209 references to Label
Microsoft.ML.AutoML (11)
API\AutoCatalog.cs (4)
226public ColumnInferenceResults InferColumns(string path, string labelColumnName = DefaultColumnNames.Label, char? separatorChar = null, bool? allowQuoting = null, 337public SweepablePipeline BinaryClassification(string labelColumnName = DefaultColumnNames.Label, 435string labelColumnName = DefaultColumnNames.Label, 552string labelColumnName = DefaultColumnNames.Label,
API\ColumnInference.cs (1)
129LabelColumnName = DefaultColumnNames.Label;
API\ExperimentBase.cs (3)
67public virtual ExperimentResult<TMetrics> Execute(IDataView trainData, string labelColumnName = DefaultColumnNames.Label, 159public virtual ExperimentResult<TMetrics> Execute(IDataView trainData, IDataView validationData, string labelColumnName = DefaultColumnNames.Label, IEstimator<ITransformer> preFeaturizer = null, IProgress<RunDetail<TMetrics>> progressHandler = null) 248uint numberOfCVFolds, string labelColumnName = DefaultColumnNames.Label,
ColumnInference\ColumnInferenceApi.cs (1)
23typeInference.Columns[labelColumnIndex].SuggestedName = DefaultColumnNames.Label;
Sweepers\SmacSweeper.cs (1)
121dvBuilder.AddColumn(DefaultColumnNames.Label, NumberDataViewType.Single, targets);
Tuner\SmacTuner.cs (1)
134dvBuilder.AddColumn(DefaultColumnNames.Label, NumberDataViewType.Single, losses);
Microsoft.ML.AutoML.Tests (30)
ColumnInferenceTests.cs (13)
74Assert.Equal(DefaultColumnNames.Label, labelCol.Name); 75Assert.Equal(DefaultColumnNames.Label, result.ColumnInformation.LabelColumnName); 81var result = new MLContext(1).Auto().InferColumns(Path.Combine("TestData", "DatasetWithEmptyColumn.txt"), DefaultColumnNames.Label, groupColumns: false); 89var result = new MLContext(1).Auto().InferColumns(Path.Combine("TestData", "BinaryDatasetWithBoolColumn.txt"), DefaultColumnNames.Label); 93var labelColumn = result.TextLoaderOptions.Columns.First(c => c.Name == DefaultColumnNames.Label); 101Assert.Equal(DefaultColumnNames.Label, result.ColumnInformation.LabelColumnName); 136var result = new MLContext(1).Auto().InferColumns(Path.Combine("TestData", "NameColumnIsOnlyFeatureDataset.txt"), DefaultColumnNames.Label); 140var labelColumn = result.TextLoaderOptions.Columns.First(c => c.Name == DefaultColumnNames.Label); 146Assert.Equal(DefaultColumnNames.Label, result.ColumnInformation.LabelColumnName); 156LabelColumnName = DefaultColumnNames.Label, 163Assert.Equal(DefaultColumnNames.Label, result.ColumnInformation.LabelColumnName); 176LabelColumnName = DefaultColumnNames.Label, 180Assert.Equal(DefaultColumnNames.Label, result.ColumnInformation.LabelColumnName);
ColumnInferenceValidationUtilTests.cs (1)
25schemaBuilder.AddColumn(DefaultColumnNames.Label, NumberDataViewType.Single);
DatasetUtil.cs (1)
20public const string UciAdultLabel = DefaultColumnNames.Label;
PurposeInferenceTests.cs (1)
26schemaBuilder.AddColumn(DefaultColumnNames.Label, BooleanDataViewType.Instance);
TransformInferenceTests.cs (1)
638new DatasetColumnInfo(DefaultColumnNames.Label, NumberDataViewType.Single, ColumnPurpose.Label, new ColumnDimensions(null, null)),
UserInputValidationTests.cs (13)
97columnInfo.NumericColumnNames.Add(DefaultColumnNames.Label); 204schemaBuilder.AddColumn(DefaultColumnNames.Label, NumberDataViewType.Single); 218schemaBuilder.AddColumn(DefaultColumnNames.Label, NumberDataViewType.Single); 283dataViewBuilder.AddColumn(DefaultColumnNames.Label, NumberDataViewType.Single, 0f); 298schemaBuilder.AddColumn(DefaultColumnNames.Label, NumberDataViewType.Single); 312schemaBuilder.AddColumn(DefaultColumnNames.Label, NumberDataViewType.Single); 326dataViewBuilder.AddColumn(DefaultColumnNames.Label, NumberDataViewType.Single, 0f); 332schemaBuilder.AddColumn(DefaultColumnNames.Label, NumberDataViewType.Single); 353trainDataBuilder.AddColumn(DefaultColumnNames.Label, NumberDataViewType.Single, 0f); 358var convertLabelToBoolEstimator = mlContext.Transforms.Conversion.MapValue(DefaultColumnNames.Label, 365validationDataBuilder.AddColumn(DefaultColumnNames.Label, BooleanDataViewType.Instance, false); 378dataViewBuilder.AddColumn(DefaultColumnNames.Label, string.Empty); 382dataViewBuilder.AddColumn(DefaultColumnNames.Label, labelType, Activator.CreateInstance<TLabelRawType>());
Microsoft.ML.Core.Tests (1)
UnitTests\TestEntryPoints.cs (1)
4463LabelColumnName = DefaultColumnNames.Label,
Microsoft.ML.Data (42)
Commands\CrossValidationCommand.cs (2)
46public string LabelColumn = DefaultColumnNames.Label; 271string label = TrainUtils.MatchNameOrDefaultOrNull(ch, schema, nameof(ImplOptions.LabelColumn), ImplOptions.LabelColumn, DefaultColumnNames.Label);
Commands\EvaluateCommand.cs (4)
127public string LabelColumn = DefaultColumnNames.Label; 155args.LabelColumn, DefaultColumnNames.Label); 177public string LabelColumn = DefaultColumnNames.Label; 231ImplOptions.LabelColumn, DefaultColumnNames.Label);
Commands\TestCommand.cs (2)
31public string LabelColumn = DefaultColumnNames.Label; 102ImplOptions.LabelColumn, DefaultColumnNames.Label);
Commands\TrainCommand.cs (2)
47public string LabelColumn = DefaultColumnNames.Label; 152var label = TrainUtils.MatchNameOrDefaultOrNull(ch, schema, nameof(Arguments.LabelColumn), _labelColumn, DefaultColumnNames.Label);
Commands\TrainTestCommand.cs (2)
44public string LabelColumn = DefaultColumnNames.Label; 136ImplOptions.LabelColumn, DefaultColumnNames.Label);
Evaluators\AnomalyDetectionEvaluator.cs (1)
588internal AnomalyDetectionMetrics Evaluate(IDataView data, string label = DefaultColumnNames.Label, string score = DefaultColumnNames.Score,
Evaluators\BinaryClassifierEvaluator.cs (1)
1537input.LabelColumn, DefaultColumnNames.Label);
Evaluators\MamlEvaluator.cs (1)
142string label = EvaluateUtils.GetColName(LabelCol, schema.Label, DefaultColumnNames.Label);
Model\Pfa\SavePfaCommand.cs (1)
155data = new RoleMappedData(end, DefaultColumnNames.Label,
Prediction\CalibratorCatalog.cs (3)
350string labelColumnName = DefaultColumnNames.Label, 438string labelColumn = DefaultColumnNames.Label, 487string labelColumn = DefaultColumnNames.Label,
TrainCatalog.cs (15)
202public CalibratedBinaryClassificationMetrics Evaluate(IDataView data, string labelColumnName = DefaultColumnNames.Label, string scoreColumnName = DefaultColumnNames.Score, 223public BinaryClassificationMetrics EvaluateNonCalibrated(IDataView data, string labelColumnName = DefaultColumnNames.Label, string scoreColumnName = DefaultColumnNames.Score, 250IDataView data, IEstimator<ITransformer> estimator, int numberOfFolds = 5, string labelColumnName = DefaultColumnNames.Label, 275IDataView data, IEstimator<ITransformer> estimator, int numberOfFolds = 5, string labelColumnName = DefaultColumnNames.Label, 326string labelColumnName = DefaultColumnNames.Label, 345string labelColumnName = DefaultColumnNames.Label, 391string labelColumnName = DefaultColumnNames.Label, 522public MulticlassClassificationMetrics Evaluate(IDataView data, string labelColumnName = DefaultColumnNames.Label, string scoreColumnName = DefaultColumnNames.Score, 554IDataView data, IEstimator<ITransformer> estimator, int numberOfFolds = 5, string labelColumnName = DefaultColumnNames.Label, 599public RegressionMetrics Evaluate(IDataView data, string labelColumnName = DefaultColumnNames.Label, string scoreColumnName = DefaultColumnNames.Score) 624IDataView data, IEstimator<ITransformer> estimator, int numberOfFolds = 5, string labelColumnName = DefaultColumnNames.Label, 671string labelColumnName = DefaultColumnNames.Label, 686string labelColumnName = DefaultColumnNames.Label, 715IDataView data, IEstimator<ITransformer> estimator, int numberOfFolds = 5, string labelColumnName = DefaultColumnNames.Label, 762public AnomalyDetectionMetrics Evaluate(IDataView data, string labelColumnName = DefaultColumnNames.Label, string scoreColumnName = DefaultColumnNames.Score,
Training\TrainerInputBase.cs (1)
64public string LabelColumnName = DefaultColumnNames.Label;
Training\TrainerUtils.cs (2)
431if (tschema.Label?.Name is string lname && lname != DefaultColumnNames.Label) 432nameMap.Add((DefaultColumnNames.Label, lname));
Transforms\NormalizeColumn.cs (1)
1142args.LabelColumn ?? DefaultColumnNames.Label,
Transforms\Normalizer.cs (1)
251string labelColumnName = DefaultColumnNames.Label,
Transforms\TrainAndScoreTransformer.cs (3)
117public string LabelColumn = DefaultColumnNames.Label; 181string labelColumn = DefaultColumnNames.Label, 264DefaultColumnNames.Label);
Microsoft.ML.Ensemble (1)
OutputCombiners\BaseStacking.cs (1)
208bldr.AddColumn(DefaultColumnNames.Label, data.Schema.Label.Value.Type as PrimitiveDataViewType, labels);
Microsoft.ML.EntryPoints (6)
CrossValidationMacro.cs (2)
81public string LabelColumn = DefaultColumnNames.Label; 129public string LabelColumn = DefaultColumnNames.Label;
MacroUtils.cs (1)
42LabelColumn = DefaultColumnNames.Label;
ModelOperations.cs (1)
148DefaultColumnNames.Label);
OneVersusAllMacro.cs (1)
124DefaultColumnNames.Label);
TrainTestMacro.cs (1)
65public string LabelColumn = DefaultColumnNames.Label;
Microsoft.ML.FastTree (18)
FastTreeClassification.cs (1)
157string labelColumnName = DefaultColumnNames.Label,
FastTreeRanking.cs (1)
97string labelColumnName = DefaultColumnNames.Label,
FastTreeRegression.cs (1)
87string labelColumnName = DefaultColumnNames.Label,
FastTreeTweedie.cs (1)
91string labelColumnName = DefaultColumnNames.Label,
GamClassification.cs (1)
102string labelColumnName = DefaultColumnNames.Label,
GamModelParameters.cs (2)
680builder.AddColumn(DefaultColumnNames.Label, NumberDataViewType.Single, _labels); 683RoleMappedSchema.ColumnRole.Label.Bind(DefaultColumnNames.Label),
GamRegression.cs (1)
91string labelColumnName = DefaultColumnNames.Label,
RandomForestClassification.cs (1)
189string labelColumnName = DefaultColumnNames.Label,
RandomForestRegression.cs (1)
328string labelColumnName = DefaultColumnNames.Label,
TreeTrainersCatalog.cs (8)
37string labelColumnName = DefaultColumnNames.Label, 91string labelColumnName = DefaultColumnNames.Label, 146string labelColumnName = DefaultColumnNames.Label, 200string labelColumnName = DefaultColumnNames.Label, 250string labelColumnName = DefaultColumnNames.Label, 301string labelColumnName = DefaultColumnNames.Label, 354string labelColumnName = DefaultColumnNames.Label, 406string labelColumnName = DefaultColumnNames.Label,
Microsoft.ML.LightGbm (8)
LightGbmBinaryTrainer.cs (1)
212string labelColumnName = DefaultColumnNames.Label,
LightGbmCatalog.cs (4)
38string labelColumnName = DefaultColumnNames.Label, 106string labelColumnName = DefaultColumnNames.Label, 175string labelColumnName = DefaultColumnNames.Label, 245string labelColumnName = DefaultColumnNames.Label,
LightGbmMulticlassTrainer.cs (1)
153string labelColumnName = DefaultColumnNames.Label,
LightGbmRankingTrainer.cs (1)
195string labelColumnName = DefaultColumnNames.Label,
LightGbmRegressionTrainer.cs (1)
171string labelColumnName = DefaultColumnNames.Label,
Microsoft.ML.Mkl.Components (2)
MklComponentsCatalog.cs (2)
34string labelColumnName = DefaultColumnNames.Label, 90string labelColumnName = DefaultColumnNames.Label,
Microsoft.ML.OnnxConverter (1)
SaveOnnxCommand.cs (1)
347data = new RoleMappedData(end, DefaultColumnNames.Label,
Microsoft.ML.PerformanceTests (2)
StochasticDualCoordinateAscentClassifierBench.cs (2)
148_metrics = _evaluator.Evaluate(_scoredIrisTestData, DefaultColumnNames.Label, DefaultColumnNames.Score, DefaultColumnNames.PredictedLabel); 175public void EvaluateMetrics() => _evaluator.Evaluate(_scoredIrisTestData, DefaultColumnNames.Label, DefaultColumnNames.Score, DefaultColumnNames.PredictedLabel);
Microsoft.ML.Predictor.Tests (9)
TestPredictors.cs (9)
637LabelColumnName = DefaultColumnNames.Label, 660LabelColumnName = DefaultColumnNames.Label, 766LabelColumnName = DefaultColumnNames.Label, 772LabelColumnName = DefaultColumnNames.Label, 780LabelColumnName = DefaultColumnNames.Label, 788LabelColumnName = DefaultColumnNames.Label, 812LabelColumnName = DefaultColumnNames.Label, 818LabelColumnName = DefaultColumnNames.Label, 826LabelColumnName = DefaultColumnNames.Label,
Microsoft.ML.Recommender (2)
RecommenderCatalog.cs (2)
109public RegressionMetrics Evaluate(IDataView data, string labelColumnName = DefaultColumnNames.Label, string scoreColumnName = DefaultColumnNames.Score) 136IDataView data, IEstimator<ITransformer> estimator, int numberOfFolds = 5, string labelColumnName = DefaultColumnNames.Label,
Microsoft.ML.StandardTrainers (42)
FactorizationMachine\FactorizationMachineCatalog.cs (2)
35string labelColumnName = DefaultColumnNames.Label, 58string labelColumnName = DefaultColumnNames.Label,
FactorizationMachine\FactorizationMachineTrainer.cs (1)
253string labelColumnName = DefaultColumnNames.Label,
Standard\LogisticRegression\LogisticRegression.cs (1)
133string labelColumn = DefaultColumnNames.Label,
Standard\LogisticRegression\MulticlassLogisticRegression.cs (1)
142string labelColumn = DefaultColumnNames.Label,
Standard\MulticlassClassification\MulticlassNaiveBayesTrainer.cs (1)
95string labelColumn = DefaultColumnNames.Label,
Standard\MulticlassClassification\OneVersusAllTrainer.cs (2)
133string labelColumnName = DefaultColumnNames.Label, 213roles[0] = new KeyValuePair<CR, string>(new CR(DefaultColumnNames.Label), LabelColumn.Name);
Standard\MulticlassClassification\PairwiseCouplingTrainer.cs (2)
111string labelColumnName = DefaultColumnNames.Label, 191roles[0] = new KeyValuePair<CR, string>(new CR(DefaultColumnNames.Label), LabelColumn.Name);
Standard\Online\AveragedPerceptron.cs (1)
172string labelColumnName = DefaultColumnNames.Label,
Standard\Online\LinearSvm.cs (1)
280string labelColumn = DefaultColumnNames.Label,
Standard\Online\OnlineGradientDescent.cs (1)
140string labelColumn = DefaultColumnNames.Label,
Standard\PoissonRegression\PoissonRegression.cs (1)
88string labelColumn = DefaultColumnNames.Label,
Standard\SdcaBinary.cs (6)
1494string labelColumnName = DefaultColumnNames.Label, 1598string labelColumnName = DefaultColumnNames.Label, 1703string labelColumnName = DefaultColumnNames.Label, 1967string labelColumn = DefaultColumnNames.Label, 2276string labelColumn = DefaultColumnNames.Label, 2367string labelColumn = DefaultColumnNames.Label,
Standard\SdcaMulticlass.cs (3)
127string labelColumn = DefaultColumnNames.Label, 532string labelColumn = DefaultColumnNames.Label, 628string labelColumn = DefaultColumnNames.Label,
Standard\SdcaRegression.cs (1)
112string labelColumn = DefaultColumnNames.Label,
StandardTrainersCatalog.cs (18)
42string labelColumnName = DefaultColumnNames.Label, 98string labelColumnName = DefaultColumnNames.Label, 153string labelColumnName = DefaultColumnNames.Label, 205string labelColumnName = DefaultColumnNames.Label, 258string labelColumnName = DefaultColumnNames.Label, 310string labelColumnName = DefaultColumnNames.Label, 361string labelColumnName = DefaultColumnNames.Label, 418string labelColumnName = DefaultColumnNames.Label, 488string labelColumnName = DefaultColumnNames.Label, 544string labelColumnName = DefaultColumnNames.Label, 598string labelColumnName = DefaultColumnNames.Label, 651string labelColumnName = DefaultColumnNames.Label, 700string labelColumnName = DefaultColumnNames.Label, 754string labelColumnName = DefaultColumnNames.Label, 794string labelColumnName = DefaultColumnNames.Label, 824string labelColumnName = DefaultColumnNames.Label, 871string labelColumnName = DefaultColumnNames.Label, 910string labelColumnName = DefaultColumnNames.Label,
Microsoft.ML.Sweeper (2)
Algorithms\SmacSweeper.cs (2)
126dvBuilder.AddColumn(DefaultColumnNames.Label, NumberDataViewType.Single, targets); 142LabelColumnName = DefaultColumnNames.Label,
Microsoft.ML.Tests (2)
AnomalyDetectionTests.cs (1)
241new TextLoader.Column(DefaultColumnNames.Label, DataKind.Single, 0),
FeatureContributionTests.cs (1)
424var dataProcessPipeline = ML.Transforms.CopyColumns(outputColumnName: DefaultColumnNames.Label, inputColumnName: nameof(TaxiTrip.FareAmount))
Microsoft.ML.TorchSharp (11)
AutoFormerV2\ObjectDetectionTrainer.cs (2)
43public string LabelColumnName = DefaultColumnNames.Label; 135string labelColumnName = DefaultColumnNames.Label,
NasBert\NerTrainer.cs (1)
83string labelColumnName = DefaultColumnNames.Label,
NasBert\SentenceSimilarityTrainer.cs (1)
79string labelColumnName = DefaultColumnNames.Label,
NasBert\TextClassificationTrainer.cs (1)
79string labelColumnName = DefaultColumnNames.Label,
TorchSharpBaseTrainer.cs (1)
33public string LabelColumnName = DefaultColumnNames.Label;
TorchSharpCatalog.cs (5)
42string labelColumnName = DefaultColumnNames.Label, 83string labelColumnName = DefaultColumnNames.Label, 121string labelColumnName = DefaultColumnNames.Label, 180string labelColumnName = DefaultColumnNames.Label, 218string labelColumnName = DefaultColumnNames.Label,
Microsoft.ML.Transforms (17)
Dracula\CountTargetEncodingTransformer.cs (2)
432InputOutputColumnPair[] columns, string labelColumn = DefaultColumnNames.Label, 502string labelColumn = DefaultColumnNames.Label,
LearnerFeatureSelection.cs (2)
50public string LabelColumn = DefaultColumnNames.Label; 281var label = TrainUtils.MatchNameOrDefaultOrNull(ch, schema, nameof(options.LabelColumn), options.LabelColumn, DefaultColumnNames.Label);
MutualInformationFeatureSelection.cs (1)
84public const string LabelColumnName = DefaultColumnNames.Label;
NormalizerCatalog.cs (2)
293string labelColumnName = DefaultColumnNames.Label, 316string labelColumnName = DefaultColumnNames.Label,
PermutationFeatureImportanceExtensions.cs (8)
69string labelColumnName = DefaultColumnNames.Label, 132string labelColumnName = DefaultColumnNames.Label, 219string labelColumnName = DefaultColumnNames.Label, 282string labelColumnName = DefaultColumnNames.Label, 373string labelColumnName = DefaultColumnNames.Label, 436string labelColumnName = DefaultColumnNames.Label, 533string labelColumnName = DefaultColumnNames.Label, 598string labelColumnName = DefaultColumnNames.Label,
SvmLight\SvmLightLoaderSaverCatalog.cs (1)
125string labelColumnName = DefaultColumnNames.Label,
SvmLight\SvmLightSaver.cs (1)
41public string LabelColumnName = DefaultColumnNames.Label;
Microsoft.ML.Vision (2)
ImageClassificationTrainer.cs (1)
506string labelColumn = DefaultColumnNames.Label,
VisionCatalog.cs (1)
123string labelColumnName = DefaultColumnNames.Label,