648 references to DefaultColumnNames
Microsoft.ML.AutoML (37)
API\AutoCatalog.cs (7)
226public ColumnInferenceResults InferColumns(string path, string labelColumnName = DefaultColumnNames.Label, char? separatorChar = null, bool? allowQuoting = null,
337public SweepablePipeline BinaryClassification(string labelColumnName = DefaultColumnNames.Label,
338string featureColumnName = DefaultColumnNames.Features,
435string labelColumnName = DefaultColumnNames.Label,
436string featureColumnName = DefaultColumnNames.Features,
552string labelColumnName = DefaultColumnNames.Label,
553string featureColumnName = DefaultColumnNames.Features,
API\ExperimentBase.cs (9)
67public virtual ExperimentResult<TMetrics> Execute(IDataView trainData, string labelColumnName = DefaultColumnNames.Label,
76SamplingKeyColumnName = samplingKeyColumn ?? DefaultColumnNames.GroupId,
77GroupIdColumnName = samplingKeyColumn ?? DefaultColumnNames.GroupId // For ranking, we want to enforce having the same column as samplingKeyColum and GroupIdColumn
136return groupIdColumnName ?? DefaultColumnNames.GroupId;
159public virtual ExperimentResult<TMetrics> Execute(IDataView trainData, IDataView validationData, string labelColumnName = DefaultColumnNames.Label, IEstimator<ITransformer> preFeaturizer = null, IProgress<RunDetail<TMetrics>> progressHandler = null)
162new ColumnInformation() { LabelColumnName = labelColumnName, GroupIdColumnName = DefaultColumnNames.GroupId } :
248uint numberOfCVFolds, string labelColumnName = DefaultColumnNames.Label,
256SamplingKeyColumnName = samplingKeyColumn ?? DefaultColumnNames.GroupId,
257GroupIdColumnName = samplingKeyColumn ?? DefaultColumnNames.GroupId // For ranking, we want to enforce having the same column as samplingKeyColum and GroupIdColumn
TrainerExtensions\TrainerExtensionUtil.cs (4)
130return new PipelineNode(trainerName.ToString(), PipelineNodeType.Trainer, DefaultColumnNames.Features,
131DefaultColumnNames.Score, properties);
137return new PipelineNode(trainerName.ToString(), PipelineNodeType.Trainer, DefaultColumnNames.Features,
138DefaultColumnNames.Score, BuildLightGbmPipelineNodeProps(sweepParams, labelColumn, weightColumn, groupColumn));
Microsoft.ML.AutoML.Tests (63)
ColumnInferenceTests.cs (23)
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,
157ExampleWeightColumnName = DefaultColumnNames.Weight,
158UserIdColumnName = DefaultColumnNames.User,
159ItemIdColumnName = DefaultColumnNames.Item,
163Assert.Equal(DefaultColumnNames.Label, result.ColumnInformation.LabelColumnName);
164Assert.Equal(DefaultColumnNames.Weight, result.ColumnInformation.ExampleWeightColumnName);
165Assert.Equal(DefaultColumnNames.User, result.ColumnInformation.UserIdColumnName);
166Assert.Equal(DefaultColumnNames.Item, result.ColumnInformation.ItemIdColumnName);
176LabelColumnName = DefaultColumnNames.Label,
177ExampleWeightColumnName = DefaultColumnNames.Weight,
180Assert.Equal(DefaultColumnNames.Label, result.ColumnInformation.LabelColumnName);
181Assert.Equal(DefaultColumnNames.Weight, result.ColumnInformation.ExampleWeightColumnName);
183Assert.Equal(DefaultColumnNames.Features, result.ColumnInformation.NumericColumnNames.First());
196Assert.Equal(DefaultColumnNames.Features, result.ColumnInformation.NumericColumnNames.First());
TransformInferenceTests.cs (13)
81new DatasetColumnInfo(DefaultColumnNames.Features, NumberDataViewType.Single, ColumnPurpose.NumericFeature, new ColumnDimensions(null, null)),
138new DatasetColumnInfo(DefaultColumnNames.Features, NumberDataViewType.Single, ColumnPurpose.NumericFeature, new ColumnDimensions(null, null)),
230new DatasetColumnInfo(DefaultColumnNames.Features, NumberDataViewType.Single, ColumnPurpose.NumericFeature, new ColumnDimensions(null, null)),
251new DatasetColumnInfo(DefaultColumnNames.Features, new VectorDataViewType(NumberDataViewType.Single), ColumnPurpose.NumericFeature, new ColumnDimensions(null, null)),
260new DatasetColumnInfo(DefaultColumnNames.Features, NumberDataViewType.Single, ColumnPurpose.NumericFeature, new ColumnDimensions(null, null)),
357new DatasetColumnInfo(DefaultColumnNames.Features, NumberDataViewType.Single, ColumnPurpose.NumericFeature, new ColumnDimensions(null, null)),
458new DatasetColumnInfo(DefaultColumnNames.Features, NumberDataViewType.Single, ColumnPurpose.NumericFeature, new ColumnDimensions(null, null)),
637new DatasetColumnInfo(DefaultColumnNames.Features, new VectorDataViewType(NumberDataViewType.Single), ColumnPurpose.NumericFeature, new ColumnDimensions(null, null)),
638new DatasetColumnInfo(DefaultColumnNames.Label, NumberDataViewType.Single, ColumnPurpose.Label, new ColumnDimensions(null, null)),
647new DatasetColumnInfo(DefaultColumnNames.Features, new VectorDataViewType(NumberDataViewType.Single), ColumnPurpose.NumericFeature, new ColumnDimensions(null, null)),
673new DatasetColumnInfo(DefaultColumnNames.Features, new VectorDataViewType(NumberDataViewType.Single), ColumnPurpose.NumericFeature, new ColumnDimensions(null, null)),
684new DatasetColumnInfo(DefaultColumnNames.Features, new VectorDataViewType(NumberDataViewType.Single), ColumnPurpose.NumericFeature, new ColumnDimensions(null, null)),
784var featuresCol = data.Schema.GetColumnOrNull(DefaultColumnNames.Features);
UserInputValidationTests.cs (16)
97columnInfo.NumericColumnNames.Add(DefaultColumnNames.Label);
203schemaBuilder.AddColumn(DefaultColumnNames.Features, NumberDataViewType.Double);
204schemaBuilder.AddColumn(DefaultColumnNames.Label, NumberDataViewType.Single);
217schemaBuilder.AddColumn(DefaultColumnNames.Features, 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);
375dataViewBuilder.AddColumn(DefaultColumnNames.Features, NumberDataViewType.Single, 0f);
378dataViewBuilder.AddColumn(DefaultColumnNames.Label, string.Empty);
382dataViewBuilder.AddColumn(DefaultColumnNames.Label, labelType, Activator.CreateInstance<TLabelRawType>());
Microsoft.ML.Core.Tests (1)
Microsoft.ML.Data (185)
Commands\CrossValidationCommand.cs (13)
43public string FeatureColumn = DefaultColumnNames.Features;
46public string LabelColumn = DefaultColumnNames.Label;
49public string WeightColumn = DefaultColumnNames.Weight;
52public string GroupColumn = DefaultColumnNames.GroupId;
55public string NameColumn = DefaultColumnNames.Name;
160string name = TrainUtils.MatchNameOrDefaultOrNull(ch, loader.Schema, nameof(ImplOptions.NameColumn), ImplOptions.NameColumn, DefaultColumnNames.Name);
171args.Columns = new[] { new GenerateNumberTransform.Column() { Name = DefaultColumnNames.Name }, };
271string label = TrainUtils.MatchNameOrDefaultOrNull(ch, schema, nameof(ImplOptions.LabelColumn), ImplOptions.LabelColumn, DefaultColumnNames.Label);
272string features = TrainUtils.MatchNameOrDefaultOrNull(ch, schema, nameof(ImplOptions.FeatureColumn), ImplOptions.FeatureColumn, DefaultColumnNames.Features);
273string weight = TrainUtils.MatchNameOrDefaultOrNull(ch, schema, nameof(ImplOptions.WeightColumn), ImplOptions.WeightColumn, DefaultColumnNames.Weight);
274string name = TrainUtils.MatchNameOrDefaultOrNull(ch, schema, nameof(ImplOptions.NameColumn), ImplOptions.NameColumn, DefaultColumnNames.Name);
275string group = TrainUtils.MatchNameOrDefaultOrNull(ch, schema, nameof(ImplOptions.GroupColumn), ImplOptions.GroupColumn, DefaultColumnNames.GroupId);
297string group = TrainUtils.MatchNameOrDefaultOrNull(ch, schema, nameof(ImplOptions.GroupColumn), ImplOptions.GroupColumn, DefaultColumnNames.GroupId);
Commands\TrainCommand.cs (10)
44public string FeatureColumn = DefaultColumnNames.Features;
47public string LabelColumn = DefaultColumnNames.Label;
50public string WeightColumn = DefaultColumnNames.Weight;
53public string GroupColumn = DefaultColumnNames.GroupId;
56public string NameColumn = DefaultColumnNames.Name;
152var label = TrainUtils.MatchNameOrDefaultOrNull(ch, schema, nameof(Arguments.LabelColumn), _labelColumn, DefaultColumnNames.Label);
153var feature = TrainUtils.MatchNameOrDefaultOrNull(ch, schema, nameof(Arguments.FeatureColumn), _featureColumn, DefaultColumnNames.Features);
154var group = TrainUtils.MatchNameOrDefaultOrNull(ch, schema, nameof(Arguments.GroupColumn), _groupColumn, DefaultColumnNames.GroupId);
155var weight = TrainUtils.MatchNameOrDefaultOrNull(ch, schema, nameof(Arguments.WeightColumn), _weightColumn, DefaultColumnNames.Weight);
156var name = TrainUtils.MatchNameOrDefaultOrNull(ch, schema, nameof(Arguments.NameColumn), _nameColumn, DefaultColumnNames.Name);
Scorers\PredictedLabelScorerBase.cs (3)
53bool user, int scoreColIndex, DataViewType predColType, string predictedLabelColumnName = DefaultColumnNames.PredictedLabel)
94string scoreColKind, int scoreColIndex, DataViewType predColType, string predictedLabelColumnName = DefaultColumnNames.PredictedLabel)
284Func<DataViewType, bool> outputTypeMatches, Func<DataViewType, ISchemaBoundRowMapper, DataViewType> getPredColType, string predictedLabelColumnName = DefaultColumnNames.PredictedLabel)
TrainCatalog.cs (35)
202public CalibratedBinaryClassificationMetrics Evaluate(IDataView data, string labelColumnName = DefaultColumnNames.Label, string scoreColumnName = DefaultColumnNames.Score,
203string probabilityColumnName = DefaultColumnNames.Probability, string predictedLabelColumnName = DefaultColumnNames.PredictedLabel)
223public BinaryClassificationMetrics EvaluateNonCalibrated(IDataView data, string labelColumnName = DefaultColumnNames.Label, string scoreColumnName = DefaultColumnNames.Score,
224string predictedLabelColumnName = DefaultColumnNames.PredictedLabel)
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,
327string scoreColumnName = DefaultColumnNames.Score)
345string labelColumnName = DefaultColumnNames.Label,
346string scoreColumnName = DefaultColumnNames.Score,
368string scoreColumnName = DefaultColumnNames.Score)
391string labelColumnName = DefaultColumnNames.Label,
392string scoreColumnName = DefaultColumnNames.Score,
443string scoreColumnName = DefaultColumnNames.Score,
522public MulticlassClassificationMetrics Evaluate(IDataView data, string labelColumnName = DefaultColumnNames.Label, string scoreColumnName = DefaultColumnNames.Score,
523string predictedLabelColumnName = DefaultColumnNames.PredictedLabel, int topKPredictionCount = 0)
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,
672string rowGroupColumnName = DefaultColumnNames.GroupId,
673string scoreColumnName = DefaultColumnNames.Score) => Evaluate(data, null, labelColumnName, rowGroupColumnName, scoreColumnName);
686string labelColumnName = DefaultColumnNames.Label,
687string rowGroupColumnName = DefaultColumnNames.GroupId,
688string scoreColumnName = DefaultColumnNames.Score)
715IDataView data, IEstimator<ITransformer> estimator, int numberOfFolds = 5, string labelColumnName = DefaultColumnNames.Label,
716string rowGroupColumnName = DefaultColumnNames.GroupId, int? seed = null)
762public AnomalyDetectionMetrics Evaluate(IDataView data, string labelColumnName = DefaultColumnNames.Label, string scoreColumnName = DefaultColumnNames.Score,
763string predictedLabelColumnName = DefaultColumnNames.PredictedLabel, int falsePositiveCount = 10)
Transforms\FeatureContributionCalculationTransformer.cs (7)
39public string FeatureColumn = DefaultColumnNames.Features;
86string featureColumnName = DefaultColumnNames.Features,
90: base(Contracts.CheckRef(env, nameof(env)).Register(nameof(FeatureContributionCalculatingTransformer)), new[] { (name: DefaultColumnNames.FeatureContributions, source: featureColumnName) })
200return new[] { new DataViewSchema.DetachedColumn(DefaultColumnNames.FeatureContributions, new VectorDataViewType(NumberDataViewType.Single, _featureColumnType.Size), builder.ToAnnotations()) };
325string featureColumnName = DefaultColumnNames.Features,
355result[DefaultColumnNames.FeatureContributions] = new SchemaShape.Column(
356DefaultColumnNames.FeatureContributions, col.Kind, col.ItemType, false, new SchemaShape(featContributionMetadata));
Microsoft.ML.Ensemble (3)
Microsoft.ML.EntryPoints (20)
Microsoft.ML.FastTree (55)
FastTreeClassification.cs (5)
157string labelColumnName = DefaultColumnNames.Label,
158string featureColumnName = DefaultColumnNames.Features,
316new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation())),
317new SchemaShape.Column(DefaultColumnNames.Probability, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation(true))),
318new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
GamClassification.cs (5)
102string labelColumnName = DefaultColumnNames.Label,
103string featureColumnName = DefaultColumnNames.Features,
187new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation())),
188new SchemaShape.Column(DefaultColumnNames.Probability, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation(true))),
189new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
RandomForestClassification.cs (4)
189string labelColumnName = DefaultColumnNames.Label,
190string featureColumnName = DefaultColumnNames.Features,
379new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation())),
380new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
TreeTrainersCatalog.cs (17)
37string labelColumnName = DefaultColumnNames.Label,
38string featureColumnName = DefaultColumnNames.Features,
91string labelColumnName = DefaultColumnNames.Label,
92string featureColumnName = DefaultColumnNames.Features,
146string labelColumnName = DefaultColumnNames.Label,
147string featureColumnName = DefaultColumnNames.Features,
148string rowGroupColumnName = DefaultColumnNames.GroupId,
200string labelColumnName = DefaultColumnNames.Label,
201string featureColumnName = DefaultColumnNames.Features,
250string labelColumnName = DefaultColumnNames.Label,
251string featureColumnName = DefaultColumnNames.Features,
301string labelColumnName = DefaultColumnNames.Label,
302string featureColumnName = DefaultColumnNames.Features,
354string labelColumnName = DefaultColumnNames.Label,
355string featureColumnName = DefaultColumnNames.Features,
406string labelColumnName = DefaultColumnNames.Label,
407string featureColumnName = DefaultColumnNames.Features,
Microsoft.ML.KMeansClustering (7)
KMeansPlusPlusTrainer.cs (6)
307new SchemaShape.Column(DefaultColumnNames.Score,
313new SchemaShape.Column(DefaultColumnNames.PredictedLabel,
974arrDv.AddColumn(DefaultColumnNames.Features, NumberDataViewType.Single, clusters);
975arrDv.AddColumn(DefaultColumnNames.Weight, NumberDataViewType.Single, totalWeights);
977new RoleMappedData(arrDv.GetDataView(), null, DefaultColumnNames.Features, weight: DefaultColumnNames.Weight), CursOpt.Weight | CursOpt.Features);
Microsoft.ML.LightGbm (34)
LightGbmBinaryTrainer.cs (6)
212string labelColumnName = DefaultColumnNames.Label,
213string featureColumnName = DefaultColumnNames.Features,
241string featureColumnName = DefaultColumnNames.Features)
286new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation())),
287new SchemaShape.Column(DefaultColumnNames.Probability, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation(true))),
288new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
LightGbmMulticlassTrainer.cs (5)
153string labelColumnName = DefaultColumnNames.Label,
154string featureColumnName = DefaultColumnNames.Features,
182string featureColumnName = DefaultColumnNames.Features)
370new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.AnnotationsForMulticlassScoreColumn(labelCol))),
371new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.UInt32, true, metadata)
Microsoft.ML.Mkl.Components (8)
SymSgdClassificationTrainer.cs (3)
276new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation())),
277new SchemaShape.Column(DefaultColumnNames.Probability, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation(true))),
278new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
Microsoft.ML.OnnxConverter (7)
Microsoft.ML.PCA (3)
Microsoft.ML.PerformanceTests (6)
Microsoft.ML.Predictor.Tests (9)
Microsoft.ML.Recommender (4)
Microsoft.ML.StandardTrainers (126)
FactorizationMachine\FactorizationMachineTrainer.cs (4)
253string labelColumnName = DefaultColumnNames.Label,
661new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation())),
662new SchemaShape.Column(DefaultColumnNames.Probability, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation(true))),
663new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
Standard\LogisticRegression\LogisticRegression.cs (5)
133string labelColumn = DefaultColumnNames.Label,
134string featureColumn = DefaultColumnNames.Features,
173new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation())),
174new SchemaShape.Column(DefaultColumnNames.Probability, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation(true))),
175new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
Standard\LogisticRegression\MulticlassLogisticRegression.cs (6)
142string labelColumn = DefaultColumnNames.Label,
143string featureColumn = DefaultColumnNames.Features,
378new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.AnnotationsForMulticlassScoreColumn(labelCol))),
379new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.UInt32, true, metadata)
985Host.Assert(outputs[0] == DefaultColumnNames.PredictedLabel);
986Host.Assert(outputs[1] == DefaultColumnNames.Score);
Standard\MulticlassClassification\MulticlassNaiveBayesTrainer.cs (4)
95string labelColumn = DefaultColumnNames.Label,
96string featureColumn = DefaultColumnNames.Features)
124new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.AnnotationsForMulticlassScoreColumn(labelCol))),
125new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.UInt32, true, predLabelMetadata)
Standard\MulticlassClassification\OneVersusAllTrainer.cs (8)
133string labelColumnName = DefaultColumnNames.Label,
213roles[0] = new KeyValuePair<CR, string>(new CR(DefaultColumnNames.Label), LabelColumn.Name);
540string[] localOutputNames = { DefaultColumnNames.PredictedLabel, DefaultColumnNames.Score, DefaultColumnNames.Probability };
546predictorOutputNames[0] = ctx.AddIntermediateVariable(NumberDataViewType.UInt32, $"{DefaultColumnNames.PredictedLabel}_{i}", true);
547predictorOutputNames[1] = ctx.AddIntermediateVariable(NumberDataViewType.Single, $"{DefaultColumnNames.Score}_{i}", true);
548predictorOutputNames[2] = ctx.AddIntermediateVariable(NumberDataViewType.Single, $"{DefaultColumnNames.Probability}_{i}", true);
Standard\Online\AveragedPerceptron.cs (4)
172string labelColumnName = DefaultColumnNames.Label,
173string featureColumnName = DefaultColumnNames.Features,
201new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation())),
202new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
Standard\Online\LinearSvm.cs (4)
280string labelColumn = DefaultColumnNames.Label,
281string featureColumn = DefaultColumnNames.Features,
309new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation())),
310new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
Standard\SdcaBinary.cs (28)
1494string labelColumnName = DefaultColumnNames.Label,
1495string featureColumnName = DefaultColumnNames.Features,
1598string labelColumnName = DefaultColumnNames.Label,
1599string featureColumnName = DefaultColumnNames.Features,
1625DefaultColumnNames.Score,
1631DefaultColumnNames.Probability,
1637DefaultColumnNames.PredictedLabel,
1703string labelColumnName = DefaultColumnNames.Label,
1704string featureColumnName = DefaultColumnNames.Features,
1724DefaultColumnNames.Score,
1731DefaultColumnNames.PredictedLabel,
1782DefaultColumnNames.Score,
1789DefaultColumnNames.PredictedLabel,
1800DefaultColumnNames.Probability,
1967string labelColumn = DefaultColumnNames.Label,
1968string featureColumn = DefaultColumnNames.Features,
2276string labelColumn = DefaultColumnNames.Label,
2277string featureColumn = DefaultColumnNames.Features,
2303new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation())),
2304new SchemaShape.Column(DefaultColumnNames.Probability, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation(true))),
2305new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
2367string labelColumn = DefaultColumnNames.Label,
2368string featureColumn = DefaultColumnNames.Features,
2392new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation())),
2393new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
2446new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation())),
2447new SchemaShape.Column(DefaultColumnNames.Probability, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation(true))),
2448new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
Standard\SdcaMulticlass.cs (8)
127string labelColumn = DefaultColumnNames.Label,
128string featureColumn = DefaultColumnNames.Features,
168new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.AnnotationsForMulticlassScoreColumn(labelCol))),
169new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.UInt32, true, metadata)
532string labelColumn = DefaultColumnNames.Label,
533string featureColumn = DefaultColumnNames.Features,
628string labelColumn = DefaultColumnNames.Label,
629string featureColumn = DefaultColumnNames.Features,
Standard\Simple\SimpleTrainers.cs (3)
318new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation())),
319new SchemaShape.Column(DefaultColumnNames.Probability, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation(true))),
320new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
StandardTrainersCatalog.cs (33)
42string labelColumnName = DefaultColumnNames.Label,
43string featureColumnName = DefaultColumnNames.Features,
98string labelColumnName = DefaultColumnNames.Label,
99string featureColumnName = DefaultColumnNames.Features,
153string labelColumnName = DefaultColumnNames.Label,
154string featureColumnName = DefaultColumnNames.Features,
205string labelColumnName = DefaultColumnNames.Label,
206string featureColumnName = DefaultColumnNames.Features,
258string labelColumnName = DefaultColumnNames.Label,
259string featureColumnName = DefaultColumnNames.Features,
310string labelColumnName = DefaultColumnNames.Label,
311string featureColumnName = DefaultColumnNames.Features,
361string labelColumnName = DefaultColumnNames.Label,
362string featureColumnName = DefaultColumnNames.Features,
418string labelColumnName = DefaultColumnNames.Label,
419string featureColumnName = DefaultColumnNames.Features,
488string labelColumnName = DefaultColumnNames.Label,
489string featureColumnName = DefaultColumnNames.Features,
544string labelColumnName = DefaultColumnNames.Label,
545string featureColumnName = DefaultColumnNames.Features,
598string labelColumnName = DefaultColumnNames.Label,
599string featureColumnName = DefaultColumnNames.Features,
651string labelColumnName = DefaultColumnNames.Label,
652string featureColumnName = DefaultColumnNames.Features,
700string labelColumnName = DefaultColumnNames.Label,
701string featureColumnName = DefaultColumnNames.Features)
754string labelColumnName = DefaultColumnNames.Label,
794string labelColumnName = DefaultColumnNames.Label,
824string labelColumnName = DefaultColumnNames.Label,
825string featureColumnName = DefaultColumnNames.Features,
871string labelColumnName = DefaultColumnNames.Label,
910string labelColumnName = DefaultColumnNames.Label,
911string featureColumnName = DefaultColumnNames.Features,
Microsoft.ML.Sweeper (4)
Microsoft.ML.Tests (10)
Microsoft.ML.TorchSharp (29)
TorchSharpCatalog.cs (13)
42string labelColumnName = DefaultColumnNames.Label,
43string scoreColumnName = DefaultColumnNames.Score,
44string outputColumnName = DefaultColumnNames.PredictedLabel,
83string labelColumnName = DefaultColumnNames.Label,
84string scoreColumnName = DefaultColumnNames.Score,
121string labelColumnName = DefaultColumnNames.Label,
122string predictedLabelColumnName = DefaultColumnNames.PredictedLabel,
123string scoreColumnName = DefaultColumnNames.Score,
180string labelColumnName = DefaultColumnNames.Label,
181string outputColumnName = DefaultColumnNames.PredictedLabel,
218string labelColumnName = DefaultColumnNames.Label,
219string outputColumnName = DefaultColumnNames.PredictedLabel,
264string scoreColumnName = DefaultColumnNames.Score,
Microsoft.ML.Transforms (29)
Microsoft.ML.Vision (8)