path	# lines of code
build.sbt	132
codecov.yaml	26
cognitive/src/main/python/synapse/ml/cognitive/AzureSearchWriter.py	18
cognitive/src/main/python/synapse/ml/cognitive/BingImageSearch.py	29
cognitive/src/main/python/synapse/ml/cognitive/__init__.py	1
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/AnomalyDetection.scala	186
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/AnomalyDetectorSchemas.scala	51
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/AudioStreams.scala	56
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/AzureSearch.scala	294
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/AzureSearchAPI.scala	165
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/AzureSearchSchemas.scala	46
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/BingImageSearch.scala	272
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/CognitiveServiceBase.scala	267
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/CognitiveServiceSchemas.scala	3
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/ComputerVision.scala	458
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/ComputerVisionSchemas.scala	53
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/DocumentTranslator.scala	125
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/Face.scala	262
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/FaceSchemas.scala	68
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/FormOntologyLearner.scala	101
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/FormRecognizer.scala	247
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/FormRecognizerSchemas.scala	145
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/ImageSearchSchemas.scala	39
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala	380
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetectorSchemas.scala	71
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/OCRSchemas.scala	31
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/RESTHelpers.scala	71
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/SpeechAPI.scala	38
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/SpeechSchemas.scala	50
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/SpeechToText.scala	97
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/SpeechToTextSDK.scala	468
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalytics.scala	468
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalyticsAnalyzeSchemas.scala	44
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalyticsSDK.scala	307
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalyticsSDKSchemas.scala	286
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalyticsSchemas.scala	92
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalyticsSchemasV2.scala	37
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextToSpeech.scala	108
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextTranslator.scala	395
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TranslatorSchemas.scala	91
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzMapsSearchSchemas.scala	156
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzMapsSpatialSchemas.scala	24
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzureMapsTraits.scala	101
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/CheckPointInPolygon.scala	45
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/Geocoders.scala	100
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
deep-learning/src/main/R/model_downloader.R	40
deep-learning/src/main/python/synapse/ml/cntk/CNTKModel.py	85
deep-learning/src/main/python/synapse/ml/cntk/ImageFeaturizer.py	18
deep-learning/src/main/python/synapse/ml/cntk/__init__.py	1
deep-learning/src/main/python/synapse/ml/onnx/ONNXModel.py	101
deep-learning/src/main/python/synapse/ml/onnx/__init__.py	1
deep-learning/src/main/scala/com/microsoft/CNTK/SerializableFunction.scala	109
deep-learning/src/main/scala/com/microsoft/azure/synapse/ml/SharedParams.scala	21
deep-learning/src/main/scala/com/microsoft/azure/synapse/ml/cntk/CNTKFunctionParam.scala	32
deep-learning/src/main/scala/com/microsoft/azure/synapse/ml/cntk/CNTKModel.scala	414
deep-learning/src/main/scala/com/microsoft/azure/synapse/ml/cntk/ConversionUtils.scala	142
deep-learning/src/main/scala/com/microsoft/azure/synapse/ml/cntk/ImageFeaturizer.scala	104
deep-learning/src/main/scala/com/microsoft/azure/synapse/ml/downloader/ModelDownloader.scala	178
deep-learning/src/main/scala/com/microsoft/azure/synapse/ml/downloader/Schema.scala	50
deep-learning/src/main/scala/com/microsoft/azure/synapse/ml/onnx/ONNXModel.scala	522
environment.yaml	27
lightgbm/src/main/python/synapse/ml/lightgbm/LightGBMClassificationModel.py	22
lightgbm/src/main/python/synapse/ml/lightgbm/LightGBMRankerModel.py	22
lightgbm/src/main/python/synapse/ml/lightgbm/LightGBMRegressionModel.py	20
lightgbm/src/main/python/synapse/ml/lightgbm/__init__.py	1
lightgbm/src/main/python/synapse/ml/lightgbm/mixin.py	33
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMBase.scala	367
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala	155
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMConstants.scala	23
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMDelegate.scala	39
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMModelMethods.scala	43
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala	132
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala	106
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMUtils.scala	114
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/SharedState.scala	99
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/TaskTrainingMethods.scala	37
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/TrainUtils.scala	299
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/booster/LightGBMBooster.scala	410
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/dataset/DatasetAggregator.scala	390
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/dataset/DatasetUtils.scala	78
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/dataset/LightGBMDataset.scala	141
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/FObjParam.scala	9
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/FObjTrait.scala	5
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMBoosterParam.scala	10
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala	338
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/TrainParams.scala	227
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/swig/SwigUtils.scala	69
lightgbm/src/main/scala/com/microsoft/lightgbm/SWIG.scala	5
opencv/src/main/python/synapse/ml/opencv/ImageTransformer.py	65
opencv/src/main/python/synapse/ml/opencv/__init__.py	1
opencv/src/main/scala/com/microsoft/azure/synapse/ml/opencv/ImageSetAugmenter.scala	50
opencv/src/main/scala/com/microsoft/azure/synapse/ml/opencv/ImageTransformer.scala	461
opencv/src/main/scala/com/microsoft/azure/synapse/ml/opencv/OpenCVUtils.scala	18
pipeline.yaml	635
project/BlobMavenPlugin.scala	39
project/CodegenPlugin.scala	220
project/CondaPlugin.scala	37
project/Secrets.scala	52
project/UnzipUtils.scala	8
project/assembly.sbt	1
project/build.sbt	5
project/build.scala	116
project/plugins.sbt	7
templates/ivy_cache.yml	9
tools/docker/clean_acr.py	34
tools/helm/livy/mini.Dockerfile	41
tools/helm/spark/mini.Dockerfile	85
tools/helm/zeppelin/mini.Dockerfile	118
tools/helm/zeppelin/mmlsparkExamples/serving.py	25
tools/misc/get-stats.js	49
vw/src/main/python/synapse/ml/vw/VowpalWabbitClassificationModel.py	16
vw/src/main/python/synapse/ml/vw/VowpalWabbitClassifier.py	6
vw/src/main/python/synapse/ml/vw/VowpalWabbitContextualBandit.py	22
vw/src/main/python/synapse/ml/vw/VowpalWabbitContextualBanditModel.py	16
vw/src/main/python/synapse/ml/vw/VowpalWabbitRegressionModel.py	16
vw/src/main/python/synapse/ml/vw/VowpalWabbitRegressor.py	6
vw/src/main/python/synapse/ml/vw/__init__.py	1
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/HasNumBits.scala	13
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/HasSumcollisions.scala	8
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VectorUtils.scala	40
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VectorZipper.scala	28
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VowpalWabbitBase.scala	362
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VowpalWabbitBaseModel.scala	72
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VowpalWabbitClassifier.scala	82
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VowpalWabbitContextualBandit.scala	278
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VowpalWabbitFeaturizer.scala	168
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VowpalWabbitInteractions.scala	65
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VowpalWabbitMurmurWithPrefix.scala	57
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VowpalWabbitRegressor.scala	47
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VowpalWabbitUtil.scala	60
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/featurizer/BooleanFeaturizer.scala	24
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/featurizer/ElementFeaturizer.scala	8
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/featurizer/Featurizer.scala	9
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/featurizer/MapFeaturizer.scala	19
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/featurizer/MapStringFeaturizer.scala	15
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/featurizer/NumericFeaturizer.scala	39
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/featurizer/SeqFeaturizer.scala	19
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/featurizer/StringFeaturizer.scala	22
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/featurizer/StringSplitFeaturizer.scala	18
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/featurizer/StructFeaturizer.scala	30
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/featurizer/VectorFeaturizer.scala	26
website/doctest.py	32
website/docusaurus.config.js	159
website/notebookconvert.py	43
website/sidebars.js	125
website/src/css/custom.css	157
website/src/exports/redirect.js	13
website/src/pages/index.js	409
website/src/pages/index.module.css	90
website/src/pages/videos.js	121
website/src/pages/videos.module.css	16
website/src/plugins/prism_themes/github/index.js	75
website/src/plugins/prism_themes/monokai/index.js	38
website/src/theme/CodeSnippet/index.js	41
website/src/theme/CodeSnippet/styles.module.css	3
website/src/theme/DocumentationTable/index.js	36
website/src/theme/FeatureCards/index.js	101
website/src/theme/FeatureCards/styles.module.css	44
website/src/theme/NotFound/index.js	13
website/src/theme/NotFound/styles.module.css	6
website/src/theme/NotebookCard/index.js	12
website/src/theme/NotebookCard/styles.module.css	17
website/src/theme/NotebookExamples/index.js	8
website/src/theme/SampleSnippet/index.js	98
website/src/theme/SampleSnippet/styles.module.css	50