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LCOM

Min: 1.0000, max: 1225.0000, yellow zone: [15.0000 .. 5.0000].

Elements: 185, μ: 65.1135, σ: 137.2777, Var: 18845.1709, defects: 10%.

Packages: 32, classes: 279.

Green: 157, yellow: 39, red: 83.

Class LCOM methods pairs empty nonempty
c.t.a.m.GBDT.objective.Loss 0 0 0 0 0
c.t.a.m.GBDT.objective.L..$BinaryLogisticLoss 0 1 0 0 0
c.t.a.m.GBDT.objective.L..$LinearSquareLoss 21 7 21 21 0
c.t.a.m.GBDT.objective.L..$DirectLogisticLoss 6 4 6 6 0
c.t.a.m.GBDT.objective.RegLossObj 0 5 10 4 6
c.t.a.m.GBDT.objective.L..$LogisticLoss 21 7 21 21 0
c.t.a.m.GBDT.objective.SoftmaxMultiClassObj 13 6 15 14 1
c.t.a.m.GBDT.metric.MAEMetric 3 3 3 3 0
c.t.a.m.GBDT.metric.MultiErrorMetric 6 4 6 6 0
c.t.a.m.GBDT.metric.RMSEMetric 3 3 3 3 0
c.t.a.m.GBDT.metric.LogLossMetric 3 3 3 3 0
c.t.a.m.GBDT.metric.LogErrorMetric 3 3 3 3 0
c.t.a.m.GBDT.metric.ErrorEvalMetric 3 3 3 3 0
c.t.a.m.l.psf.ColumnGetResult 0 0 0 0 0
c.t.a.m.l.psf.GetColumnParam 0 1 0 0 0
c.t.a.m.l.psf.L..$LikelihoodPartParam 0 4 6 3 3
c.t.a.m.l.psf.PartColumnResult 0 4 6 3 3
c.t.a.m.l.psf.GetColumnFunc 1 2 1 1 0
c.t.a.m.l.psf.CSRPartUpdateParam 1 3 3 2 1
c.t.a.m.l.psf.GetPartFunc 1 2 1 1 0
c.t.a.m.l.psf.LikelihoodFunc 1 2 1 1 0
c.t.a.m.l.psf.ResetFunc 0 1 0 0 0
c.t.a.m.l.psf.LikelihoodParam 0 1 0 0 0
c.t.a.m.l.psf.PartCSRResult 15 7 21 18 3
c.t.a.m.l.psf.UpdatePartFunc 3 3 3 3 0
c.t.a.m.GBDT.psf.HistAggrParam 0 1 0 0 0
c.t.a.m.GBDT.psf.H..$HistPartitionAggrParam 6 8 28 17 11
c.t.a.m.GBDT.psf.GBDTGradHistGetRowResult 0 1 0 0 0
c.t.a.m.GBDT.psf.GBDTGradHistGetRowFunc 0 2 1 0 1
c.t.a.m.c.u.paramsutils.H..$ 10 5 10 10 0
c.t.a.m.c.u.paramsutils.AdaGradParams 190 20 190 190 0
c.t.a.m.c.u.paramsutils.L..$ 3 3 3 3 0
c.t.a.m.c.u.paramsutils.D..$ 3 3 3 3 0
c.t.a.m.c.u.paramsutils.LossFuncParams 1 2 1 1 0
c.t.a.m.c.u.paramsutils.OptParams 10 5 10 10 0
c.t.a.m.c.u.paramsutils.P..$ 1225 50 1225 1225 0
c.t.a.m.c.u.paramsutils.C..$ 3 3 3 3 0
c.t.a.m.c.u.paramsutils.F..$ 3 3 3 3 0
c.t.a.m.c.u.paramsutils.LossLayerParams 153 18 153 153 0
c.t.a.m.c.u.paramsutils.ModelParams 15 6 15 15 0
c.t.a.m.c.u.paramsutils.TransFuncParams 1 2 1 1 0
c.t.a.m.c.u.paramsutils.L..$ 3 3 3 3 0
c.t.a.m.c.u.paramsutils.F..$ 3 3 3 3 0
c.t.a.m.c.u.paramsutils.M..$ 1 2 1 1 0
c.t.a.m.c.u.paramsutils.ParamKeys 0 0 0 0 0
c.t.a.m.c.u.paramsutils.LayerParams 3 3 3 3 0
c.t.a.m.c.u.paramsutils.InputLayerParams 190 20 190 190 0
c.t.a.m.c.u.paramsutils.FCLayerParams 231 22 231 231 0
c.t.a.m.c.u.paramsutils.T..$ 15 6 15 15 0
c.t.a.m.c.u.paramsutils.E..$ 3 3 3 3 0
c.t.a.m.c.u.paramsutils.AdaDeltaParams 231 22 231 231 0
c.t.a.m.c.u.paramsutils.J..$ 6 9 36 21 15
c.t.a.m.c.u.paramsutils.JsonUtils 0 0 0 0 0
c.t.a.m.c.u.paramsutils.DataParams 45 10 45 45 0
c.t.a.m.c.u.paramsutils.M..$ 3 3 3 3 0
c.t.a.m.c.u.paramsutils.L..$ 91 14 91 91 0
c.t.a.m.c.u.paramsutils.MomentumParams 190 20 190 190 0
c.t.a.m.c.u.paramsutils.EmbeddingParams 190 20 190 190 0
c.t.a.m.c.u.paramsutils.DropoutTransFuncParams 120 16 120 120 0
c.t.a.m.c.u.paramsutils.A..$ 3 3 3 3 0
c.t.a.m.c.u.paramsutils.HuberLossParams 91 14 91 91 0
c.t.a.m.c.u.paramsutils.CrossLayerParams 153 18 153 153 0
c.t.a.m.c.u.paramsutils.A..$ 3 3 3 3 0
c.t.a.m.c.u.paramsutils.D..$ 1 2 1 1 0
c.t.a.m.c.u.paramsutils.I..$ 3 3 3 3 0
c.t.a.m.c.u.paramsutils.A..$ 3 3 3 3 0
c.t.a.m.c.u.paramsutils.JoinLayerParams 153 18 153 153 0
c.t.a.m.c.u.paramsutils.AdamParams 231 22 231 231 0
c.t.a.m.c.u.paramsutils.T..$ 1 2 1 1 0
c.t.a.m.c.u.paramsutils.TrainParams 28 8 28 28 0
c.t.a.m.c.u.paramsutils.O..$ 36 9 36 36 0
c.t.a.m.c.u.paramsutils.J..$ 3 3 3 3 0
c.t.a.m.c.u.paramsutils.FTRLParams 231 22 231 231 0
c.t.a.m.l.a.structures.S2STraverseMap 22 13 78 50 28
c.t.a.m.l.a.structures.ShortTraverseHashMap 1 2 1 1 0
c.t.a.m.l.a.structures.TraverseHashMap 91 14 91 91 0
c.t.a.m.l.a.structures.IntTraverseHashMap 1 2 1 1 0
c.t.a.m.l.a.structures.S2BTightTraverseMap 35 14 91 63 28
c.t.a.m.l.a.structures.S2ITraverseMap 35 14 91 63 28
c.t.a.m.l.a.structures.I2ITranverseMap 6 13 78 42 36
c.t.a.m.l.a.structures.FTree 0 7 21 0 21
c.t.a.m.l.a.structures.S2STightTraverseMap 22 13 78 50 28
c.t.a.m.l.a.structures.S2BTraverseMap 35 14 91 63 28
c.t.a.m.c.conf.S..$ 465 31 465 465 0
c.t.a.m.c.conf.SharedConf 378 28 378 378 0
c.t.a.m.c.conf.M..$ 13695 166 13695 13695 0
c.t.a.m.c.conf.MLConf 0 0 0 0 0
c.t.a.m.p.compress.Q..$QuantifyFloatPartParam 0 6 15 6 9
c.t.a.m.p.compress.QuantifyDoubleFunc 0 1 0 0 0
c.t.a.m.p.compress.QuantifyFloatParam 0 1 0 0 0
c.t.a.m.p.compress.Q..$QuantifyDoublePartUParam 0 6 15 6 9
c.t.a.m.p.compress.QuantifyFloatFunc 0 1 0 0 0
c.t.a.m.p.compress.QuantifyDoubleParam 0 1 0 0 0
c.t.a.m.c.n.layers.PlaceHolder 53 11 55 54 1
c.t.a.m.c.n.layers.S..$ 10 5 10 10 0
c.t.a.m.c.n.layers.TimeStats 79 14 91 85 6
c.t.a.m.c.n.layers.JoinLayer 3 3 3 3 0
c.t.a.m.c.n.layers.LinearLayer 3 3 3 3 0
c.t.a.m.c.n.layers.InputLayer 0 1 0 0 0
c.t.a.m.c.n.layers.Layer 64 12 66 65 1
c.t.a.m.c.n.layers.STATUS 0 0 0 0 0
c.t.a.m.c.n.layers.AngelGraph 593 35 595 594 1
c.t.a.m.c.n.layers.T..$ 15 6 15 15 0
c.t.a.m.core.PredictTask 10 5 10 10 0
c.t.a.m.core.MLLearner 6 4 6 6 0
c.t.a.m.core.M..$class 0 0 0 0 0
c.t.a.m.core.TrainTask 28 8 28 28 0
c.t.a.m.c.n.l.join.MulPooling 24 8 28 26 2
c.t.a.m.c.n.l.join.ConcatLayer 32 9 36 34 2
c.t.a.m.c.n.l.join.SumPooling 24 8 28 26 2
c.t.a.m.c.n.l.join.DotPooling 39 10 45 42 3
c.t.a.m.GBDT.a.sketch.QuantileSketchException 0 0 0 0 0
c.t.a.m.GBDT.a.sketch.SketchUtils 0 0 0 0 0
c.t.a.m.GBDT.a.sketch.HeapQuantileSketch 0 19 171 42 129
c.t.a.m.c.o.loss.L..$class 0 0 0 0 0
c.t.a.m.c.o.loss.L2Loss 15 6 15 15 0
c.t.a.m.c.o.loss.LogLoss 15 6 15 15 0
c.t.a.m.c.o.loss.SoftmaxLoss 15 6 15 15 0
c.t.a.m.c.o.loss.CrossEntropyLoss 21 7 21 21 0
c.t.a.m.c.o.loss.HuberLoss 3 6 15 9 6
c.t.a.m.c.o.loss.HingeLoss 15 6 15 15 0
c.t.a.m.GBDT.GBDTRunner 15 6 15 15 0
c.t.a.m.GBDT.GBDTPredictResult 136 17 136 136 0
c.t.a.m.GBDT.G..$ 3 3 3 3 0
c.t.a.m.GBDT.GBDTPredictTask 1 2 1 1 0
c.t.a.m.GBDT.G..$ 78 13 78 78 0
c.t.a.m.GBDT.GBDTLearner 24 8 28 26 2
c.t.a.m.GBDT.GBDTModel 296 25 300 298 2
c.t.a.m.GBDT.GBDTTrainTask 24 8 28 26 2
c.t.a.m.c.n.l.verge.SimpleInputLayer 478 32 496 487 9
c.t.a.m.c.n.l.verge.Embedding 294 25 300 297 3
c.t.a.m.c.n.l.verge.SimpleLossLayer 55 14 91 73 18
c.t.a.m.l.algo.Document 0 1 0 0 0
c.t.a.m.l.algo.CSRTokens 0 1 0 0 0
c.t.a.m.l.algo.BinarySearch 0 0 0 0 0
c.t.a.m.l.algo.Sampler 18 9 36 27 9
c.t.a.m.GBDT.a.tree.TSplitValueHelper 0 0 0 0 0
c.t.a.m.GBDT.a.tree.TNode 54 12 66 60 6
c.t.a.m.GBDT.a.tree.TAvgDisSplit 0 0 0 0 0
c.t.a.m.GBDT.a.tree.TYahooSketchSplit 0 0 0 0 0
c.t.a.m.GBDT.a.tree.SplitEntry 0 11 55 18 37
c.t.a.m.GBDT.a.tree.Tree 0 0 0 0 0
c.t.a.m.c.optimizer.AdaGrad 19 7 21 20 1
c.t.a.m.c.optimizer.FTRL 26 8 28 27 1
c.t.a.m.c.optimizer.Adam 26 8 28 27 1
c.t.a.m.c.optimizer.SGD 13 6 15 14 1
c.t.a.m.c.optimizer.AdaDelta 26 8 28 27 1
c.t.a.m.c.optimizer.O..$ 6 4 6 6 0
c.t.a.m.c.optimizer.OptUtils 0 0 0 0 0
c.t.a.m.c.optimizer.Momentum 26 8 28 27 1
c.t.a.m.c.optimizer.Optimizer 245 23 253 249 4
c.t.a.m.c.utils.PSMatrixUtils 0 0 0 0 0
c.t.a.m.c.utils.T..$ 1 2 1 1 0
c.t.a.m.c.utils.ValidationUtils 0 4 6 0 6
c.t.a.m.c.utils.NetUtils 0 0 0 0 0
c.t.a.m.c.utils.ZeroOneTrans 0 1 0 0 0
c.t.a.m.c.utils.AddOneTrans 0 1 0 0 0
c.t.a.m.c.utils.JCompressUtils 0 0 0 0 0
c.t.a.m.c.utils.J..$Quantification 0 0 0 0 0
c.t.a.m.c.utils.DummyDataParser 231 22 231 231 0
c.t.a.m.c.utils.P..$ 105 15 105 105 0
c.t.a.m.c.utils.D..$ 0 1 0 0 0
c.t.a.m.c.utils.ReflectionUtils 0 0 0 0 0
c.t.a.m.c.utils.P..$ 0 1 0 0 0
c.t.a.m.c.utils.Z..$ 0 1 0 0 0
c.t.a.m.c.utils.SubOneTrans 0 1 0 0 0
c.t.a.m.c.utils.HDFSUtils 0 0 0 0 0
c.t.a.m.c.utils.DenseDataParser 231 22 231 231 0
c.t.a.m.c.utils.L..$ 3 3 3 3 0
c.t.a.m.c.utils.Maths 0 0 0 0 0
c.t.a.m.c.utils.D..$ 3 3 3 3 0
c.t.a.m.c.utils.H..$ 1 2 1 1 0
c.t.a.m.c.utils.PosNegTrans 0 1 0 0 0
c.t.a.m.c.utils.NoTrans 0 1 0 0 0
c.t.a.m.c.utils.R..$ 1 2 1 1 0
c.t.a.m.c.utils.D..$ 3 3 3 3 0
c.t.a.m.c.utils.DataParser 3 3 3 3 0
c.t.a.m.c.utils.LibSVMDataParser 231 22 231 231 0
c.t.a.m.c.utils.N..$ 15 6 15 15 0
c.t.a.m.lda.L..$S..$ 10 5 10 10 0
c.t.a.m.lda.L..$Task 0 1 0 0 0
c.t.a.m.lda.L..$ 136 17 136 136 0
c.t.a.m.lda.LDAIncTask 39 10 45 42 3
c.t.a.m.lda.LDATrainTask 49 11 55 52 3
c.t.a.m.lda.LDAModel 319 26 325 322 3
c.t.a.m.lda.LDAPredictTask 70 13 78 74 4
c.t.a.m.lda.LDARunner 28 8 28 28 0
c.t.a.m.lda.LDALearner 582 36 630 606 24
c.t.a.m.c.kmeans.K..$ 6 4 6 6 0
c.t.a.m.c.kmeans.K..$ 10 5 10 10 0
c.t.a.m.c.kmeans.KMeansPredictTask 1 2 1 1 0
c.t.a.m.c.kmeans.KMeansResult 136 17 136 136 0
c.t.a.m.c.kmeans.KMeansModel 87 14 91 89 2
c.t.a.m.c.kmeans.KMeansTrainTask 51 11 55 53 2
c.t.a.m.c.kmeans.KMeansRunner 10 5 10 10 0
c.t.a.m.c.kmeans.K..$ 1 2 1 1 0
c.t.a.m.c.kmeans.KMeansLearner 66 12 66 66 0
c.t.a.m.c.graphsubmit.S..$ 3 3 3 3 0
c.t.a.m.c.graphsubmit.SoftmaxPredictResult 190 20 190 190 0
c.t.a.m.c.graphsubmit.G..$ 6 4 6 6 0
c.t.a.m.c.graphsubmit.GraphRunner 15 6 15 15 0
c.t.a.m.c.graphsubmit.GraphPredictResult 153 18 153 153 0
c.t.a.m.c.graphsubmit.GraphModel 134 17 136 135 1
c.t.a.m.c.graphsubmit.GraphTrainTask 62 12 66 64 2
c.t.a.m.c.graphsubmit.GraphLearner 91 14 91 91 0
c.t.a.m.c.graphsubmit.GraphPredictTask 1 2 1 1 0
c.t.a.m.c.graphsubmit.G..$ 3 3 3 3 0
c.t.a.m.c.n.transfunc.Relu 3 3 3 3 0
c.t.a.m.c.n.transfunc.TanhWithDropout 1 3 3 2 1
c.t.a.m.c.n.transfunc.Tanh 3 3 3 3 0
c.t.a.m.c.n.transfunc.SigmoidWithDropout 1 3 3 2 1
c.t.a.m.c.n.transfunc.Sigmoid 3 3 3 3 0
c.t.a.m.c.n.transfunc.Identity 3 3 3 3 0
c.t.a.m.c.n.transfunc.Dropout 0 3 3 0 3
c.t.a.m.c.n.transfunc.Softmax 3 3 3 3 0
c.t.a.m.c.n.transfunc.T..$class 0 0 0 0 0
c.t.a.m.classification.M..$ 0 1 0 0 0
c.t.a.m.classification.S..$ 0 1 0 0 0
c.t.a.m.classification.NeuralFactorizationMachines 3 3 3 3 0
c.t.a.m.classification.W..$ 0 1 0 0 0
c.t.a.m.classification.D..$ 0 1 0 0 0
c.t.a.m.classification.N..$ 0 1 0 0 0
c.t.a.m.classification.S..$ 0 1 0 0 0
c.t.a.m.classification.P..$ 0 1 0 0 0
c.t.a.m.classification.ProductNeuralNetwork 3 3 3 3 0
c.t.a.m.classification.WideAndDeep 1 2 1 1 0
c.t.a.m.classification.DeepFM 1 2 1 1 0
c.t.a.m.classification.SupportVectorMachine 6 4 6 6 0
c.t.a.m.classification.LogisticRegression 6 4 6 6 0
c.t.a.m.classification.F..$ 0 1 0 0 0
c.t.a.m.classification.FactorizationMachines 15 6 15 15 0
c.t.a.m.classification.MixedLogisticRegression 10 5 10 10 0
c.t.a.m.classification.L..$ 0 1 0 0 0
c.t.a.m.classification.SoftmaxRegression 10 5 10 10 0
c.t.a.m.GBDT.algo.HistSubThread 0 1 0 0 0
c.t.a.m.GBDT.algo.HistCalThread 0 1 0 0 0
c.t.a.m.GBDT.algo.FeatureMeta 2 4 6 4 2
c.t.a.m.GBDT.algo.GradHistThread 0 1 0 0 0
c.t.a.m.GBDT.algo.AfterSplitThread 0 1 0 0 0
c.t.a.m.GBDT.algo.GBDTController 0 27 351 174 177
c.t.a.m.p.columns.UpdateColsParam 0 1 0 0 0
c.t.a.m.p.columns.PartitionGetColsResult 0 3 3 0 3
c.t.a.m.p.columns.UpdateColsFunc 0 1 0 0 0
c.t.a.m.p.columns.GetColsParam 0 1 0 0 0
c.t.a.m.p.columns.GetColsFunc 0 2 1 0 1
c.t.a.m.p.columns.GetColsResult 0 0 0 0 0
c.t.a.m.p.columns.PartitionGetColsParam 0 3 3 0 3
c.t.a.m.p.columns.PartitionUpdateColsParam 0 2 1 0 1
c.t.a.m.GBDT.a.RegTree.GradPair 2 4 6 4 2
c.t.a.m.GBDT.a.RegTree.RegTNodeStat 4 4 6 5 1
c.t.a.m.GBDT.a.RegTree.RegTree 6 4 6 6 0
c.t.a.m.GBDT.a.RegTree.RegTDataStore 88 17 136 112 24
c.t.a.m.GBDT.a.RegTree.GradStats 27 15 105 66 39
c.t.a.m.GBDT.a.RegTree.GradHistHelper 0 4 6 0 6
c.t.a.m.c.n.l.linear.BiInteractionCross 24 8 28 26 2
c.t.a.m.c.n.l.linear.BiInnerSumCross 51 11 55 53 2
c.t.a.m.c.n.l.linear.FCLayer 533 34 561 547 14
c.t.a.m.c.n.l.linear.BiOutterCross 24 8 28 26 2
c.t.a.m.c.n.l.linear.BiInnerCross 41 10 45 43 2
c.t.a.m.GBDT.param.RegTParam 9 7 21 15 6
c.t.a.m.GBDT.param.TreeParam 0 1 0 0 0
c.t.a.m.GBDT.param.GBDTParam 0 2 1 0 1
c.t.a.m.c.o.decayer.S..$ 0 1 0 0 0
c.t.a.m.c.o.decayer.ConstantLearningRate 8 5 10 9 1
c.t.a.m.c.o.decayer.StandardDecay 8 5 10 9 1
c.t.a.m.c.o.decayer.WarmRestarts 37 10 45 41 4
c.t.a.m.c.o.decayer.S..$class 0 0 0 0 0
c.t.a.m.c.o.decayer.CorrectionDecay 8 5 10 9 1
c.t.a.m.p.optimizer.PGDUpdateFunc 0 1 0 0 0
c.t.a.m.p.optimizer.AdaDeltaUpdateFunc 0 1 0 0 0
c.t.a.m.p.optimizer.MomentumUpdateFunc 0 1 0 0 0
c.t.a.m.p.optimizer.OptMMUpdateFunc 0 1 0 0 0
c.t.a.m.p.optimizer.AdaGradUpdateFunc 0 1 0 0 0
c.t.a.m.p.optimizer.FTRLUpdateFunc 0 1 0 0 0
c.t.a.m.p.optimizer.AdamUpdateFunc 0 1 0 0 0
c.t.a.m.regression.RobustRegression 1 2 1 1 0
c.t.a.m.regression.L..$ 0 1 0 0 0
c.t.a.m.regression.R..$ 0 1 0 0 0
c.t.a.m.regression.LinearRegression 1 2 1 1 0

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