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CCM

Min: 0.0017, max: 0.3333, yellow zone: [0.4000 .. 0.6000].

Elements: 114, μ: 0.0548, σ: 0.0692, Var: 0.0048, defects: 13%.

Packages: 32, classes: 281.

Green: 158, yellow: 8, red: 115.

Class CCM methods nc ncc nmp
c.t.a.m.GBDT.metric.ErrorEvalMetric NaN 3 0 0 3
c.t.a.m.GBDT.metric.LogErrorMetric NaN 3 0 0 3
c.t.a.m.GBDT.metric.RMSEMetric NaN 3 0 0 3
c.t.a.m.GBDT.metric.MAEMetric NaN 3 0 0 3
c.t.a.m.GBDT.metric.MultiErrorMetric NaN 4 0 0 6
c.t.a.m.GBDT.metric.LogLossMetric NaN 3 0 0 3
c.t.a.m.GBDT.objective.L..$BinaryLogisticLoss NaN 1 0 0 0
c.t.a.m.GBDT.objective.L..$LinearSquareLoss NaN 7 0 0 21
c.t.a.m.GBDT.objective.Loss NaN 0 0 0 0
c.t.a.m.GBDT.objective.L..$LogisticLoss NaN 7 0 0 21
c.t.a.m.GBDT.objective.RegLossObj 0.15 5 6 4 10
c.t.a.m.GBDT.objective.SoftmaxMultiClassObj 0.0333 6 2 4 15
c.t.a.m.GBDT.objective.L..$DirectLogisticLoss 0.0833 4 1 2 6
c.t.a.m.l.psf.LikelihoodParam NaN 1 0 0 0
c.t.a.m.l.psf.LikelihoodFunc NaN 2 0 0 1
c.t.a.m.l.psf.L..$LikelihoodPartParam 0.1667 4 3 3 6
c.t.a.m.l.psf.GetPartFunc NaN 2 0 0 1
c.t.a.m.l.psf.UpdatePartFunc 0.3333 3 3 3 3
c.t.a.m.l.psf.CSRPartUpdateParam 0.1667 3 1 2 3
c.t.a.m.l.psf.GetColumnFunc 0.5 2 1 2 1
c.t.a.m.l.psf.ColumnGetResult NaN 0 0 0 0
c.t.a.m.l.psf.GetColumnParam NaN 1 0 0 0
c.t.a.m.l.psf.PartCSRResult 0.0556 7 7 6 21
c.t.a.m.l.psf.PartColumnResult 0.1667 4 3 3 6
c.t.a.m.l.psf.ResetFunc NaN 1 0 0 0
c.t.a.m.GBDT.psf.HistAggrParam NaN 1 0 0 0
c.t.a.m.GBDT.psf.GBDTGradHistGetRowFunc 0.5 2 1 2 1
c.t.a.m.GBDT.psf.H..$HistPartitionAggrParam 0.0561 8 11 7 28
c.t.a.m.GBDT.psf.GBDTGradHistGetRowResult NaN 1 0 0 0
c.t.a.m.c.u.paramsutils.P..$ NaN 50 0 0 1225
c.t.a.m.c.u.paramsutils.MomentumParams 0.0096 20 20 11 190
c.t.a.m.c.u.paramsutils.JsonUtils NaN 0 0 0 0
c.t.a.m.c.u.paramsutils.LayerParams NaN 3 0 0 3
c.t.a.m.c.u.paramsutils.F..$ NaN 3 0 0 3
c.t.a.m.c.u.paramsutils.FCLayerParams 0.0083 22 23 12 231
c.t.a.m.c.u.paramsutils.D..$ NaN 2 0 0 1
c.t.a.m.c.u.paramsutils.A..$ NaN 3 0 0 3
c.t.a.m.c.u.paramsutils.T..$ NaN 6 0 0 15
c.t.a.m.c.u.paramsutils.H..$ 0.1 5 3 3 10
c.t.a.m.c.u.paramsutils.HuberLossParams 0.0151 14 11 8 91
c.t.a.m.c.u.paramsutils.DataParams NaN 10 0 0 45
c.t.a.m.c.u.paramsutils.L..$ NaN 14 0 0 91
c.t.a.m.c.u.paramsutils.LossLayerParams 0.0118 18 18 10 153
c.t.a.m.c.u.paramsutils.I..$ NaN 3 0 0 3
c.t.a.m.c.u.paramsutils.A..$ NaN 3 0 0 3
c.t.a.m.c.u.paramsutils.F..$ NaN 3 0 0 3
c.t.a.m.c.u.paramsutils.J..$ NaN 3 0 0 3
c.t.a.m.c.u.paramsutils.AdaGradParams 0.0096 20 20 11 190
c.t.a.m.c.u.paramsutils.TrainParams NaN 8 0 0 28
c.t.a.m.c.u.paramsutils.FTRLParams 0.0083 22 23 12 231
c.t.a.m.c.u.paramsutils.T..$ NaN 2 0 0 1
c.t.a.m.c.u.paramsutils.M..$ NaN 2 0 0 1
c.t.a.m.c.u.paramsutils.C..$ NaN 3 0 0 3
c.t.a.m.c.u.paramsutils.O..$ 0.0139 9 1 2 36
c.t.a.m.c.u.paramsutils.LossFuncParams NaN 2 0 0 1
c.t.a.m.c.u.paramsutils.AdamParams 0.0083 22 23 12 231
c.t.a.m.c.u.paramsutils.EmbeddingParams 0.0124 20 26 11 190
c.t.a.m.c.u.paramsutils.ParamKeys NaN 0 0 0 0
c.t.a.m.c.u.paramsutils.M..$ NaN 3 0 0 3
c.t.a.m.c.u.paramsutils.AdaDeltaParams 0.0083 22 23 12 231
c.t.a.m.c.u.paramsutils.DropoutTransFuncParams 0.0139 16 15 9 120
c.t.a.m.c.u.paramsutils.InputLayerParams 0.0129 20 27 11 190
c.t.a.m.c.u.paramsutils.TransFuncParams NaN 2 0 0 1
c.t.a.m.c.u.paramsutils.D..$ NaN 3 0 0 3
c.t.a.m.c.u.paramsutils.L..$ NaN 3 0 0 3
c.t.a.m.c.u.paramsutils.CrossLayerParams 0.0118 18 18 10 153
c.t.a.m.c.u.paramsutils.L..$ NaN 3 0 0 3
c.t.a.m.c.u.paramsutils.E..$ NaN 3 0 0 3
c.t.a.m.c.u.paramsutils.A..$ NaN 3 0 0 3
c.t.a.m.c.u.paramsutils.ModelParams NaN 6 0 0 15
c.t.a.m.c.u.paramsutils.OptParams NaN 5 0 0 10
c.t.a.m.c.u.paramsutils.J..$ 0.0895 9 29 9 36
c.t.a.m.c.u.paramsutils.JoinLayerParams 0.015 18 23 10 153
c.t.a.m.l.a.structures.S2STightTraverseMap 0.0497 13 31 8 78
c.t.a.m.l.a.structures.FTree 0.1667 7 21 6 21
c.t.a.m.l.a.structures.TraverseHashMap NaN 14 0 0 91
c.t.a.m.l.a.structures.I2ITranverseMap 0.0541 13 38 9 78
c.t.a.m.l.a.structures.IntTraverseHashMap NaN 2 0 0 1
c.t.a.m.l.a.structures.ShortTraverseHashMap NaN 2 0 0 1
c.t.a.m.l.a.structures.S2ITraverseMap 0.044 14 32 8 91
c.t.a.m.l.a.structures.S2BTraverseMap 0.0453 14 33 8 91
c.t.a.m.l.a.structures.S2STraverseMap 0.0481 13 30 8 78
c.t.a.m.l.a.structures.S2BTightTraverseMap 0.0453 14 33 8 91
c.t.a.m.c.conf.MLConf NaN 0 0 0 0
c.t.a.m.c.conf.SharedConf 0.0453 28 325 19 378
c.t.a.m.c.conf.M..$ NaN 163 0 0 13203
c.t.a.m.c.conf.S..$ 0.031 31 404 28 465
c.t.a.m.p.compress.QuantifyFloatParam NaN 1 0 0 0
c.t.a.m.p.compress.QuantifyDoubleParam NaN 1 0 0 0
c.t.a.m.p.compress.QuantifyDoubleFunc NaN 1 0 0 0
c.t.a.m.p.compress.Q..$QuantifyDoublePartUParam 0.1 6 9 6 15
c.t.a.m.p.compress.QuantifyFloatFunc NaN 1 0 0 0
c.t.a.m.p.compress.Q..$QuantifyFloatPartParam 0.1 6 9 6 15
c.t.a.m.c.n.layers.LinearLayer NaN 2 0 0 1
c.t.a.m.c.n.layers.LayerMeta NaN 1 0 0 0
c.t.a.m.c.n.layers.T..$ NaN 6 0 0 15
c.t.a.m.c.n.layers.S..$ NaN 5 0 0 10
c.t.a.m.c.n.layers.InputLayerMeta NaN 0 0 0 0
c.t.a.m.c.n.layers.InputLayer NaN 1 0 0 0
c.t.a.m.c.n.layers.LinearLayerMeta NaN 0 0 0 0
c.t.a.m.c.n.layers.JoinLayer NaN 2 0 0 1
c.t.a.m.c.n.layers.STATUS NaN 0 0 0 0
c.t.a.m.c.n.layers.TimeStats 0.0055 14 6 12 91
c.t.a.m.c.n.layers.JoinLayerMeta NaN 0 0 0 0
c.t.a.m.c.n.layers.Layer 0.0177 12 7 6 66
c.t.a.m.c.n.layers.AngelGraph 0.0078 31 87 24 465
c.t.a.m.c.n.layers.PlaceHolder 0.04 11 22 10 55
c.t.a.m.core.TrainTask 0.0357 8 2 2 28
c.t.a.m.core.M..$class NaN 0 0 0 0
c.t.a.m.core.MLLearner NaN 4 0 0 6
c.t.a.m.core.PredictTask NaN 5 0 0 10
c.t.a.m.c.n.l.join.ConcatLayer 0.0198 9 5 7 36
c.t.a.m.c.n.l.join.SumPooling 0.0255 8 5 7 28
c.t.a.m.c.n.l.join.MulPooling 0.0255 8 5 7 28
c.t.a.m.c.n.l.join.DotPooling 0.0148 10 6 9 45
c.t.a.m.c.o.loss.HuberLoss 0.1 5 3 3 10
c.t.a.m.c.o.loss.SoftmaxLoss 0.15 5 6 4 10
c.t.a.m.c.o.loss.CrossEntropyLoss 0.0333 6 2 4 15
c.t.a.m.c.o.loss.LogLoss 0.05 5 2 4 10
c.t.a.m.c.o.loss.HingeLoss 0.05 5 2 4 10
c.t.a.m.c.o.loss.L2Loss 0.0667 5 2 3 10
c.t.a.m.GBDT.a.sketch.HeapQuantileSketch 0.0471 19 129 16 171
c.t.a.m.GBDT.a.sketch.QuantileSketchException NaN 0 0 0 0
c.t.a.m.GBDT.a.sketch.SketchUtils NaN 0 0 0 0
c.t.a.m.GBDT.GBDTPredictTask NaN 2 0 0 1
c.t.a.m.GBDT.G..$ NaN 3 0 0 3
c.t.a.m.GBDT.G..$ 0.0128 13 1 1 78
c.t.a.m.GBDT.GBDTTrainTask 0.0179 8 2 4 28
c.t.a.m.GBDT.GBDTPredictResult 0.0155 17 19 9 136
c.t.a.m.GBDT.GBDTRunner 0.0333 6 1 2 15
c.t.a.m.GBDT.GBDTModel 0.0017 25 2 4 300
c.t.a.m.GBDT.GBDTLearner 0.0536 8 6 4 28
c.t.a.m.c.n.l.verge.SimpleLossLayer 0.0171 13 16 12 78
c.t.a.m.c.n.l.verge.Embedding 0.0079 24 35 16 276
c.t.a.m.c.n.l.verge.SimpleInputLayer 0.0034 31 33 21 465
c.t.a.m.l.algo.BinarySearch NaN 0 0 0 0
c.t.a.m.l.algo.Document NaN 1 0 0 0
c.t.a.m.l.algo.CSRTokens NaN 1 0 0 0
c.t.a.m.l.algo.Sampler 0.0437 9 11 7 36
c.t.a.m.c.utils.SubOneTrans NaN 1 0 0 0
c.t.a.m.c.utils.D..$ NaN 3 0 0 3
c.t.a.m.c.utils.H..$ NaN 2 0 0 1
c.t.a.m.c.utils.D..$ NaN 3 0 0 3
c.t.a.m.c.utils.R..$ 0.5 2 1 2 1
c.t.a.m.c.utils.ReflectionUtils NaN 0 0 0 0
c.t.a.m.c.utils.P..$ NaN 1 0 0 0
c.t.a.m.c.utils.ZeroOneTrans NaN 1 0 0 0
c.t.a.m.c.utils.DenseDataParser 0.0105 22 29 12 231
c.t.a.m.c.utils.N..$ 0.1667 6 15 6 15
c.t.a.m.c.utils.J..$Quantification NaN 0 0 0 0
c.t.a.m.c.utils.P..$ 0.0447 15 61 13 105
c.t.a.m.c.utils.T..$ NaN 2 0 0 1
c.t.a.m.c.utils.DataParser NaN 3 0 0 3
c.t.a.m.c.utils.D..$ NaN 1 0 0 0
c.t.a.m.c.utils.HDFSUtils NaN 0 0 0 0
c.t.a.m.c.utils.Z..$ NaN 1 0 0 0
c.t.a.m.c.utils.JCompressUtils NaN 0 0 0 0
c.t.a.m.c.utils.NetUtils NaN 0 0 0 0
c.t.a.m.c.utils.LibSVMDataParser 0.0108 22 30 12 231
c.t.a.m.c.utils.Maths NaN 0 0 0 0
c.t.a.m.c.utils.AddOneTrans NaN 1 0 0 0
c.t.a.m.c.utils.NoTrans NaN 1 0 0 0
c.t.a.m.c.utils.ValidationUtils 0.25 4 6 4 6
c.t.a.m.c.utils.L..$ NaN 3 0 0 3
c.t.a.m.c.utils.PosNegTrans NaN 1 0 0 0
c.t.a.m.c.utils.DummyDataParser 0.0108 22 30 12 231
c.t.a.m.c.utils.PSMatrixUtils NaN 0 0 0 0
c.t.a.m.c.optimizer.O..$ 0.1667 4 3 3 6
c.t.a.m.c.optimizer.FTRL 0.0238 7 2 4 21
c.t.a.m.c.optimizer.Optimizer 0.0022 22 4 8 231
c.t.a.m.c.optimizer.Adam 0.0238 7 2 4 21
c.t.a.m.c.optimizer.AdaDelta 0.0238 7 2 4 21
c.t.a.m.c.optimizer.AdaGrad 0.0333 6 2 4 15
c.t.a.m.c.optimizer.Momentum 0.0238 7 2 4 21
c.t.a.m.c.optimizer.OptUtils NaN 0 0 0 0
c.t.a.m.c.optimizer.SGD 0.05 5 2 4 10
c.t.a.m.GBDT.a.tree.TSplitValueHelper NaN 0 0 0 0
c.t.a.m.GBDT.a.tree.Tree NaN 0 0 0 0
c.t.a.m.GBDT.a.tree.SplitEntry 0.0747 11 37 9 55
c.t.a.m.GBDT.a.tree.TAvgDisSplit NaN 0 0 0 0
c.t.a.m.GBDT.a.tree.TYahooSketchSplit NaN 0 0 0 0
c.t.a.m.GBDT.a.tree.TNode 0.0076 12 6 12 66
c.t.a.m.lda.L..$S..$ NaN 5 0 0 10
c.t.a.m.lda.L..$Task NaN 1 0 0 0
c.t.a.m.lda.LDAIncTask 0.0123 10 5 9 45
c.t.a.m.lda.LDARunner 0.0536 8 6 4 28
c.t.a.m.lda.LDATrainTask 0.0127 11 7 10 55
c.t.a.m.lda.LDAModel 0.0015 26 4 8 325
c.t.a.m.lda.LDAPredictTask 0.0093 13 8 11 78
c.t.a.m.lda.L..$ NaN 17 0 0 136
c.t.a.m.lda.LDALearner 0.011 36 145 21 630
c.t.a.m.c.kmeans.KMeansTrainTask 0.0109 11 3 5 55
c.t.a.m.c.kmeans.K..$ NaN 4 0 0 6
c.t.a.m.c.kmeans.KMeansModel 0.011 14 9 9 91
c.t.a.m.c.kmeans.KMeansResult 0.0147 17 18 9 136
c.t.a.m.c.kmeans.KMeansLearner 0.0303 12 10 5 66
c.t.a.m.c.kmeans.KMeansPredictTask NaN 2 0 0 1
c.t.a.m.c.kmeans.KMeansRunner 0.05 5 1 2 10
c.t.a.m.c.kmeans.K..$ NaN 5 0 0 10
c.t.a.m.c.kmeans.K..$ NaN 2 0 0 1
c.t.a.m.c.n.transfunc.Softmax 0.5 2 1 2 1
c.t.a.m.c.n.transfunc.Dropout 0.5 2 1 2 1
c.t.a.m.c.n.transfunc.Tanh NaN 2 0 0 1
c.t.a.m.c.n.transfunc.Sigmoid NaN 2 0 0 1
c.t.a.m.c.n.transfunc.TanhWithDropout NaN 2 0 0 1
c.t.a.m.c.n.transfunc.SigmoidWithDropout NaN 2 0 0 1
c.t.a.m.c.n.transfunc.Identity NaN 2 0 0 1
c.t.a.m.c.n.transfunc.Relu NaN 2 0 0 1
c.t.a.m.c.graphsubmit.GraphPredictTask NaN 2 0 0 1
c.t.a.m.c.graphsubmit.GraphRunner 0.0333 6 1 2 15
c.t.a.m.c.graphsubmit.GraphTrainTask 0.0101 12 2 3 66
c.t.a.m.c.graphsubmit.G..$ 0.1667 4 1 1 6
c.t.a.m.c.graphsubmit.G..$ NaN 3 0 0 3
c.t.a.m.c.graphsubmit.GraphPredictResult 0.015 18 23 10 153
c.t.a.m.c.graphsubmit.S..$ NaN 3 0 0 3
c.t.a.m.c.graphsubmit.GraphLearner 0.011 14 3 3 91
c.t.a.m.c.graphsubmit.SoftmaxPredictResult 0.0129 20 27 11 190
c.t.a.m.c.graphsubmit.GraphModel 0.0181 15 19 10 105
c.t.a.m.classification.ProductNeuralNetwork NaN 3 0 0 3
c.t.a.m.classification.N..$ NaN 1 0 0 0
c.t.a.m.classification.S..$ NaN 1 0 0 0
c.t.a.m.classification.W..$ NaN 1 0 0 0
c.t.a.m.classification.L..$ NaN 1 0 0 0
c.t.a.m.classification.D..$ NaN 1 0 0 0
c.t.a.m.classification.P..$ NaN 1 0 0 0
c.t.a.m.classification.LogisticRegression NaN 4 0 0 6
c.t.a.m.classification.WideAndDeep NaN 2 0 0 1
c.t.a.m.classification.FactorizationMachines NaN 6 0 0 15
c.t.a.m.classification.S..$ NaN 1 0 0 0
c.t.a.m.classification.DeepFM NaN 2 0 0 1
c.t.a.m.classification.F..$ NaN 1 0 0 0
c.t.a.m.classification.NeuralFactorizationMachines NaN 3 0 0 3
c.t.a.m.classification.SoftmaxRegression NaN 5 0 0 10
c.t.a.m.classification.M..$ NaN 1 0 0 0
c.t.a.m.classification.SupportVectorMachine NaN 4 0 0 6
c.t.a.m.classification.MixedLogisticRegression NaN 5 0 0 10
c.t.a.m.GBDT.algo.FeatureMeta 0.1111 4 2 3 6
c.t.a.m.GBDT.algo.AfterSplitThread NaN 1 0 0 0
c.t.a.m.GBDT.algo.HistCalThread NaN 1 0 0 0
c.t.a.m.GBDT.algo.GBDTController 0.0216 27 205 27 351
c.t.a.m.GBDT.algo.HistSubThread NaN 1 0 0 0
c.t.a.m.GBDT.algo.GradHistThread NaN 1 0 0 0
c.t.a.m.p.columns.GetColsParam NaN 1 0 0 0
c.t.a.m.p.columns.PartitionGetColsResult 0.3333 3 3 3 3
c.t.a.m.p.columns.UpdateColsFunc NaN 1 0 0 0
c.t.a.m.p.columns.PartitionGetColsParam 0.3333 3 3 3 3
c.t.a.m.p.columns.GetColsResult NaN 0 0 0 0
c.t.a.m.p.columns.GetColsFunc 0.5 2 1 2 1
c.t.a.m.p.columns.PartitionUpdateColsParam 0.5 2 1 2 1
c.t.a.m.p.columns.UpdateColsParam NaN 1 0 0 0
c.t.a.m.GBDT.a.RegTree.RegTree NaN 4 0 0 6
c.t.a.m.GBDT.a.RegTree.GradPair 0.0833 4 2 4 6
c.t.a.m.GBDT.a.RegTree.GradStats 0.041 15 43 10 105
c.t.a.m.GBDT.a.RegTree.RegTNodeStat 0.1667 4 1 1 6
c.t.a.m.GBDT.a.RegTree.GradHistHelper 0.25 4 6 4 6
c.t.a.m.GBDT.a.RegTree.RegTDataStore 0.011 17 24 16 136
c.t.a.m.c.n.l.linear.BiInteractionCross 0.0179 8 3 6 28
c.t.a.m.c.n.l.linear.BiInnerCross 0.0222 10 8 8 45
c.t.a.m.c.n.l.linear.FCLayer 0.002 33 27 25 528
c.t.a.m.c.n.l.linear.BiOutterCross 0.0179 8 3 6 28
c.t.a.m.c.n.l.linear.BiInnerSumCross 0.0273 11 12 8 55
c.t.a.m.c.o.decayer.S..$class NaN 0 0 0 0
c.t.a.m.c.o.decayer.ConstantLearningRate 0.05 5 2 4 10
c.t.a.m.c.o.decayer.CorrectionDecay 0.05 5 2 4 10
c.t.a.m.c.o.decayer.StandardDecay 0.05 5 2 4 10
c.t.a.m.c.o.decayer.WarmRestarts 0.0111 10 5 10 45
c.t.a.m.c.o.decayer.S..$ NaN 1 0 0 0
c.t.a.m.GBDT.param.TreeParam NaN 1 0 0 0
c.t.a.m.GBDT.param.GBDTParam 0.5 2 1 2 1
c.t.a.m.GBDT.param.RegTParam 0.0571 7 6 5 21
c.t.a.m.p.optimizer.AdaDeltaUpdateFunc NaN 1 0 0 0
c.t.a.m.p.optimizer.PGDUpdateFunc NaN 1 0 0 0
c.t.a.m.p.optimizer.AdaGradUpdateFunc NaN 1 0 0 0
c.t.a.m.p.optimizer.MomentumUpdateFunc NaN 1 0 0 0
c.t.a.m.p.optimizer.FTRLUpdateFunc NaN 1 0 0 0
c.t.a.m.p.optimizer.AdamUpdateFunc NaN 1 0 0 0
c.t.a.m.p.optimizer.OptMMUpdateFunc NaN 1 0 0 0
c.t.a.m.regression.LinearRegression NaN 2 0 0 1
c.t.a.m.regression.RobustRegression NaN 2 0 0 1
c.t.a.m.regression.R..$ NaN 1 0 0 0
c.t.a.m.regression.L..$ NaN 1 0 0 0

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