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LCOM5

Min: -0.0000, max: 1.8667, yellow zone: [0.6000 .. 0.4000].

Elements: 183, μ: 0.9892, σ: 0.3219, Var: 0.1036, defects: 28%.

Packages: 32, classes: 281.

Green: 10, yellow: 8, red: 263.

Class LCOM5 m a
c.t.a.m.GBDT.metric.ErrorEvalMetric 1 3 1
c.t.a.m.GBDT.metric.LogErrorMetric NaN 3 0
c.t.a.m.GBDT.metric.RMSEMetric NaN 3 0
c.t.a.m.GBDT.metric.MAEMetric NaN 3 0
c.t.a.m.GBDT.metric.MultiErrorMetric NaN 4 0
c.t.a.m.GBDT.metric.LogLossMetric NaN 3 0
c.t.a.m.GBDT.objective.L..$BinaryLogisticLoss NaN 1 0
c.t.a.m.GBDT.objective.L..$LinearSquareLoss NaN 7 0
c.t.a.m.GBDT.objective.Loss NaN 0 0
c.t.a.m.GBDT.objective.L..$LogisticLoss 1 7 1
c.t.a.m.GBDT.objective.RegLossObj 0.8125 5 4
c.t.a.m.GBDT.objective.SoftmaxMultiClassObj 1 6 5
c.t.a.m.GBDT.objective.L..$DirectLogisticLoss NaN 4 0
c.t.a.m.l.psf.LikelihoodParam NaN 1 1
c.t.a.m.l.psf.LikelihoodFunc 2 2 1
c.t.a.m.l.psf.L..$LikelihoodPartParam 0.3333 4 1
c.t.a.m.l.psf.GetPartFunc 2 2 1
c.t.a.m.l.psf.UpdatePartFunc 1.5 3 1
c.t.a.m.l.psf.CSRPartUpdateParam 1 3 3
c.t.a.m.l.psf.GetColumnFunc 1 2 1
c.t.a.m.l.psf.ColumnGetResult 0 0 1
c.t.a.m.l.psf.GetColumnParam NaN 1 1
c.t.a.m.l.psf.PartCSRResult 0.9 7 5
c.t.a.m.l.psf.PartColumnResult 0.8333 4 2
c.t.a.m.l.psf.ResetFunc NaN 1 0
c.t.a.m.GBDT.psf.HistAggrParam NaN 1 5
c.t.a.m.GBDT.psf.GBDTGradHistGetRowFunc -0 2 1
c.t.a.m.GBDT.psf.H..$HistPartitionAggrParam 0.7143 8 5
c.t.a.m.GBDT.psf.GBDTGradHistGetRowResult NaN 1 1
c.t.a.m.c.u.paramsutils.P..$ 1.0004 50 51
c.t.a.m.c.u.paramsutils.MomentumParams 1 20 1
c.t.a.m.c.u.paramsutils.JsonUtils NaN 0 0
c.t.a.m.c.u.paramsutils.LayerParams 1 3 2
c.t.a.m.c.u.paramsutils.F..$ 1.5 3 1
c.t.a.m.c.u.paramsutils.FCLayerParams 1 22 4
c.t.a.m.c.u.paramsutils.D..$ 1.5 2 2
c.t.a.m.c.u.paramsutils.A..$ 1.5 3 1
c.t.a.m.c.u.paramsutils.T..$ 1.04 6 5
c.t.a.m.c.u.paramsutils.H..$ 1.25 5 1
c.t.a.m.c.u.paramsutils.HuberLossParams 1 14 1
c.t.a.m.c.u.paramsutils.DataParams 1 10 9
c.t.a.m.c.u.paramsutils.L..$ 1.0055 14 14
c.t.a.m.c.u.paramsutils.LossLayerParams 1 18 2
c.t.a.m.c.u.paramsutils.I..$ 1.5 3 1
c.t.a.m.c.u.paramsutils.A..$ 1.5 3 1
c.t.a.m.c.u.paramsutils.F..$ 1.5 3 1
c.t.a.m.c.u.paramsutils.J..$ 1.5 3 1
c.t.a.m.c.u.paramsutils.AdaGradParams 1 20 1
c.t.a.m.c.u.paramsutils.TrainParams 1 8 7
c.t.a.m.c.u.paramsutils.FTRLParams 1 22 2
c.t.a.m.c.u.paramsutils.T..$ 1.5 2 2
c.t.a.m.c.u.paramsutils.M..$ 1.5 2 2
c.t.a.m.c.u.paramsutils.C..$ 1.5 3 1
c.t.a.m.c.u.paramsutils.O..$ 1.0156 9 8
c.t.a.m.c.u.paramsutils.LossFuncParams 1 2 1
c.t.a.m.c.u.paramsutils.AdamParams 1 22 2
c.t.a.m.c.u.paramsutils.EmbeddingParams 1 20 3
c.t.a.m.c.u.paramsutils.ParamKeys NaN 0 0
c.t.a.m.c.u.paramsutils.M..$ 1.5 3 1
c.t.a.m.c.u.paramsutils.AdaDeltaParams 1 22 2
c.t.a.m.c.u.paramsutils.DropoutTransFuncParams 1 16 2
c.t.a.m.c.u.paramsutils.InputLayerParams 1 20 3
c.t.a.m.c.u.paramsutils.TransFuncParams 1 2 1
c.t.a.m.c.u.paramsutils.D..$ 1.5 3 1
c.t.a.m.c.u.paramsutils.L..$ 1.25 3 2
c.t.a.m.c.u.paramsutils.CrossLayerParams 1 18 2
c.t.a.m.c.u.paramsutils.L..$ 1.5 3 1
c.t.a.m.c.u.paramsutils.E..$ 1.5 3 1
c.t.a.m.c.u.paramsutils.A..$ 1.5 3 1
c.t.a.m.c.u.paramsutils.ModelParams 1 6 5
c.t.a.m.c.u.paramsutils.OptParams 1 5 4
c.t.a.m.c.u.paramsutils.J..$ 1.125 9 1
c.t.a.m.c.u.paramsutils.JoinLayerParams 1 18 2
c.t.a.m.l.a.structures.S2STightTraverseMap 0.4167 13 1
c.t.a.m.l.a.structures.FTree 0.3889 7 3
c.t.a.m.l.a.structures.TraverseHashMap NaN 14 0
c.t.a.m.l.a.structures.I2ITranverseMap 0.5625 13 4
c.t.a.m.l.a.structures.IntTraverseHashMap 1.5 2 4
c.t.a.m.l.a.structures.ShortTraverseHashMap 1.5 2 4
c.t.a.m.l.a.structures.S2ITraverseMap 0.6154 14 4
c.t.a.m.l.a.structures.S2BTraverseMap 0.6154 14 4
c.t.a.m.l.a.structures.S2STraverseMap 0.5833 13 4
c.t.a.m.l.a.structures.S2BTightTraverseMap 0.4615 14 1
c.t.a.m.c.conf.MLConf NaN 0 0
c.t.a.m.c.conf.SharedConf 1.037 28 2
c.t.a.m.c.conf.M..$ 1 163 164
c.t.a.m.c.conf.S..$ 1.0111 31 3
c.t.a.m.p.compress.QuantifyFloatParam NaN 1 3
c.t.a.m.p.compress.QuantifyDoubleParam NaN 1 3
c.t.a.m.p.compress.QuantifyDoubleFunc NaN 1 0
c.t.a.m.p.compress.Q..$QuantifyDoublePartUParam 0.8 6 7
c.t.a.m.p.compress.QuantifyFloatFunc NaN 1 0
c.t.a.m.p.compress.Q..$QuantifyFloatPartParam 0.7333 6 6
c.t.a.m.c.n.layers.LinearLayer 1 2 1
c.t.a.m.c.n.layers.LayerMeta NaN 1 0
c.t.a.m.c.n.layers.T..$ 1.2 6 1
c.t.a.m.c.n.layers.S..$ 1.0417 5 6
c.t.a.m.c.n.layers.InputLayerMeta NaN 0 0
c.t.a.m.c.n.layers.InputLayer NaN 1 0
c.t.a.m.c.n.layers.LinearLayerMeta NaN 0 0
c.t.a.m.c.n.layers.JoinLayer 1 2 1
c.t.a.m.c.n.layers.STATUS NaN 0 0
c.t.a.m.c.n.layers.TimeStats 0.9341 14 7
c.t.a.m.c.n.layers.JoinLayerMeta NaN 0 0
c.t.a.m.c.n.layers.Layer 0.9848 12 6
c.t.a.m.c.n.layers.AngelGraph 1.0111 31 9
c.t.a.m.c.n.layers.PlaceHolder 1.07 11 10
c.t.a.m.core.TrainTask 1 8 1
c.t.a.m.core.M..$class NaN 0 0
c.t.a.m.core.MLLearner 1 4 3
c.t.a.m.core.PredictTask 1 5 2
c.t.a.m.c.n.l.join.ConcatLayer 0.9375 9 4
c.t.a.m.c.n.l.join.SumPooling 0.9048 8 3
c.t.a.m.c.n.l.join.MulPooling 0.9048 8 3
c.t.a.m.c.n.l.join.DotPooling 0.9167 10 4
c.t.a.m.c.o.loss.HuberLoss 0.5 5 1
c.t.a.m.c.o.loss.SoftmaxLoss NaN 5 0
c.t.a.m.c.o.loss.CrossEntropyLoss 1 6 1
c.t.a.m.c.o.loss.LogLoss NaN 5 0
c.t.a.m.c.o.loss.HingeLoss NaN 5 0
c.t.a.m.c.o.loss.L2Loss NaN 5 0
c.t.a.m.GBDT.a.sketch.HeapQuantileSketch 0.6239 19 13
c.t.a.m.GBDT.a.sketch.QuantileSketchException NaN 0 0
c.t.a.m.GBDT.a.sketch.SketchUtils 0 0 1
c.t.a.m.GBDT.GBDTPredictTask NaN 2 0
c.t.a.m.GBDT.G..$ 1.5 3 1
c.t.a.m.GBDT.G..$ 1.0076 13 11
c.t.a.m.GBDT.GBDTTrainTask 1.0408 8 7
c.t.a.m.GBDT.GBDTPredictResult 1 17 4
c.t.a.m.GBDT.GBDTRunner 1 6 1
c.t.a.m.GBDT.GBDTModel 0.9964 25 23
c.t.a.m.GBDT.GBDTLearner 1 8 3
c.t.a.m.c.n.l.verge.SimpleLossLayer 0.8833 13 5
c.t.a.m.c.n.l.verge.Embedding 1.0051 24 17
c.t.a.m.c.n.l.verge.SimpleInputLayer 0.9921 31 21
c.t.a.m.l.algo.BinarySearch NaN 0 0
c.t.a.m.l.algo.Document NaN 1 3
c.t.a.m.l.algo.CSRTokens NaN 1 12
c.t.a.m.l.algo.Sampler 0.9632 9 17
c.t.a.m.c.utils.SubOneTrans NaN 1 0
c.t.a.m.c.utils.D..$ 1.5 3 1
c.t.a.m.c.utils.H..$ 1.5 2 2
c.t.a.m.c.utils.D..$ 1.5 3 1
c.t.a.m.c.utils.R..$ 2 2 3
c.t.a.m.c.utils.ReflectionUtils NaN 0 0
c.t.a.m.c.utils.P..$ NaN 1 1
c.t.a.m.c.utils.ZeroOneTrans NaN 1 1
c.t.a.m.c.utils.DenseDataParser 1 22 5
c.t.a.m.c.utils.N..$ 1.2 6 1
c.t.a.m.c.utils.J..$Quantification NaN 0 0
c.t.a.m.c.utils.P..$ 1.0714 15 1
c.t.a.m.c.utils.T..$ 2 2 1
c.t.a.m.c.utils.DataParser 1 3 1
c.t.a.m.c.utils.D..$ NaN 1 1
c.t.a.m.c.utils.HDFSUtils NaN 0 0
c.t.a.m.c.utils.Z..$ NaN 1 1
c.t.a.m.c.utils.JCompressUtils 0 0 2
c.t.a.m.c.utils.NetUtils NaN 0 0
c.t.a.m.c.utils.LibSVMDataParser 1 22 5
c.t.a.m.c.utils.Maths NaN 0 0
c.t.a.m.c.utils.AddOneTrans NaN 1 0
c.t.a.m.c.utils.NoTrans NaN 1 0
c.t.a.m.c.utils.ValidationUtils 0.2667 4 5
c.t.a.m.c.utils.L..$ 1.5 3 1
c.t.a.m.c.utils.PosNegTrans NaN 1 1
c.t.a.m.c.utils.DummyDataParser 1 22 5
c.t.a.m.c.utils.PSMatrixUtils NaN 0 0
c.t.a.m.c.optimizer.O..$ 1.3333 4 1
c.t.a.m.c.optimizer.FTRL 0.9444 7 3
c.t.a.m.c.optimizer.Optimizer 0.9524 22 4
c.t.a.m.c.optimizer.Adam 1 7 4
c.t.a.m.c.optimizer.AdaDelta 1 7 4
c.t.a.m.c.optimizer.AdaGrad 1 6 3
c.t.a.m.c.optimizer.Momentum 0.9167 7 2
c.t.a.m.c.optimizer.OptUtils NaN 0 0
c.t.a.m.c.optimizer.SGD 0.75 5 1
c.t.a.m.GBDT.a.tree.TSplitValueHelper NaN 0 0
c.t.a.m.GBDT.a.tree.Tree NaN 0 0
c.t.a.m.GBDT.a.tree.SplitEntry 0.7667 11 6
c.t.a.m.GBDT.a.tree.TAvgDisSplit NaN 0 0
c.t.a.m.GBDT.a.tree.TYahooSketchSplit NaN 0 0
c.t.a.m.GBDT.a.tree.TNode 0.9091 12 6
c.t.a.m.lda.L..$S..$ 1 5 5
c.t.a.m.lda.L..$Task NaN 1 5
c.t.a.m.lda.LDAIncTask 0.9167 10 4
c.t.a.m.lda.LDARunner 1 8 1
c.t.a.m.lda.LDATrainTask 0.96 11 5
c.t.a.m.lda.LDAModel 0.994 26 20
c.t.a.m.lda.LDAPredictTask 0.95 13 5
c.t.a.m.lda.L..$ 1.0037 17 17
c.t.a.m.lda.LDALearner 0.9886 36 15
c.t.a.m.c.kmeans.KMeansTrainTask 1.0143 11 7
c.t.a.m.c.kmeans.K..$ 1.0833 4 4
c.t.a.m.c.kmeans.KMeansModel 1 14 8
c.t.a.m.c.kmeans.KMeansResult 1 17 4
c.t.a.m.c.kmeans.KMeansLearner 1 12 6
c.t.a.m.c.kmeans.KMeansPredictTask 2 2 1
c.t.a.m.c.kmeans.KMeansRunner 1.25 5 1
c.t.a.m.c.kmeans.K..$ 1.25 5 1
c.t.a.m.c.kmeans.K..$ 1.3333 2 3
c.t.a.m.c.n.transfunc.Softmax NaN 2 0
c.t.a.m.c.n.transfunc.Dropout 0.5 2 2
c.t.a.m.c.n.transfunc.Tanh NaN 2 0
c.t.a.m.c.n.transfunc.Sigmoid NaN 2 0
c.t.a.m.c.n.transfunc.TanhWithDropout 1 2 2
c.t.a.m.c.n.transfunc.SigmoidWithDropout 1 2 2
c.t.a.m.c.n.transfunc.Identity NaN 2 0
c.t.a.m.c.n.transfunc.Relu NaN 2 0
c.t.a.m.c.graphsubmit.GraphPredictTask NaN 2 0
c.t.a.m.c.graphsubmit.GraphRunner 1 6 1
c.t.a.m.c.graphsubmit.GraphTrainTask 1.0091 12 10
c.t.a.m.c.graphsubmit.G..$ 1.3333 4 1
c.t.a.m.c.graphsubmit.G..$ 1.5 3 1
c.t.a.m.c.graphsubmit.GraphPredictResult 1 18 4
c.t.a.m.c.graphsubmit.S..$ 1.5 3 1
c.t.a.m.c.graphsubmit.GraphLearner 1 14 9
c.t.a.m.c.graphsubmit.SoftmaxPredictResult 1 20 5
c.t.a.m.c.graphsubmit.GraphModel 0.9898 15 7
c.t.a.m.classification.ProductNeuralNetwork 1 3 1
c.t.a.m.classification.N..$ NaN 1 1
c.t.a.m.classification.S..$ NaN 1 1
c.t.a.m.classification.W..$ NaN 1 1
c.t.a.m.classification.L..$ NaN 1 1
c.t.a.m.classification.D..$ NaN 1 1
c.t.a.m.classification.P..$ NaN 1 1
c.t.a.m.classification.LogisticRegression 1 4 3
c.t.a.m.classification.WideAndDeep 1 2 1
c.t.a.m.classification.FactorizationMachines 1 6 5
c.t.a.m.classification.S..$ NaN 1 1
c.t.a.m.classification.DeepFM 1 2 1
c.t.a.m.classification.F..$ NaN 1 1
c.t.a.m.classification.NeuralFactorizationMachines 1 3 2
c.t.a.m.classification.SoftmaxRegression 1 5 4
c.t.a.m.classification.M..$ NaN 1 1
c.t.a.m.classification.SupportVectorMachine 1 4 3
c.t.a.m.classification.MixedLogisticRegression 1 5 4
c.t.a.m.GBDT.algo.FeatureMeta 0.8333 4 4
c.t.a.m.GBDT.algo.AfterSplitThread NaN 1 7
c.t.a.m.GBDT.algo.HistCalThread NaN 1 5
c.t.a.m.GBDT.algo.GBDTController 0.8499 27 31
c.t.a.m.GBDT.algo.HistSubThread NaN 1 3
c.t.a.m.GBDT.algo.GradHistThread NaN 1 6
c.t.a.m.p.columns.GetColsParam NaN 1 3
c.t.a.m.p.columns.PartitionGetColsResult 0.5 3 4
c.t.a.m.p.columns.UpdateColsFunc NaN 1 0
c.t.a.m.p.columns.PartitionGetColsParam -0 3 3
c.t.a.m.p.columns.GetColsResult 0 0 1
c.t.a.m.p.columns.GetColsFunc NaN 2 0
c.t.a.m.p.columns.PartitionUpdateColsParam 0.4 2 5
c.t.a.m.p.columns.UpdateColsParam NaN 1 4
c.t.a.m.GBDT.a.RegTree.RegTree 1.1333 4 5
c.t.a.m.GBDT.a.RegTree.GradPair 0.6667 4 2
c.t.a.m.GBDT.a.RegTree.GradStats 0.7143 15 3
c.t.a.m.GBDT.a.RegTree.RegTNodeStat 0.7778 4 6
c.t.a.m.GBDT.a.RegTree.GradHistHelper 0.25 4 4
c.t.a.m.GBDT.a.RegTree.RegTDataStore 0.9323 17 12
c.t.a.m.c.n.l.linear.BiInteractionCross 0.9286 8 4
c.t.a.m.c.n.l.linear.BiInnerCross 0.9444 10 4
c.t.a.m.c.n.l.linear.FCLayer 0.9918 33 23
c.t.a.m.c.n.l.linear.BiOutterCross 0.9286 8 4
c.t.a.m.c.n.l.linear.BiInnerSumCross 0.95 11 4
c.t.a.m.c.o.decayer.S..$class NaN 0 0
c.t.a.m.c.o.decayer.ConstantLearningRate 0.9167 5 3
c.t.a.m.c.o.decayer.CorrectionDecay 0.95 5 5
c.t.a.m.c.o.decayer.StandardDecay 0.9375 5 4
c.t.a.m.c.o.decayer.WarmRestarts 0.9259 10 6
c.t.a.m.c.o.decayer.S..$ NaN 1 1
c.t.a.m.GBDT.param.TreeParam NaN 1 12
c.t.a.m.GBDT.param.GBDTParam 1.8667 2 15
c.t.a.m.GBDT.param.RegTParam 1.0227 7 22
c.t.a.m.p.optimizer.AdaDeltaUpdateFunc NaN 1 1
c.t.a.m.p.optimizer.PGDUpdateFunc NaN 1 1
c.t.a.m.p.optimizer.AdaGradUpdateFunc NaN 1 1
c.t.a.m.p.optimizer.MomentumUpdateFunc NaN 1 1
c.t.a.m.p.optimizer.FTRLUpdateFunc NaN 1 1
c.t.a.m.p.optimizer.AdamUpdateFunc NaN 1 1
c.t.a.m.p.optimizer.OptMMUpdateFunc NaN 1 1
c.t.a.m.regression.LinearRegression 1 2 1
c.t.a.m.regression.RobustRegression 1 2 1
c.t.a.m.regression.R..$ NaN 1 1
c.t.a.m.regression.L..$ NaN 1 1

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