Path	Lines of Code
core/src/main/python/MANIFEST.in	4
core/src/main/python/mmlspark/__init__.py	5
core/src/main/python/synapse/doc/conf.py	36
core/src/main/python/synapse/ml/automl/BestModel.py	28
core/src/main/python/synapse/ml/automl/HyperparamBuilder.py	53
core/src/main/python/synapse/ml/automl/TuneHyperparametersModel.py	14
core/src/main/python/synapse/ml/automl/__init__.py	1
core/src/main/python/synapse/ml/core/__init__.py	1
core/src/main/python/synapse/ml/core/schema/TypeConversionUtils.py	21
core/src/main/python/synapse/ml/core/schema/Utils.py	54
core/src/main/python/synapse/ml/core/schema/__init__.py	1
core/src/main/python/synapse/ml/core/serialize/__init__.py	1
core/src/main/python/synapse/ml/core/serialize/java_params_patch.py	69
core/src/main/python/synapse/ml/core/spark/FluentAPI.py	10
core/src/main/python/synapse/ml/core/spark/__init__.py	1
core/src/main/python/synapse/ml/cyber/__init__.py	1
core/src/main/python/synapse/ml/cyber/anomaly/__init__.py	1
core/src/main/python/synapse/ml/cyber/anomaly/collaborative_filtering.py	769
core/src/main/python/synapse/ml/cyber/anomaly/complement_access.py	102
core/src/main/python/synapse/ml/cyber/dataset.py	148
core/src/main/python/synapse/ml/cyber/feature/__init__.py	1
core/src/main/python/synapse/ml/cyber/feature/indexers.py	102
core/src/main/python/synapse/ml/cyber/feature/scalers.py	246
core/src/main/python/synapse/ml/cyber/utils/__init__.py	1
core/src/main/python/synapse/ml/cyber/utils/spark_utils.py	106
core/src/main/python/synapse/ml/downloader/ModelDownloader.py	58
core/src/main/python/synapse/ml/downloader/__init__.py	1
core/src/main/python/synapse/ml/explainers/ICETransformer.py	33
core/src/main/python/synapse/ml/io/IOImplicits.py	75
core/src/main/python/synapse/ml/io/__init__.py	1
core/src/main/python/synapse/ml/io/binary/BinaryFileReader.py	33
core/src/main/python/synapse/ml/io/binary/__init__.py	1
core/src/main/python/synapse/ml/io/http/HTTPFunctions.py	40
core/src/main/python/synapse/ml/io/http/JSONOutputParser.py	18
core/src/main/python/synapse/ml/io/http/ServingFunctions.py	9
core/src/main/python/synapse/ml/io/http/SimpleHTTPTransformer.py	9
core/src/main/python/synapse/ml/io/http/__init__.py	1
core/src/main/python/synapse/ml/io/image/ImageUtils.py	22
core/src/main/python/synapse/ml/io/image/__init__.py	1
core/src/main/python/synapse/ml/io/powerbi/PowerBIWriter.py	18
core/src/main/python/synapse/ml/io/powerbi/__init__.py	1
core/src/main/python/synapse/ml/isolationforest/IsolationForestModel.py	8
core/src/main/python/synapse/ml/isolationforest/__init__.py	1
core/src/main/python/synapse/ml/nn/ConditionalBallTree.py	22
core/src/main/python/synapse/ml/nn/__init__.py	1
core/src/main/python/synapse/ml/plot/__init__.py	1
core/src/main/python/synapse/ml/plot/plot.py	45
core/src/main/python/synapse/ml/recommendation/RankingTrainValidationSplit.py	26
core/src/main/python/synapse/ml/recommendation/RankingTrainValidationSplitModel.py	11
core/src/main/python/synapse/ml/recommendation/SARModel.py	9
core/src/main/python/synapse/ml/recommendation/__init__.py	14
core/src/main/python/synapse/ml/stages/UDFTransformer.py	66
core/src/main/python/synapse/ml/stages/__init__.py	1
core/src/main/scala/com/microsoft/azure/synapse/ml/automl/DefaultHyperparams.scala	54
core/src/main/scala/com/microsoft/azure/synapse/ml/automl/EvaluationUtils.scala	66
core/src/main/scala/com/microsoft/azure/synapse/ml/automl/FindBestModel.scala	97
core/src/main/scala/com/microsoft/azure/synapse/ml/automl/HyperparamBuilder.scala	64
core/src/main/scala/com/microsoft/azure/synapse/ml/automl/ParamSpace.scala	18
core/src/main/scala/com/microsoft/azure/synapse/ml/automl/TuneHyperparameters.scala	174
core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala	166
core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodegenConfig.scala	58
core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/GenerationUtils.scala	40
core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/Wrappable.scala	450
core/src/main/scala/com/microsoft/azure/synapse/ml/core/contracts/Metrics.scala	22
core/src/main/scala/com/microsoft/azure/synapse/ml/core/contracts/Params.scala	81
core/src/main/scala/com/microsoft/azure/synapse/ml/core/env/FileUtilities.scala	57
core/src/main/scala/com/microsoft/azure/synapse/ml/core/env/NativeLoader.java	97
core/src/main/scala/com/microsoft/azure/synapse/ml/core/env/StreamUtilities.scala	64
core/src/main/scala/com/microsoft/azure/synapse/ml/core/metrics/MetricConstants.scala	61
core/src/main/scala/com/microsoft/azure/synapse/ml/core/metrics/MetricUtils.scala	52
core/src/main/scala/com/microsoft/azure/synapse/ml/core/schema/BinaryFileSchema.scala	16
core/src/main/scala/com/microsoft/azure/synapse/ml/core/schema/Categoricals.scala	199
core/src/main/scala/com/microsoft/azure/synapse/ml/core/schema/DatasetExtensions.scala	26
core/src/main/scala/com/microsoft/azure/synapse/ml/core/schema/ImageSchemaUtils.scala	21
core/src/main/scala/com/microsoft/azure/synapse/ml/core/schema/SchemaConstants.scala	25
core/src/main/scala/com/microsoft/azure/synapse/ml/core/schema/SparkBindings.scala	29
core/src/main/scala/com/microsoft/azure/synapse/ml/core/schema/SparkSchema.scala	97
core/src/main/scala/com/microsoft/azure/synapse/ml/core/serialize/ComplexParam.scala	22
core/src/main/scala/com/microsoft/azure/synapse/ml/core/spark/FluentAPI.scala	16
core/src/main/scala/com/microsoft/azure/synapse/ml/core/utils/AsyncUtils.scala	53
core/src/main/scala/com/microsoft/azure/synapse/ml/core/utils/BreezeUtils.scala	28
core/src/main/scala/com/microsoft/azure/synapse/ml/core/utils/CastUtilities.scala	11
core/src/main/scala/com/microsoft/azure/synapse/ml/core/utils/ClusterUtil.scala	134
core/src/main/scala/com/microsoft/azure/synapse/ml/core/utils/ContextObjectInputStream.scala	11
core/src/main/scala/com/microsoft/azure/synapse/ml/core/utils/FaultToleranceUtils.scala	25
core/src/main/scala/com/microsoft/azure/synapse/ml/core/utils/JarLoadingUtils.scala	50
core/src/main/scala/com/microsoft/azure/synapse/ml/core/utils/ModelEquality.scala	45
core/src/main/scala/com/microsoft/azure/synapse/ml/core/utils/OsUtils.scala	4
core/src/main/scala/com/microsoft/azure/synapse/ml/core/utils/SlicerFunctions.scala	41
core/src/main/scala/com/microsoft/azure/synapse/ml/core/utils/StopWatch.scala	22
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/FeatureStats.scala	43
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/ICEExplainer.scala	210
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/ICEFeature.scala	70
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/ImageExplainer.scala	19
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/ImageLIME.scala	111
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/ImageSHAP.scala	109
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/KernelSHAPBase.scala	105
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/KernelSHAPSampler.scala	132
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/LIMEBase.scala	112
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/LIMESampler.scala	32
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/LassoRegression.scala	68
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/LeastSquaresRegression.scala	12
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/LocalExplainer.scala	55
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/RegressionBase.scala	94
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/RowUtils.scala	21
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/Sampler.scala	179
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/SharedParams.scala	140
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/TabularLIME.scala	125
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/TabularSHAP.scala	78
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/TextExplainer.scala	12
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/TextLIME.scala	70
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/TextSHAP.scala	69
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/VectorLIME.scala	70
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/VectorSHAP.scala	73
core/src/main/scala/com/microsoft/azure/synapse/ml/exploratory/AggregateBalanceMeasure.scala	117
core/src/main/scala/com/microsoft/azure/synapse/ml/exploratory/DataBalanceParams.scala	33
core/src/main/scala/com/microsoft/azure/synapse/ml/exploratory/DistributionBalanceMeasure.scala	158
core/src/main/scala/com/microsoft/azure/synapse/ml/exploratory/FeatureBalanceMeasure.scala	177
core/src/main/scala/com/microsoft/azure/synapse/ml/featurize/CleanMissingData.scala	126
core/src/main/scala/com/microsoft/azure/synapse/ml/featurize/CountSelector.scala	61
core/src/main/scala/com/microsoft/azure/synapse/ml/featurize/DataConversion.scala	112
core/src/main/scala/com/microsoft/azure/synapse/ml/featurize/Featurize.scala	175
core/src/main/scala/com/microsoft/azure/synapse/ml/featurize/IndexToValue.scala	71
core/src/main/scala/com/microsoft/azure/synapse/ml/featurize/ValueIndexer.scala	142
core/src/main/scala/com/microsoft/azure/synapse/ml/featurize/text/MultiNGram.scala	53
core/src/main/scala/com/microsoft/azure/synapse/ml/featurize/text/PageSplitter.scala	79
core/src/main/scala/com/microsoft/azure/synapse/ml/featurize/text/TextFeaturizer.scala	234
core/src/main/scala/com/microsoft/azure/synapse/ml/image/ResizeImageTransformer.scala	83
core/src/main/scala/com/microsoft/azure/synapse/ml/image/UnrollImage.scala	172
core/src/main/scala/com/microsoft/azure/synapse/ml/io/IOImplicits.scala	159
core/src/main/scala/com/microsoft/azure/synapse/ml/io/binary/Binary.scala	13
core/src/main/scala/com/microsoft/azure/synapse/ml/io/binary/BinaryFileFormat.scala	200
core/src/main/scala/com/microsoft/azure/synapse/ml/io/binary/BinaryFileReader.scala	70
core/src/main/scala/com/microsoft/azure/synapse/ml/io/binary/KeyValueReaderIterator.scala	34
core/src/main/scala/com/microsoft/azure/synapse/ml/io/http/Clients.scala	42
core/src/main/scala/com/microsoft/azure/synapse/ml/io/http/HTTPClients.scala	148
core/src/main/scala/com/microsoft/azure/synapse/ml/io/http/HTTPSchema.scala	280
core/src/main/scala/com/microsoft/azure/synapse/ml/io/http/HTTPTransformer.scala	98
core/src/main/scala/com/microsoft/azure/synapse/ml/io/http/Parsers.scala	204
core/src/main/scala/com/microsoft/azure/synapse/ml/io/http/PortForwarding.scala	74
core/src/main/scala/com/microsoft/azure/synapse/ml/io/http/SharedVariable.scala	30
core/src/main/scala/com/microsoft/azure/synapse/ml/io/http/SimpleHTTPTransformer.scala	122
core/src/main/scala/com/microsoft/azure/synapse/ml/io/image/ImageUtils.scala	138
core/src/main/scala/com/microsoft/azure/synapse/ml/io/powerbi/PowerBIWriter.scala	89
core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala	48
core/src/main/scala/com/microsoft/azure/synapse/ml/lime/BreezeUtils.scala	84
core/src/main/scala/com/microsoft/azure/synapse/ml/lime/LIME.scala	246
core/src/main/scala/com/microsoft/azure/synapse/ml/lime/Superpixel.scala	263
core/src/main/scala/com/microsoft/azure/synapse/ml/lime/SuperpixelTransformer.scala	42
core/src/main/scala/com/microsoft/azure/synapse/ml/lime/TextLIME.scala	61
core/src/main/scala/com/microsoft/azure/synapse/ml/logging/BasicLogging.scala	53
core/src/main/scala/com/microsoft/azure/synapse/ml/nn/BallTree.scala	212
core/src/main/scala/com/microsoft/azure/synapse/ml/nn/BoundedPriorityQueue.scala	40
core/src/main/scala/com/microsoft/azure/synapse/ml/nn/ConditionalKNN.scala	92
core/src/main/scala/com/microsoft/azure/synapse/ml/nn/KNN.scala	91
core/src/main/scala/com/microsoft/azure/synapse/ml/nn/Schemas.scala	23
core/src/main/scala/com/microsoft/azure/synapse/ml/recommendation/RankingAdapter.scala	102
core/src/main/scala/com/microsoft/azure/synapse/ml/recommendation/RankingEvaluator.scala	123
core/src/main/scala/com/microsoft/azure/synapse/ml/recommendation/RankingTrainValidationSplit.scala	252
core/src/main/scala/com/microsoft/azure/synapse/ml/recommendation/RecommendationIndexer.scala	119
core/src/main/scala/com/microsoft/azure/synapse/ml/recommendation/SAR.scala	148
core/src/main/scala/com/microsoft/azure/synapse/ml/recommendation/SARModel.scala	99
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/Batchers.scala	115
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/Cacher.scala	29
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/ClassBalancer.scala	63
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/DropColumns.scala	37
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/EnsembleByKey.scala	105
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/Explode.scala	31
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/Lambda.scala	48
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/MiniBatchTransformer.scala	171
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/MultiColumnAdapter.scala	86
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/PartitionConsolidator.scala	109
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/RenameColumn.scala	27
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/Repartition.scala	38
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/SelectColumns.scala	38
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/StratifiedRepartition.scala	59
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/SummarizeData.scala	144
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/TextPreprocessor.scala	107
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/Timer.scala	92
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/UDFTransformer.scala	75
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/UnicodeNormalize.scala	45
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/udfs.scala	23
core/src/main/scala/com/microsoft/azure/synapse/ml/train/AutoTrainedModel.scala	18
core/src/main/scala/com/microsoft/azure/synapse/ml/train/AutoTrainer.scala	16
core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala	391
core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputePerInstanceStatistics.scala	74
core/src/main/scala/com/microsoft/azure/synapse/ml/train/TrainClassifier.scala	245
core/src/main/scala/com/microsoft/azure/synapse/ml/train/TrainRegressor.scala	117
core/src/main/scala/org/apache/spark/injections/BlockManagerUtils.scala	8
core/src/main/scala/org/apache/spark/injections/RegressionUtils.scala	11
core/src/main/scala/org/apache/spark/injections/SConf.scala	4
core/src/main/scala/org/apache/spark/injections/UDFUtils.scala	30
core/src/main/scala/org/apache/spark/ml/ComplexParamsSerializer.scala	129
core/src/main/scala/org/apache/spark/ml/LimeNamespaceInjections.scala	9
core/src/main/scala/org/apache/spark/ml/NamespaceInjections.scala	26
core/src/main/scala/org/apache/spark/ml/Ranker.scala	6
core/src/main/scala/org/apache/spark/ml/RegressorUtils.scala	3
core/src/main/scala/org/apache/spark/ml/Serializer.scala	106
core/src/main/scala/org/apache/spark/ml/feature/FastVectorAssembler.scala	121
core/src/main/scala/org/apache/spark/ml/param/ArrayMapParam.scala	50
core/src/main/scala/org/apache/spark/ml/param/ArrayParamMapParam.scala	7
core/src/main/scala/org/apache/spark/ml/param/BallTreeParam.scala	16
core/src/main/scala/org/apache/spark/ml/param/ByteArrayParam.scala	7
core/src/main/scala/org/apache/spark/ml/param/DataFrameParam.scala	116
core/src/main/scala/org/apache/spark/ml/param/DataTypeParam.scala	8
core/src/main/scala/org/apache/spark/ml/param/EstimatorArrayParam.scala	10
core/src/main/scala/org/apache/spark/ml/param/EstimatorParam.scala	30
core/src/main/scala/org/apache/spark/ml/param/EvaluatorParam.scala	8
core/src/main/scala/org/apache/spark/ml/param/JsonEncodableParam.scala	59
core/src/main/scala/org/apache/spark/ml/param/MapParam.scala	18
core/src/main/scala/org/apache/spark/ml/param/ParamSpaceParam.scala	10
core/src/main/scala/org/apache/spark/ml/param/PipelineStageParam.scala	9
core/src/main/scala/org/apache/spark/ml/param/PythonWrappableParam.scala	44
core/src/main/scala/org/apache/spark/ml/param/RWrappableParam.scala	46
core/src/main/scala/org/apache/spark/ml/param/TransformerArrayParam.scala	10
core/src/main/scala/org/apache/spark/ml/param/TransformerParam.scala	9
core/src/main/scala/org/apache/spark/ml/param/TypedArrayParam.scala	13
core/src/main/scala/org/apache/spark/ml/param/UDFParam.scala	23
core/src/main/scala/org/apache/spark/ml/param/UDPyFParam.scala	8
core/src/main/scala/org/apache/spark/ml/param/UntypedArrayParam.scala	48
core/src/main/scala/org/apache/spark/ml/recommendation/RecommendationHelper.scala	116
core/src/main/scala/org/apache/spark/ml/source/image/PatchedImageFileFormat.scala	135
core/src/main/scala/org/apache/spark/sql/execution/streaming/DistributedHTTPSource.scala	326
core/src/main/scala/org/apache/spark/sql/execution/streaming/HTTPSource.scala	157
core/src/main/scala/org/apache/spark/sql/execution/streaming/ServingUDFs.scala	40
core/src/main/scala/org/apache/spark/sql/execution/streaming/continuous/HTTPSinkV2.scala	111
core/src/main/scala/org/apache/spark/sql/execution/streaming/continuous/HTTPSourceV2.scala	599
core/src/main/scala/org/apache/spark/sql/types/injections/MetadataUtilities.scala	5
core/src/main/scala/org/apache/spark/sql/types/injections/OptimizedCKNNFitting.scala	62