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MMAC

Min: 0.0008, max: 0.5333, yellow zone: [0.4000 .. 0.6000].

Elements: 120, μ: 0.1245, σ: 0.1415, Var: 0.0200, defects: 17%.

Packages: 32, classes: 281.

Green: 110, yellow: 8, red: 163.

Class MMAC k l
c.t.a.m.GBDT.metric.ErrorEvalMetric 0.3333 3 1
c.t.a.m.GBDT.metric.LogErrorMetric 0.3333 3 1
c.t.a.m.GBDT.metric.RMSEMetric 0.3333 3 1
c.t.a.m.GBDT.metric.MAEMetric 0.3333 3 1
c.t.a.m.GBDT.metric.MultiErrorMetric 0.5 4 1
c.t.a.m.GBDT.metric.LogLossMetric 0.3333 3 1
c.t.a.m.GBDT.objective.L..$BinaryLogisticLoss NaN 1 0
c.t.a.m.GBDT.objective.L..$LinearSquareLoss 0.4762 7 1
c.t.a.m.GBDT.objective.Loss NaN 0 0
c.t.a.m.GBDT.objective.L..$LogisticLoss 0.4762 7 1
c.t.a.m.GBDT.objective.RegLossObj 0.2 5 3
c.t.a.m.GBDT.objective.SoftmaxMultiClassObj 0.1667 6 4
c.t.a.m.GBDT.objective.L..$DirectLogisticLoss 0.5 4 1
c.t.a.m.l.psf.LikelihoodParam NaN 1 0
c.t.a.m.l.psf.LikelihoodFunc 0 2 2
c.t.a.m.l.psf.L..$LikelihoodPartParam 0.1667 4 1
c.t.a.m.l.psf.GetPartFunc 0 2 2
c.t.a.m.l.psf.UpdatePartFunc 0.25 3 4
c.t.a.m.l.psf.CSRPartUpdateParam 0.3333 3 1
c.t.a.m.l.psf.GetColumnFunc 0 2 2
c.t.a.m.l.psf.ColumnGetResult NaN 0 0
c.t.a.m.l.psf.GetColumnParam NaN 1 0
c.t.a.m.l.psf.PartCSRResult 0.1111 7 3
c.t.a.m.l.psf.PartColumnResult 0.0833 4 2
c.t.a.m.l.psf.ResetFunc NaN 1 1
c.t.a.m.GBDT.psf.HistAggrParam NaN 1 0
c.t.a.m.GBDT.psf.GBDTGradHistGetRowFunc 0 2 2
c.t.a.m.GBDT.psf.H..$HistPartitionAggrParam 0.0357 8 1
c.t.a.m.GBDT.psf.GBDTGradHistGetRowResult NaN 1 0
c.t.a.m.c.u.paramsutils.P..$ NaN 50 0
c.t.a.m.c.u.paramsutils.MomentumParams 0.0013 20 4
c.t.a.m.c.u.paramsutils.JsonUtils NaN 0 0
c.t.a.m.c.u.paramsutils.LayerParams 0 3 3
c.t.a.m.c.u.paramsutils.F..$ 0 3 5
c.t.a.m.c.u.paramsutils.FCLayerParams 0.0011 22 8
c.t.a.m.c.u.paramsutils.D..$ 0 2 1
c.t.a.m.c.u.paramsutils.A..$ 0 3 3
c.t.a.m.c.u.paramsutils.T..$ 0 6 2
c.t.a.m.c.u.paramsutils.H..$ 0 5 3
c.t.a.m.c.u.paramsutils.HuberLossParams 0.0027 14 4
c.t.a.m.c.u.paramsutils.DataParams 0 10 1
c.t.a.m.c.u.paramsutils.L..$ 0 14 2
c.t.a.m.c.u.paramsutils.LossLayerParams 0.0009 18 7
c.t.a.m.c.u.paramsutils.I..$ 0 3 5
c.t.a.m.c.u.paramsutils.A..$ 0 3 3
c.t.a.m.c.u.paramsutils.F..$ 0 3 3
c.t.a.m.c.u.paramsutils.J..$ 0 3 3
c.t.a.m.c.u.paramsutils.AdaGradParams 0.0013 20 4
c.t.a.m.c.u.paramsutils.TrainParams 0 8 1
c.t.a.m.c.u.paramsutils.FTRLParams 0.0011 22 4
c.t.a.m.c.u.paramsutils.T..$ 0 2 1
c.t.a.m.c.u.paramsutils.M..$ 0 2 1
c.t.a.m.c.u.paramsutils.C..$ 0 3 3
c.t.a.m.c.u.paramsutils.O..$ 0 9 2
c.t.a.m.c.u.paramsutils.LossFuncParams NaN 2 0
c.t.a.m.c.u.paramsutils.AdamParams 0.0011 22 4
c.t.a.m.c.u.paramsutils.EmbeddingParams 0.0015 20 7
c.t.a.m.c.u.paramsutils.ParamKeys NaN 0 0
c.t.a.m.c.u.paramsutils.M..$ 0 3 3
c.t.a.m.c.u.paramsutils.AdaDeltaParams 0.0011 22 4
c.t.a.m.c.u.paramsutils.DropoutTransFuncParams 0.0021 16 4
c.t.a.m.c.u.paramsutils.InputLayerParams 0.0013 20 8
c.t.a.m.c.u.paramsutils.TransFuncParams NaN 2 0
c.t.a.m.c.u.paramsutils.D..$ 0 3 3
c.t.a.m.c.u.paramsutils.L..$ 0 3 2
c.t.a.m.c.u.paramsutils.CrossLayerParams 0.0009 18 7
c.t.a.m.c.u.paramsutils.L..$ 0 3 3
c.t.a.m.c.u.paramsutils.E..$ 0 3 4
c.t.a.m.c.u.paramsutils.A..$ 0 3 3
c.t.a.m.c.u.paramsutils.ModelParams 0 6 1
c.t.a.m.c.u.paramsutils.OptParams NaN 5 0
c.t.a.m.c.u.paramsutils.J..$ 0.2222 9 4
c.t.a.m.c.u.paramsutils.JoinLayerParams 0.0022 18 6
c.t.a.m.l.a.structures.S2STightTraverseMap 0.1731 13 2
c.t.a.m.l.a.structures.FTree 0.2143 7 2
c.t.a.m.l.a.structures.TraverseHashMap 0.1484 14 2
c.t.a.m.l.a.structures.I2ITranverseMap 0.1731 13 2
c.t.a.m.l.a.structures.IntTraverseHashMap 0 2 1
c.t.a.m.l.a.structures.ShortTraverseHashMap 0 2 1
c.t.a.m.l.a.structures.S2ITraverseMap 0.2088 14 2
c.t.a.m.l.a.structures.S2BTraverseMap 0.1136 14 3
c.t.a.m.l.a.structures.S2STraverseMap 0.1731 13 2
c.t.a.m.l.a.structures.S2BTightTraverseMap 0.1136 14 3
c.t.a.m.c.conf.MLConf NaN 0 0
c.t.a.m.c.conf.SharedConf 0.0929 28 8
c.t.a.m.c.conf.M..$ NaN 163 0
c.t.a.m.c.conf.S..$ 0.0011 31 2
c.t.a.m.p.compress.QuantifyFloatParam NaN 1 0
c.t.a.m.p.compress.QuantifyDoubleParam NaN 1 0
c.t.a.m.p.compress.QuantifyDoubleFunc NaN 1 1
c.t.a.m.p.compress.Q..$QuantifyDoublePartUParam 0.0667 6 1
c.t.a.m.p.compress.QuantifyFloatFunc NaN 1 1
c.t.a.m.p.compress.Q..$QuantifyFloatPartParam 0.0667 6 1
c.t.a.m.c.n.layers.LinearLayer NaN 2 0
c.t.a.m.c.n.layers.LayerMeta NaN 1 0
c.t.a.m.c.n.layers.T..$ NaN 6 0
c.t.a.m.c.n.layers.S..$ NaN 5 0
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 0 2 1
c.t.a.m.c.n.layers.STATUS NaN 0 0
c.t.a.m.c.n.layers.TimeStats 0.1648 14 1
c.t.a.m.c.n.layers.JoinLayerMeta NaN 0 0
c.t.a.m.c.n.layers.Layer 0.0076 12 2
c.t.a.m.c.n.layers.AngelGraph 0.002 31 12
c.t.a.m.c.n.layers.PlaceHolder 0 11 2
c.t.a.m.core.TrainTask 0.0357 8 4
c.t.a.m.core.M..$class NaN 0 0
c.t.a.m.core.MLLearner 0 4 1
c.t.a.m.core.PredictTask 0.1 5 3
c.t.a.m.c.n.l.join.ConcatLayer 0.0139 9 2
c.t.a.m.c.n.l.join.SumPooling 0.0179 8 2
c.t.a.m.c.n.l.join.MulPooling 0.0179 8 2
c.t.a.m.c.n.l.join.DotPooling 0.0333 10 2
c.t.a.m.c.o.loss.HuberLoss 0.2 5 3
c.t.a.m.c.o.loss.SoftmaxLoss 0.2 5 3
c.t.a.m.c.o.loss.CrossEntropyLoss 0.1333 6 3
c.t.a.m.c.o.loss.LogLoss 0.2 5 3
c.t.a.m.c.o.loss.HingeLoss 0.2 5 3
c.t.a.m.c.o.loss.L2Loss 0.2 5 3
c.t.a.m.GBDT.a.sketch.HeapQuantileSketch 0.007 19 5
c.t.a.m.GBDT.a.sketch.QuantileSketchException NaN 0 0
c.t.a.m.GBDT.a.sketch.SketchUtils NaN 0 0
c.t.a.m.GBDT.GBDTPredictTask 0 2 3
c.t.a.m.GBDT.G..$ 0 3 3
c.t.a.m.GBDT.G..$ 0.0064 13 2
c.t.a.m.GBDT.GBDTTrainTask 0.0089 8 4
c.t.a.m.GBDT.GBDTPredictResult 0.0018 17 4
c.t.a.m.GBDT.GBDTRunner 0.2667 6 3
c.t.a.m.GBDT.GBDTModel 0 25 3
c.t.a.m.GBDT.GBDTLearner 0.0119 8 3
c.t.a.m.c.n.l.verge.SimpleLossLayer 0.0064 13 2
c.t.a.m.c.n.l.verge.Embedding 0.0023 24 8
c.t.a.m.c.n.l.verge.SimpleInputLayer 0.0039 31 5
c.t.a.m.l.algo.BinarySearch NaN 0 0
c.t.a.m.l.algo.Document NaN 1 0
c.t.a.m.l.algo.CSRTokens NaN 1 2
c.t.a.m.l.algo.Sampler 0.1204 9 6
c.t.a.m.c.utils.SubOneTrans NaN 1 1
c.t.a.m.c.utils.D..$ 0 3 6
c.t.a.m.c.utils.H..$ 0 2 2
c.t.a.m.c.utils.D..$ 0 3 6
c.t.a.m.c.utils.R..$ 0.5 2 2
c.t.a.m.c.utils.ReflectionUtils NaN 0 0
c.t.a.m.c.utils.P..$ NaN 1 0
c.t.a.m.c.utils.ZeroOneTrans NaN 1 1
c.t.a.m.c.utils.DenseDataParser 0.0022 22 6
c.t.a.m.c.utils.N..$ 0.5333 6 2
c.t.a.m.c.utils.J..$Quantification NaN 0 0
c.t.a.m.c.utils.P..$ 0.1048 15 8
c.t.a.m.c.utils.T..$ 0 2 2
c.t.a.m.c.utils.DataParser 0.1111 3 3
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 0
c.t.a.m.c.utils.JCompressUtils NaN 0 0
c.t.a.m.c.utils.NetUtils NaN 0 0
c.t.a.m.c.utils.LibSVMDataParser 0.0012 22 7
c.t.a.m.c.utils.Maths NaN 0 0
c.t.a.m.c.utils.AddOneTrans NaN 1 1
c.t.a.m.c.utils.NoTrans NaN 1 1
c.t.a.m.c.utils.ValidationUtils 0.5 4 1
c.t.a.m.c.utils.L..$ 0 3 6
c.t.a.m.c.utils.PosNegTrans NaN 1 1
c.t.a.m.c.utils.DummyDataParser 0.0012 22 7
c.t.a.m.c.utils.PSMatrixUtils NaN 0 0
c.t.a.m.c.optimizer.O..$ 0.0417 4 4
c.t.a.m.c.optimizer.FTRL 0.1429 7 1
c.t.a.m.c.optimizer.Optimizer 0.0736 22 2
c.t.a.m.c.optimizer.Adam 0.1429 7 1
c.t.a.m.c.optimizer.AdaDelta 0.1429 7 1
c.t.a.m.c.optimizer.AdaGrad 0.2 6 1
c.t.a.m.c.optimizer.Momentum 0.1429 7 1
c.t.a.m.c.optimizer.OptUtils NaN 0 0
c.t.a.m.c.optimizer.SGD 0.3 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 0.0727 11 4
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 0.0455 12 2
c.t.a.m.lda.L..$S..$ NaN 5 0
c.t.a.m.lda.L..$Task NaN 1 0
c.t.a.m.lda.LDAIncTask 0.0089 10 5
c.t.a.m.lda.LDARunner 0.2738 8 3
c.t.a.m.lda.LDATrainTask 0.0061 11 6
c.t.a.m.lda.LDAModel 0.0008 26 4
c.t.a.m.lda.LDAPredictTask 0.0043 13 6
c.t.a.m.lda.L..$ NaN 17 0
c.t.a.m.lda.LDALearner 0.0054 36 8
c.t.a.m.c.kmeans.KMeansTrainTask 0.0036 11 5
c.t.a.m.c.kmeans.K..$ NaN 4 0
c.t.a.m.c.kmeans.KMeansModel 0 14 5
c.t.a.m.c.kmeans.KMeansResult 0.0018 17 4
c.t.a.m.c.kmeans.KMeansLearner 0.0394 12 5
c.t.a.m.c.kmeans.KMeansPredictTask 0 2 3
c.t.a.m.c.kmeans.KMeansRunner 0.4 5 3
c.t.a.m.c.kmeans.K..$ 0 5 3
c.t.a.m.c.kmeans.K..$ NaN 2 0
c.t.a.m.c.n.transfunc.Softmax 1 2 1
c.t.a.m.c.n.transfunc.Dropout 1 2 1
c.t.a.m.c.n.transfunc.Tanh 1 2 1
c.t.a.m.c.n.transfunc.Sigmoid 1 2 1
c.t.a.m.c.n.transfunc.TanhWithDropout 1 2 1
c.t.a.m.c.n.transfunc.SigmoidWithDropout 1 2 1
c.t.a.m.c.n.transfunc.Identity 1 2 1
c.t.a.m.c.n.transfunc.Relu 1 2 1
c.t.a.m.c.graphsubmit.GraphPredictTask 0 2 3
c.t.a.m.c.graphsubmit.GraphRunner 0.2667 6 3
c.t.a.m.c.graphsubmit.GraphTrainTask 0.0038 12 4
c.t.a.m.c.graphsubmit.G..$ 0.1111 4 3
c.t.a.m.c.graphsubmit.G..$ 0 3 3
c.t.a.m.c.graphsubmit.GraphPredictResult 0.0016 18 4
c.t.a.m.c.graphsubmit.S..$ 0 3 3
c.t.a.m.c.graphsubmit.GraphLearner 0.0165 14 4
c.t.a.m.c.graphsubmit.SoftmaxPredictResult 0.0013 20 4
c.t.a.m.c.graphsubmit.GraphModel 0.0076 15 5
c.t.a.m.classification.ProductNeuralNetwork NaN 3 0
c.t.a.m.classification.N..$ NaN 1 0
c.t.a.m.classification.S..$ NaN 1 0
c.t.a.m.classification.W..$ NaN 1 0
c.t.a.m.classification.L..$ NaN 1 0
c.t.a.m.classification.D..$ NaN 1 0
c.t.a.m.classification.P..$ NaN 1 0
c.t.a.m.classification.LogisticRegression NaN 4 0
c.t.a.m.classification.WideAndDeep NaN 2 0
c.t.a.m.classification.FactorizationMachines NaN 6 0
c.t.a.m.classification.S..$ NaN 1 0
c.t.a.m.classification.DeepFM NaN 2 0
c.t.a.m.classification.F..$ NaN 1 0
c.t.a.m.classification.NeuralFactorizationMachines NaN 3 0
c.t.a.m.classification.SoftmaxRegression NaN 5 0
c.t.a.m.classification.M..$ NaN 1 0
c.t.a.m.classification.SupportVectorMachine NaN 4 0
c.t.a.m.classification.MixedLogisticRegression NaN 5 0
c.t.a.m.GBDT.algo.FeatureMeta 0.25 4 2
c.t.a.m.GBDT.algo.AfterSplitThread NaN 1 0
c.t.a.m.GBDT.algo.HistCalThread NaN 1 0
c.t.a.m.GBDT.algo.GBDTController 0.0052 27 6
c.t.a.m.GBDT.algo.HistSubThread NaN 1 0
c.t.a.m.GBDT.algo.GradHistThread NaN 1 0
c.t.a.m.p.columns.GetColsParam NaN 1 0
c.t.a.m.p.columns.PartitionGetColsResult 0.3333 3 1
c.t.a.m.p.columns.UpdateColsFunc NaN 1 1
c.t.a.m.p.columns.PartitionGetColsParam 0.3333 3 1
c.t.a.m.p.columns.GetColsResult NaN 0 0
c.t.a.m.p.columns.GetColsFunc 0 2 2
c.t.a.m.p.columns.PartitionUpdateColsParam 1 2 1
c.t.a.m.p.columns.UpdateColsParam NaN 1 0
c.t.a.m.GBDT.a.RegTree.RegTree 0.1667 4 2
c.t.a.m.GBDT.a.RegTree.GradPair 0.1667 4 1
c.t.a.m.GBDT.a.RegTree.GradStats 0.0204 15 7
c.t.a.m.GBDT.a.RegTree.RegTNodeStat 0.0556 4 3
c.t.a.m.GBDT.a.RegTree.GradHistHelper 0.2222 4 3
c.t.a.m.GBDT.a.RegTree.RegTDataStore 0.0838 17 5
c.t.a.m.c.n.l.linear.BiInteractionCross 0.0357 8 1
c.t.a.m.c.n.l.linear.BiInnerCross 0.0111 10 4
c.t.a.m.c.n.l.linear.FCLayer 0.0068 33 5
c.t.a.m.c.n.l.linear.BiOutterCross 0.0357 8 1
c.t.a.m.c.n.l.linear.BiInnerSumCross 0.0061 11 3
c.t.a.m.c.o.decayer.S..$class NaN 0 0
c.t.a.m.c.o.decayer.ConstantLearningRate 0 5 1
c.t.a.m.c.o.decayer.CorrectionDecay 0 5 1
c.t.a.m.c.o.decayer.StandardDecay 0 5 1
c.t.a.m.c.o.decayer.WarmRestarts 0.0222 10 2
c.t.a.m.c.o.decayer.S..$ NaN 1 2
c.t.a.m.GBDT.param.TreeParam NaN 1 0
c.t.a.m.GBDT.param.GBDTParam NaN 2 0
c.t.a.m.GBDT.param.RegTParam 0.2619 7 2
c.t.a.m.p.optimizer.AdaDeltaUpdateFunc NaN 1 3
c.t.a.m.p.optimizer.PGDUpdateFunc NaN 1 3
c.t.a.m.p.optimizer.AdaGradUpdateFunc NaN 1 3
c.t.a.m.p.optimizer.MomentumUpdateFunc NaN 1 3
c.t.a.m.p.optimizer.FTRLUpdateFunc NaN 1 3
c.t.a.m.p.optimizer.AdamUpdateFunc NaN 1 3
c.t.a.m.p.optimizer.OptMMUpdateFunc NaN 1 1
c.t.a.m.regression.LinearRegression NaN 2 0
c.t.a.m.regression.RobustRegression NaN 2 0
c.t.a.m.regression.R..$ NaN 1 0
c.t.a.m.regression.L..$ NaN 1 0

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