Path	Lines of Code
flink-ml-lib/src/main/java/org/apache/flink/ml/Functions.java	64
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/knn/Knn.java	106
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/knn/KnnModel.java	155
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/knn/KnnModelData.java	84
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/knn/KnnModelParams.java	16
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/knn/KnnParams.java	3
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/linearsvc/LinearSVC.java	92
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/linearsvc/LinearSVCModel.java	129
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/linearsvc/LinearSVCModelData.java	67
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/linearsvc/LinearSVCModelParams.java	23
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/linearsvc/LinearSVCParams.java	19
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/logisticregression/LogisticRegression.java	103
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/logisticregression/LogisticRegressionModel.java	125
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/logisticregression/LogisticRegressionModelDataUtil.java	95
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/logisticregression/LogisticRegressionParams.java	21
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/logisticregression/OnlineLogisticRegression.java	357
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/logisticregression/OnlineLogisticRegressionModel.java	156
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/logisticregression/OnlineLogisticRegressionModelParams.java	23
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/logisticregression/OnlineLogisticRegressionParams.java	35
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/naivebayes/NaiveBayes.java	262
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/naivebayes/NaiveBayesModel.java	141
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/naivebayes/NaiveBayesModelData.java	122
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/naivebayes/NaiveBayesModelParams.java	20
flink-ml-lib/src/main/java/org/apache/flink/ml/classification/naivebayes/NaiveBayesParams.java	16
flink-ml-lib/src/main/java/org/apache/flink/ml/clustering/agglomerativeclustering/AgglomerativeClustering.java	376
flink-ml-lib/src/main/java/org/apache/flink/ml/clustering/agglomerativeclustering/AgglomerativeClusteringParams.java	62
flink-ml-lib/src/main/java/org/apache/flink/ml/clustering/kmeans/KMeans.java	257
flink-ml-lib/src/main/java/org/apache/flink/ml/clustering/kmeans/KMeansModel.java	125
flink-ml-lib/src/main/java/org/apache/flink/ml/clustering/kmeans/KMeansModelData.java	127
flink-ml-lib/src/main/java/org/apache/flink/ml/clustering/kmeans/KMeansModelParams.java	19
flink-ml-lib/src/main/java/org/apache/flink/ml/clustering/kmeans/KMeansParams.java	21
flink-ml-lib/src/main/java/org/apache/flink/ml/clustering/kmeans/OnlineKMeans.java	244
flink-ml-lib/src/main/java/org/apache/flink/ml/clustering/kmeans/OnlineKMeansModel.java	147
flink-ml-lib/src/main/java/org/apache/flink/ml/clustering/kmeans/OnlineKMeansParams.java	11
flink-ml-lib/src/main/java/org/apache/flink/ml/common/lossfunc/BinaryLogisticLoss.java	26
flink-ml-lib/src/main/java/org/apache/flink/ml/common/lossfunc/HingeLoss.java	30
flink-ml-lib/src/main/java/org/apache/flink/ml/common/lossfunc/LeastSquareLoss.java	26
flink-ml-lib/src/main/java/org/apache/flink/ml/common/lossfunc/LossFunc.java	11
flink-ml-lib/src/main/java/org/apache/flink/ml/common/optimizer/Optimizer.java	13
flink-ml-lib/src/main/java/org/apache/flink/ml/common/optimizer/RegularizationUtils.java	48
flink-ml-lib/src/main/java/org/apache/flink/ml/common/optimizer/SGD.java	290
flink-ml-lib/src/main/java/org/apache/flink/ml/common/param/HasWindows.java	21
flink-ml-lib/src/main/java/org/apache/flink/ml/common/typeinfo/PriorityQueueSerializer.java	145
flink-ml-lib/src/main/java/org/apache/flink/ml/common/typeinfo/PriorityQueueTypeInfo.java	73
flink-ml-lib/src/main/java/org/apache/flink/ml/common/typeinfo/QuantileSummaryTypeInfoFactory.java	28
flink-ml-lib/src/main/java/org/apache/flink/ml/common/util/QuantileSummary.java	285
flink-ml-lib/src/main/java/org/apache/flink/ml/common/util/VectorUtils.java	35
flink-ml-lib/src/main/java/org/apache/flink/ml/evaluation/binaryclassification/BinaryClassificationEvaluator.java	590
flink-ml-lib/src/main/java/org/apache/flink/ml/evaluation/binaryclassification/BinaryClassificationEvaluatorParams.java	26
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/binarizer/Binarizer.java	122
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/binarizer/BinarizerParams.java	23
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/bucketizer/Bucketizer.java	123
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/bucketizer/BucketizerParams.java	41
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/countvectorizer/CountVectorizer.java	172
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/countvectorizer/CountVectorizerModel.java	147
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/countvectorizer/CountVectorizerModelData.java	65
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/countvectorizer/CountVectorizerModelParams.java	37
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/countvectorizer/CountVectorizerParams.java	53
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/dct/DCT.java	88
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/dct/DCTParams.java	18
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/elementwiseproduct/ElementwiseProduct.java	86
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/elementwiseproduct/ElementwiseProductParams.java	22
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/featurehasher/FeatureHasher.java	149
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/featurehasher/FeatureHasherParams.java	7
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/hashingtf/HashingTF.java	147
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/hashingtf/HashingTFParams.java	19
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/idf/IDF.java	119
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/idf/IDFModel.java	110
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/idf/IDFModelData.java	77
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/idf/IDFModelParams.java	4
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/idf/IDFParams.java	18
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/imputer/Imputer.java	278
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/imputer/ImputerModel.java	130
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/imputer/ImputerModelData.java	79
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/imputer/ImputerModelParams.java	18
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/imputer/ImputerParams.java	22
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/interaction/Interaction.java	143
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/interaction/InteractionParams.java	4
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/kbinsdiscretizer/KBinsDiscretizer.java	286
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/kbinsdiscretizer/KBinsDiscretizerModel.java	123
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/kbinsdiscretizer/KBinsDiscretizerModelData.java	77
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/kbinsdiscretizer/KBinsDiscretizerModelParams.java	4
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/kbinsdiscretizer/KBinsDiscretizerParams.java	42
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/lsh/LSH.java	55
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/lsh/LSHModel.java	366
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/lsh/LSHModelData.java	7
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/lsh/LSHModelParams.java	4
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/lsh/LSHParams.java	26
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/lsh/MinHashLSH.java	27
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/lsh/MinHashLSHModel.java	30
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/lsh/MinHashLSHModelData.java	141
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/lsh/MinHashLSHParams.java	3
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/maxabsscaler/MaxAbsScaler.java	131
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/maxabsscaler/MaxAbsScalerModel.java	118
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/maxabsscaler/MaxAbsScalerModelData.java	68
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/maxabsscaler/MaxAbsScalerParams.java	4
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/minmaxscaler/MinMaxScaler.java	151
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/minmaxscaler/MinMaxScalerModel.java	137
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/minmaxscaler/MinMaxScalerModelData.java	75
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/minmaxscaler/MinMaxScalerParams.java	32
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/ngram/NGram.java	59
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/ngram/NGramParams.java	16
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/normalizer/Normalizer.java	71
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/normalizer/NormalizerParams.java	15
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/onehotencoder/OneHotEncoder.java	170
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/onehotencoder/OneHotEncoderModel.java	145
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/onehotencoder/OneHotEncoderModelData.java	68
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/onehotencoder/OneHotEncoderParams.java	17
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/polynomialexpansion/PolynomialExpansion.java	217
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/polynomialexpansion/PolynomialExpansionParams.java	17
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/randomsplitter/RandomSplitter.java	107
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/randomsplitter/RandomSplitterParams.java	32
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/regextokenizer/RegexTokenizer.java	81
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/regextokenizer/RegexTokenizerParams.java	42
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/robustscaler/RobustScaler.java	129
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/robustscaler/RobustScalerModel.java	140
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/robustscaler/RobustScalerModelData.java	76
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/robustscaler/RobustScalerModelParams.java	26
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/robustscaler/RobustScalerParams.java	31
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/sqltransformer/SQLTransformer.java	125
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/sqltransformer/SQLTransformerParams.java	22
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/standardscaler/OnlineStandardScaler.java	170
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/standardscaler/OnlineStandardScalerModel.java	253
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/standardscaler/OnlineStandardScalerModelParams.java	5
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/standardscaler/OnlineStandardScalerParams.java	4
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/standardscaler/StandardScaler.java	231
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/standardscaler/StandardScalerModel.java	135
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/standardscaler/StandardScalerModelData.java	96
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/standardscaler/StandardScalerParams.java	24
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/stopwordsremover/StopWordsRemover.java	106
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/stopwordsremover/StopWordsRemoverParams.java	48
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/stopwordsremover/StopWordsRemoverUtils.java	66
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/stringindexer/IndexToStringModel.java	121
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/stringindexer/IndexToStringModelParams.java	4
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/stringindexer/StringIndexer.java	219
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/stringindexer/StringIndexerModel.java	161
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/stringindexer/StringIndexerModelData.java	76
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/stringindexer/StringIndexerModelParams.java	6
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/stringindexer/StringIndexerParams.java	42
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/tokenizer/Tokenizer.java	45
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/tokenizer/TokenizerParams.java	4
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/univariatefeatureselector/UnivariateFeatureSelector.java	227
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/univariatefeatureselector/UnivariateFeatureSelectorModel.java	123
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/univariatefeatureselector/UnivariateFeatureSelectorModelData.java	67
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/univariatefeatureselector/UnivariateFeatureSelectorModelParams.java	5
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/univariatefeatureselector/UnivariateFeatureSelectorParams.java	67
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/variancethresholdselector/VarianceThresholdSelector.java	134
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/variancethresholdselector/VarianceThresholdSelectorModel.java	127
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/variancethresholdselector/VarianceThresholdSelectorModelData.java	75
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/variancethresholdselector/VarianceThresholdSelectorModelParams.java	4
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/variancethresholdselector/VarianceThresholdSelectorParams.java	19
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/vectorassembler/VectorAssembler.java	214
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/vectorassembler/VectorAssemblerParams.java	35
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/vectorindexer/VectorIndexer.java	207
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/vectorindexer/VectorIndexerModel.java	146
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/vectorindexer/VectorIndexerModelData.java	90
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/vectorindexer/VectorIndexerModelParams.java	6
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/vectorindexer/VectorIndexerParams.java	19
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/vectorslicer/VectorSlicer.java	107
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/vectorslicer/VectorSlicerParams.java	40
flink-ml-lib/src/main/java/org/apache/flink/ml/recommendation/swing/Swing.java	351
flink-ml-lib/src/main/java/org/apache/flink/ml/recommendation/swing/SwingParams.java	118
flink-ml-lib/src/main/java/org/apache/flink/ml/regression/linearregression/LinearRegression.java	92
flink-ml-lib/src/main/java/org/apache/flink/ml/regression/linearregression/LinearRegressionModel.java	115
flink-ml-lib/src/main/java/org/apache/flink/ml/regression/linearregression/LinearRegressionModelData.java	66
flink-ml-lib/src/main/java/org/apache/flink/ml/regression/linearregression/LinearRegressionModelParams.java	4
flink-ml-lib/src/main/java/org/apache/flink/ml/regression/linearregression/LinearRegressionParams.java	19
flink-ml-lib/src/main/java/org/apache/flink/ml/stats/anovatest/ANOVATest.java	217
flink-ml-lib/src/main/java/org/apache/flink/ml/stats/anovatest/ANOVATestParams.java	5
flink-ml-lib/src/main/java/org/apache/flink/ml/stats/chisqtest/ChiSqTest.java	555
flink-ml-lib/src/main/java/org/apache/flink/ml/stats/chisqtest/ChiSqTestParams.java	5
flink-ml-lib/src/main/java/org/apache/flink/ml/stats/fvaluetest/FValueTest.java	284
flink-ml-lib/src/main/java/org/apache/flink/ml/stats/fvaluetest/FValueTestParams.java	5