResult NaN 20 5 0
c.t.a.m.c.graphsubmit.GraphModel 0.0714 15 7 1
c.t.a.m.classification.ProductNeuralNetwork NaN 3 1 0
c.t.a.m.classification.N..$ NaN 1 1 0
c.t.a.m.classification.S..$ NaN 1 1 0
c.t.a.m.classification.W..$ NaN 1 1 0
c.t.a.m.classification.L..$ NaN 1 1 0
c.t.a.m.classification.D..$ NaN 1 1 0
c.t.a.m.classification.P..$ NaN 1 1 0
c.t.a.m.classification.LogisticRegression NaN 4 3 0
c.t.a.m.classification.WideAndDeep NaN 2 1 0
c.t.a.m.classification.FactorizationMachines NaN 6 5 0
c.t.a.m.classification.S..$ NaN 1 1 0
c.t.a.m.classification.DeepFM NaN 2 1 0
c.t.a.m.classification.F..$ NaN 1 1 0
c.t.a.m.classification.NeuralFactorizationMachines NaN 3 2 0
c.t.a.m.classification.SoftmaxRegression NaN 5 4 0
c.t.a.m.classification.M..$ NaN 1 1 0
c.t.a.m.classification.SupportVectorMachine NaN 4 3 0
c.t.a.m.classification.MixedLogisticRegression NaN 5 4 0
c.t.a.m.GBDT.algo.FeatureMeta NaN 4 4 0
c.t.a.m.GBDT.algo.AfterSplitThread NaN 1 7 0
c.t.a.m.GBDT.algo.HistCalThread NaN 1 5 0
c.t.a.m.GBDT.algo.GBDTController 0.9615 27 31 43
c.t.a.m.GBDT.algo.HistSubThread NaN 1 3 0
c.t.a.m.GBDT.algo.GradHistThread NaN 1 6 0
c.t.a.m.p.columns.GetColsParam NaN 1 3 0
c.t.a.m.p.columns.PartitionGetColsResult 1 3 4 2
c.t.a.m.p.columns.UpdateColsFunc NaN 1 0 0
c.t.a.m.p.columns.PartitionGetColsParam 1 3 3 2
c.t.a.m.p.columns.GetColsResult NaN 0 1 0
c.t.a.m.p.columns.GetColsFunc NaN 2 0 0
c.t.a.m.p.columns.PartitionUpdateColsParam 1 2 5 1
c.t.a.m.p.columns.UpdateColsParam NaN 1 4 0
c.t.a.m.GBDT.a.RegTree.RegTree NaN 4 5 0
c.t.a.m.GBDT.a.RegTree.GradPair 0.3333 4 2 2
c.t.a.m.GBDT.a.RegTree.GradStats 0.4286 15 3 26
c.t.a.m.GBDT.a.RegTree.RegTNodeStat 0.3333 4 6 1
c.t.a.m.GBDT.a.RegTree.GradHistHelper NaN 4 4 0
c.t.a.m.GBDT.a.RegTree.RegTDataStore 0.375 17 12 20
c.t.a.m.c.n.l.linear.BiInteractionCross 0.1429 8 4 2
c.t.a.m.c.n.l.linear.BiInnerCross 0.1111 10 4 2
c.t.a.m.c.n.l.linear.FCLayer 0.0312 33 23 7
c.t.a.m.c.n.l.linear.BiOutterCross 0.1429 8 4 2
c.t.a.m.c.n.l.linear.BiInnerSumCross 0.1 11 4 2
c.t.a.m.c.o.decayer.S..$class NaN 0 0 0
c.t.a.m.c.o.decayer.ConstantLearningRate 0.25 5 3 1
c.t.a.m.c.o.decayer.CorrectionDecay 0.25 5 5 1
c.t.a.m.c.o.decayer.StandardDecay 0.25 5 4 1
c.t.a.m.c.o.decayer.WarmRestarts 0.1111 10 6 4
c.t.a.m.c.o.decayer.S..$ NaN 1 1 0
c.t.a.m.GBDT.param.TreeParam NaN 1 12 0
c.t.a.m.GBDT.param.GBDTParam NaN 2 15 0
c.t.a.m.GBDT.param.RegTParam NaN 7 22 0
c.t.a.m.p.optimizer.AdaDeltaUpdateFunc NaN 1 1 0
c.t.a.m.p.optimizer.PGDUpdateFunc NaN 1 1 0
c.t.a.m.p.optimizer.AdaGradUpdateFunc NaN 1 1 0
c.t.a.m.p.optimizer.MomentumUpdateFunc NaN 1 1 0
c.t.a.m.p.optimizer.FTRLUpdateFunc NaN 1 1 0
c.t.a.m.p.optimizer.AdamUpdateFunc NaN 1 1 0
c.t.a.m.p.optimizer.OptMMUpdateFunc NaN 1 1 0
c.t.a.m.regression.LinearRegression NaN 2 1 0
c.t.a.m.regression.RobustRegression NaN 2 1 0
c.t.a.m.regression.R..$ NaN 1 1 0
c.t.a.m.regression.L..$ NaN 1 1 0

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