230 references to Column
Microsoft.ML.Core (8)
Data\AnnotationUtils.cs (6)
428cols.Add(new SchemaShape.Column(Kinds.ScoreColumnSetId, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.UInt32, true)); 429cols.Add(new SchemaShape.Column(Kinds.ScoreColumnKind, SchemaShape.Column.VectorKind.Scalar, TextDataViewType.Instance, false)); 430cols.Add(new SchemaShape.Column(Kinds.ScoreValueKind, SchemaShape.Column.VectorKind.Scalar, TextDataViewType.Instance, false)); 432cols.Add(new SchemaShape.Column(Kinds.IsNormalized, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false)); 450cols.Add(new SchemaShape.Column(Kinds.SlotNames, SchemaShape.Column.VectorKind.Vector, TextDataViewType.Instance, false)); 451cols.Add(new SchemaShape.Column(Kinds.TrainingLabelValues, SchemaShape.Column.VectorKind.Vector, metaCol.ItemType, false));
Data\IEstimator.cs (2)
192mCols.Add(new Column(annotationColumn.Name, mVecKind, mItemType, mIsKey)); 197cols.Add(new Column(schema[iCol].Name, vecKind, itemType, isKey, annotations));
Microsoft.ML.Data (30)
Prediction\CalibratorCatalog.cs (2)
108annotations.Add(new SchemaShape.Column(AnnotationUtils.Kinds.IsNormalized, 125outColumns[DefaultColumnNames.Probability] = new SchemaShape.Column(DefaultColumnNames.Probability,
Training\TrainerUtils.cs (5)
352=> new SchemaShape.Column(labelColumn, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false); 359=> new SchemaShape.Column(columnName, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false); 370return new SchemaShape.Column(columnName, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.UInt32, true); 378=> new SchemaShape.Column(featureColumn, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false); 388return new SchemaShape.Column(weightColumn, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false);
Transforms\ColumnConcatenatingEstimator.cs (4)
132meta.Add(new SchemaShape.Column(AnnotationUtils.Kinds.IsNormalized, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false)); 134meta.Add(new SchemaShape.Column(AnnotationUtils.Kinds.CategoricalSlotRanges, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Int32, false)); 136meta.Add(new SchemaShape.Column(AnnotationUtils.Kinds.SlotNames, SchemaShape.Column.VectorKind.Vector, TextDataViewType.Instance, false)); 138return new SchemaShape.Column(name, vecKind, itemType, false, new SchemaShape(meta));
Transforms\ColumnCopying.cs (1)
81var col = new SchemaShape.Column(outputColumnName, originalColumn.Kind, originalColumn.ItemType, originalColumn.IsKey, originalColumn.Annotations);
Transforms\FeatureContributionCalculationTransformer.cs (1)
355result[DefaultColumnNames.FeatureContributions] = new SchemaShape.Column(
Transforms\Hashing.cs (2)
1967metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.KeyValues, SchemaShape.Column.VectorKind.Vector, TextDataViewType.Instance, false)); 1968result[colInfo.Name] = new SchemaShape.Column(colInfo.Name, colInfo.Combine ? SchemaShape.Column.VectorKind.Scalar : col.Kind,
Transforms\KeyToValue.cs (1)
652result[colInfo.outputColumnName] = new SchemaShape.Column(colInfo.outputColumnName, col.Kind, keyMetaCol.ItemType, keyMetaCol.IsKey, metadata);
Transforms\KeyToVector.cs (4)
832metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.SlotNames, SchemaShape.Column.VectorKind.Vector, keyMeta.ItemType, false)); 834metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.CategoricalSlotRanges, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Int32, false)); 836metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.IsNormalized, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false)); 838result[colInfo.Name] = new SchemaShape.Column(colInfo.Name,
Transforms\Normalizer.cs (2)
359var isNormalizedMeta = new SchemaShape.Column(AnnotationUtils.Kinds.IsNormalized, SchemaShape.Column.VectorKind.Scalar, 365result[colInfo.Name] = new SchemaShape.Column(colInfo.Name, col.Kind, col.ItemType, col.IsKey, meta);
Transforms\TypeConverting.cs (5)
636metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.IsNormalized, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false)); 639metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.SlotNames, SchemaShape.Column.VectorKind.Vector, slotMeta.ItemType, false)); 642metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.KeyValues, SchemaShape.Column.VectorKind.Vector, keyMeta.ItemType, false)); 645metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.KeyValues, SchemaShape.Column.VectorKind.Vector, normMeta.ItemType, false)); 646result[colInfo.Name] = new SchemaShape.Column(colInfo.Name, col.Kind, newType, false, col.Annotations);
Transforms\ValueMapping.cs (1)
128var col = new SchemaShape.Column(outputColumnName, vectorKind, columnType, isKey, metadataShape);
Transforms\ValueToKeyMappingEstimator.cs (2)
195kv = new SchemaShape.Column(AnnotationUtils.Kinds.KeyValues, SchemaShape.Column.VectorKind.Vector, 204result[colInfo.OutputColumnName] = new SchemaShape.Column(colInfo.OutputColumnName, col.Kind, NumberDataViewType.UInt32, true, metadata);
Microsoft.ML.FastTree (18)
FastTreeClassification.cs (3)
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()))
FastTreeRanking.cs (1)
489new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
FastTreeRegression.cs (2)
143return new SchemaShape.Column(labelColumn, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false); 205new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
FastTreeTweedie.cs (2)
211new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false) 364new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
GamClassification.cs (3)
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()))
GamRegression.cs (1)
139new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
RandomForestClassification.cs (2)
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()))
RandomForestRegression.cs (1)
508new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
TreeEnsembleFeaturizationEstimator.cs (3)
137result[TreesColumnName] = new SchemaShape.Column(TreesColumnName, 141result[LeavesColumnName] = new SchemaShape.Column(LeavesColumnName, 145result[PathsColumnName] = new SchemaShape.Column(PathsColumnName,
Microsoft.ML.ImageAnalytics (6)
ImageGrayscale.cs (1)
257result[colInfo.outputColumnName] = new SchemaShape.Column(colInfo.outputColumnName, col.Kind, col.ItemType, col.IsKey, col.Annotations);
ImageLoader.cs (2)
449result[outputColumnName] = new SchemaShape.Column(outputColumnName, SchemaShape.Column.VectorKind.Scalar, new ImageDataViewType(), false); 451result[outputColumnName] = new SchemaShape.Column(outputColumnName, SchemaShape.Column.VectorKind.VariableVector, NumberDataViewType.Byte, false);
ImagePixelExtractor.cs (1)
821result[colInfo.Name] = new SchemaShape.Column(colInfo.Name, SchemaShape.Column.VectorKind.Vector, itemType, false);
ImageResizer.cs (1)
520result[colInfo.Name] = new SchemaShape.Column(colInfo.Name, SchemaShape.Column.VectorKind.Scalar, colInfo.Type, false);
VectorToImageTransform.cs (1)
755result[colInfo.Name] = new SchemaShape.Column(colInfo.Name, SchemaShape.Column.VectorKind.Scalar, itemType, false);
Microsoft.ML.KMeansClustering (2)
KMeansPlusPlusTrainer.cs (2)
307new SchemaShape.Column(DefaultColumnNames.Score, 313new SchemaShape.Column(DefaultColumnNames.PredictedLabel,
Microsoft.ML.LightGbm (7)
LightGbmBinaryTrainer.cs (3)
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 (2)
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)
LightGbmRankingTrainer.cs (1)
302new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
LightGbmRegressionTrainer.cs (1)
250new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
Microsoft.ML.Mkl.Components (5)
OlsLinearRegression.cs (1)
138new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
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()))
VectorWhitening.cs (1)
901result[colPair.Name] = new SchemaShape.Column(colPair.Name, col.Kind, col.ItemType, col.IsKey, null);
Microsoft.ML.OnnxTransformer (1)
OnnxTransform.cs (1)
1085resultDic[Transformer.Outputs[i]] = new SchemaShape.Column(Transformer.Outputs[i],
Microsoft.ML.PCA (5)
PcaTrainer.cs (4)
202return new SchemaShape.Column(weightColumn, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false); 207return new SchemaShape.Column(featureColumn, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false); 376new SchemaShape.Column(DefaultColumnNames.Score, 382new SchemaShape.Column(DefaultColumnNames.PredictedLabel,
PcaTransformer.cs (1)
827result[colInfo.Name] = new SchemaShape.Column(colInfo.Name,
Microsoft.ML.Recommender (4)
MatrixFactorizationTrainer.cs (4)
569var labelColumn = new SchemaShape.Column(LabelName, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false); 573var matrixColumnIndexColumn = new SchemaShape.Column(MatrixColumnIndexName, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.UInt32, true); 574var matrixRowIndexColumn = new SchemaShape.Column(MatrixRowIndexName, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.UInt32, true); 595new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation())),
Microsoft.ML.StandardTrainers (52)
FactorizationMachine\FactorizationMachineTrainer.cs (10)
233FeatureColumns[0] = new SchemaShape.Column(options.FeatureColumnName, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false); 237FeatureColumns[i + 1] = new SchemaShape.Column(options.ExtraFeatureColumns[i], SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false); 239LabelColumn = new SchemaShape.Column(options.LabelColumnName, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false); 240WeightColumn = options.ExampleWeightColumnName != null ? new SchemaShape.Column(options.ExampleWeightColumnName, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false) : default; 266FeatureColumns[i] = new SchemaShape.Column(featureColumnNames[i], SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false); 268LabelColumn = new SchemaShape.Column(labelColumnName, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false); 269WeightColumn = exampleWeightColumnName != null ? new SchemaShape.Column(exampleWeightColumnName, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false) : default; 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()))
LdSvm\LdSvmTrainer.cs (2)
184new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation())), 185new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
Standard\LogisticRegression\LogisticRegression.cs (3)
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 (2)
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)
Standard\MulticlassClassification\MetaMulticlassTrainer.cs (3)
71LabelColumn = new SchemaShape.Column(labelColumn, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.UInt32, true); 177new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, 179new SchemaShape.Column(DefaultColumnNames.PredictedLabel, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.UInt32,
Standard\MulticlassClassification\MulticlassNaiveBayesTrainer.cs (2)
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\Online\AveragedPerceptron.cs (2)
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 (2)
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\Online\OnlineGradientDescent.cs (1)
172new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
Standard\PoissonRegression\PoissonRegression.cs (1)
123new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
Standard\SdcaBinary.cs (16)
1624new SchemaShape.Column( 1630new SchemaShape.Column( 1636new SchemaShape.Column( 1723new SchemaShape.Column( 1730new SchemaShape.Column( 1781new SchemaShape.Column( 1788new SchemaShape.Column( 1799outCols.Insert(1, new SchemaShape.Column( 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())) 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 (2)
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)
Standard\SdcaRegression.cs (1)
197new SchemaShape.Column(DefaultColumnNames.Score, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false, new SchemaShape(AnnotationUtils.GetTrainerOutputAnnotation()))
Standard\Simple\SimpleTrainers.cs (5)
301=> new SchemaShape.Column(featureColumn, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false); 304=> new SchemaShape.Column(labelColumn, SchemaShape.Column.VectorKind.Scalar, NumberDataViewType.Single, false); 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()))
Microsoft.ML.TensorFlow (1)
TensorflowTransform.cs (1)
1046resultDic[_options.OutputColumns[i]] = new SchemaShape.Column(_options.OutputColumns[i],
Microsoft.ML.TimeSeries (13)
IidChangePointDetector.cs (2)
271new SchemaShape.Column(AnnotationUtils.Kinds.SlotNames, SchemaShape.Column.VectorKind.Vector, TextDataViewType.Instance, false) 275resultDic[Transformer.InternalTransform.OutputColumnName] = new SchemaShape.Column(
IidSpikeDetector.cs (2)
247new SchemaShape.Column(AnnotationUtils.Kinds.SlotNames, SchemaShape.Column.VectorKind.Vector, TextDataViewType.Instance, false) 250resultDic[Transformer.InternalTransform.OutputColumnName] = new SchemaShape.Column(
SRCNNAnomalyDetector.cs (2)
279new SchemaShape.Column(AnnotationUtils.Kinds.SlotNames, SchemaShape.Column.VectorKind.Vector, TextDataViewType.Instance, false) 282resultDic[Transformer.InternalTransform.OutputColumnName] = new SchemaShape.Column(
SsaChangePointDetector.cs (2)
307new SchemaShape.Column(AnnotationUtils.Kinds.SlotNames, SchemaShape.Column.VectorKind.Vector, TextDataViewType.Instance, false) 310resultDic[_options.Name] = new SchemaShape.Column(
SSaForecasting.cs (3)
340resultDic[_options.Name] = new SchemaShape.Column( 345resultDic[_options.ConfidenceLowerBoundColumn] = new SchemaShape.Column( 349resultDic[_options.ConfidenceUpperBoundColumn] = new SchemaShape.Column(
SsaSpikeDetector.cs (2)
286new SchemaShape.Column(AnnotationUtils.Kinds.SlotNames, SchemaShape.Column.VectorKind.Vector, TextDataViewType.Instance, false) 289resultDic[_options.Name] = new SchemaShape.Column(
Microsoft.ML.TorchSharp (41)
AutoFormerV2\ObjectDetectionTrainer.cs (19)
447metadata.Add(new SchemaShape.Column(Kinds.KeyValues, SchemaShape.Column.VectorKind.Vector, 452scoreMetadata.Add(new SchemaShape.Column(Kinds.ScoreColumnKind, SchemaShape.Column.VectorKind.Scalar, 454scoreMetadata.Add(new SchemaShape.Column(Kinds.ScoreValueKind, SchemaShape.Column.VectorKind.Scalar, 456scoreMetadata.Add(new SchemaShape.Column(Kinds.ScoreColumnSetId, SchemaShape.Column.VectorKind.Scalar, 458scoreMetadata.Add(new SchemaShape.Column(Kinds.TrainingLabelValues, SchemaShape.Column.VectorKind.Vector, 464outColumns[Option.PredictedLabelColumnName] = new SchemaShape.Column(Option.PredictedLabelColumnName, SchemaShape.Column.VectorKind.VariableVector, 467outColumns[Option.PredictedBoundingBoxColumnName] = new SchemaShape.Column(Option.PredictedBoundingBoxColumnName, SchemaShape.Column.VectorKind.VariableVector, 470outColumns[Option.ScoreColumnName] = new SchemaShape.Column(Option.ScoreColumnName, SchemaShape.Column.VectorKind.VariableVector, 528PredictedLabelColumnName = new SchemaShape.Column(Options.PredictedLabelColumnName, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.UInt32, false); 529PredictedBoundingBoxColumn = new SchemaShape.Column(Options.PredictedBoundingBoxColumnName, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false); 530ConfidenceColumn = new SchemaShape.Column(Options.ScoreColumnName, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false); 547var labelAnnotationsColumn = new SchemaShape.Column(AnnotationUtils.Kinds.SlotNames, SchemaShape.Column.VectorKind.Vector, LabelColumn.Annotations.Schema[AnnotationUtils.Kinds.SlotNames].Type, false); 553scoreMetadata.Add(new SchemaShape.Column(Kinds.ScoreColumnKind, SchemaShape.Column.VectorKind.Scalar, 555scoreMetadata.Add(new SchemaShape.Column(Kinds.ScoreValueKind, SchemaShape.Column.VectorKind.Scalar, 557scoreMetadata.Add(new SchemaShape.Column(Kinds.ScoreColumnSetId, SchemaShape.Column.VectorKind.Scalar, 559scoreMetadata.Add(new SchemaShape.Column(Kinds.TrainingLabelValues, SchemaShape.Column.VectorKind.Vector, 562outColumns[Options.PredictedLabelColumnName] = new SchemaShape.Column(Options.PredictedLabelColumnName, SchemaShape.Column.VectorKind.VariableVector, 565outColumns[Options.PredictedBoundingBoxColumnName] = new SchemaShape.Column(Options.PredictedBoundingBoxColumnName, SchemaShape.Column.VectorKind.VariableVector, 568outColumns[Options.ScoreColumnName] = new SchemaShape.Column(Options.ScoreColumnName, SchemaShape.Column.VectorKind.VariableVector,
NasBert\NasBertTrainer.cs (12)
329metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.KeyValues, SchemaShape.Column.VectorKind.Vector, 335outColumns[Option.PredictionColumnName] = new SchemaShape.Column(Option.PredictionColumnName, SchemaShape.Column.VectorKind.Scalar, 338outColumns[Option.ScoreColumnName] = new SchemaShape.Column(Option.ScoreColumnName, SchemaShape.Column.VectorKind.Vector, 344metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.KeyValues, SchemaShape.Column.VectorKind.Vector, 350outColumns[Option.PredictionColumnName] = new SchemaShape.Column(Option.PredictionColumnName, SchemaShape.Column.VectorKind.VariableVector, 355outColumns[Option.ScoreColumnName] = new SchemaShape.Column(Option.ScoreColumnName, SchemaShape.Column.VectorKind.Scalar, 423SentenceColumn = new SchemaShape.Column(options.Sentence1ColumnName, SchemaShape.Column.VectorKind.Scalar, TextDataViewType.Instance, false); 424SentenceColumn2 = options.Sentence2ColumnName == default ? default : new SchemaShape.Column(options.Sentence2ColumnName, SchemaShape.Column.VectorKind.Scalar, TextDataViewType.Instance, false); 436var labelAnnotationsColumn = new SchemaShape.Column(AnnotationUtils.Kinds.SlotNames, SchemaShape.Column.VectorKind.Vector, LabelColumn.Annotations.Schema[AnnotationUtils.Kinds.SlotNames].Type, false); 440outColumns[Options.PredictionColumnName] = new SchemaShape.Column(Options.PredictionColumnName, SchemaShape.Column.VectorKind.Scalar, 443outColumns[ScoreColumnName] = new SchemaShape.Column(ScoreColumnName, SchemaShape.Column.VectorKind.Vector, 448outColumns[ScoreColumnName] = new SchemaShape.Column(ScoreColumnName, SchemaShape.Column.VectorKind.Scalar,
Roberta\QATrainer.cs (10)
512scoreMetadata.Add(new SchemaShape.Column(Kinds.ScoreColumnKind, SchemaShape.Column.VectorKind.Scalar, 514scoreMetadata.Add(new SchemaShape.Column(Kinds.ScoreValueKind, SchemaShape.Column.VectorKind.Scalar, 516scoreMetadata.Add(new SchemaShape.Column(Kinds.ScoreColumnSetId, SchemaShape.Column.VectorKind.Scalar, 519outColumns[Option.PredictedAnswerColumnName] = new SchemaShape.Column(Option.PredictedAnswerColumnName, SchemaShape.Column.VectorKind.VariableVector, 522outColumns[Option.ScoreColumnName] = new SchemaShape.Column(Option.ScoreColumnName, SchemaShape.Column.VectorKind.VariableVector, 598new SchemaShape.Column(Kinds.ScoreColumnKind, SchemaShape.Column.VectorKind.Scalar, 600new SchemaShape.Column(Kinds.ScoreValueKind, SchemaShape.Column.VectorKind.Scalar, 602new SchemaShape.Column(Kinds.ScoreColumnSetId, SchemaShape.Column.VectorKind.Scalar, 606outColumns[Options.PredictedAnswerColumnName] = new SchemaShape.Column(Options.PredictedAnswerColumnName, SchemaShape.Column.VectorKind.VariableVector, 609outColumns[Options.ScoreColumnName] = new SchemaShape.Column(Options.ScoreColumnName, SchemaShape.Column.VectorKind.VariableVector,
Microsoft.ML.Transforms (32)
CountFeatureSelection.cs (1)
183result[colPair.Name] = new SchemaShape.Column(colPair.Name, col.Kind, col.ItemType, false, new SchemaShape(metadata.ToArray()));
Dracula\CountTableTransformer.cs (2)
341newMetadataKinds.Add(new SchemaShape.Column(AnnotationUtils.Kinds.SlotNames, SchemaShape.Column.VectorKind.Vector, TextDataViewType.Instance, false)); 345result[colInfo.Name] = new SchemaShape.Column(colInfo.Name, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false, meta);
ExpressionTransformer.cs (1)
205var outputSchemaShapeColumn = new SchemaShape.Column(_columns[i].Name, outputVectorKind, typeRes, false, new SchemaShape(metadata));
GcnTransform.cs (2)
923metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.IsNormalized, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false)); 924result[colPair.Name] = new SchemaShape.Column(colPair.Name, col.Kind, col.ItemType, false, new SchemaShape(metadata.ToArray()));
KeyToVectorMapping.cs (3)
481metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.SlotNames, SchemaShape.Column.VectorKind.Vector, keyMeta.ItemType, false)); 483metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.IsNormalized, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false)); 484result[colInfo.outputColumnName] = new SchemaShape.Column(colInfo.outputColumnName,
MissingValueDroppingTransformer.cs (1)
51var col = new SchemaShape.Column(outputColumnName, SchemaShape.Column.VectorKind.VariableVector, originalColumn.ItemType, originalColumn.IsKey, originalColumn.Annotations);
MissingValueIndicatorTransformer.cs (2)
545metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.IsNormalized, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false)); 549result[colPair.outputColumnName] = new SchemaShape.Column(colPair.outputColumnName, col.Kind, type, false, new SchemaShape(metadata.ToArray()));
MissingValueReplacing.cs (1)
1053result[colInfo.Name] = new SchemaShape.Column(colInfo.Name, col.Kind, type, false, new SchemaShape(metadata.ToArray()));
MutualInformationFeatureSelection.cs (1)
250result[colPair.outputColumnName] = new SchemaShape.Column(colPair.outputColumnName, col.Kind, col.ItemType, false, new SchemaShape(metadata.ToArray()));
RandomFourierFeaturizing.cs (1)
733result[colInfo.Name] = new SchemaShape.Column(colInfo.Name, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false);
Text\LdaTransform.cs (1)
1331result[colInfo.Name] = new SchemaShape.Column(colInfo.Name, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false);
Text\NgramHashingTransformer.cs (2)
1228metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.SlotNames, SchemaShape.Column.VectorKind.Vector, TextDataViewType.Instance, false)); 1229result[colInfo.Name] = new SchemaShape.Column(colInfo.Name, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false, new SchemaShape(metadata));
Text\NgramTransform.cs (2)
1089metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.SlotNames, SchemaShape.Column.VectorKind.Vector, TextDataViewType.Instance, false)); 1090result[colInfo.Name] = new SchemaShape.Column(colInfo.Name, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false, new SchemaShape(metadata));
Text\StopWordsRemovingTransformer.cs (2)
679result[colInfo.Name] = new SchemaShape.Column(colInfo.Name, SchemaShape.Column.VectorKind.VariableVector, TextDataViewType.Instance, false); 1247result[colInfo.outputColumnName] = new SchemaShape.Column(colInfo.outputColumnName, SchemaShape.Column.VectorKind.VariableVector, TextDataViewType.Instance, false);
Text\TextFeaturizingEstimator.cs (4)
652metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.SlotNames, SchemaShape.Column.VectorKind.Vector, TextDataViewType.Instance, false)); 654metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.IsNormalized, SchemaShape.Column.VectorKind.Scalar, BooleanDataViewType.Instance, false)); 656result[OutputColumn] = new SchemaShape.Column(OutputColumn, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false, 662result[name] = new SchemaShape.Column(name, SchemaShape.Column.VectorKind.VariableVector, TextDataViewType.Instance, false);
Text\TextNormalizing.cs (1)
588result[colInfo.outputColumnName] = new SchemaShape.Column(colInfo.outputColumnName, col.Kind == SchemaShape.Column.VectorKind.Scalar ? SchemaShape.Column.VectorKind.Scalar : SchemaShape.Column.VectorKind.VariableVector, col.ItemType, false);
Text\TokenizingByCharacters.cs (3)
694metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.SlotNames, SchemaShape.Column.VectorKind.Vector, slotMeta.ItemType, false)); 695metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.KeyValues, SchemaShape.Column.VectorKind.Vector, TextDataViewType.Instance, false)); 696result[colInfo.outputColumnName] = new SchemaShape.Column(colInfo.outputColumnName, SchemaShape.Column.VectorKind.VariableVector, NumberDataViewType.UInt16, true, new SchemaShape(metadata.ToArray()));
Text\WordEmbeddingsExtractor.cs (1)
941result[colInfo.Name] = new SchemaShape.Column(colInfo.Name, SchemaShape.Column.VectorKind.Vector, NumberDataViewType.Single, false);
Text\WordTokenizing.cs (1)
540result[colInfo.Name] = new SchemaShape.Column(colInfo.Name, SchemaShape.Column.VectorKind.VariableVector, col.ItemType, false);
Microsoft.ML.Vision (5)
DnnRetrainTransform.cs (1)
1270resultDic[_options.OutputColumns[i]] = new SchemaShape.Column(_options.OutputColumns[i],
ImageClassificationTrainer.cs (4)
527new SchemaShape.Column(options.FeatureColumnName, SchemaShape.Column.VectorKind.VariableVector, 637metadata.Add(new SchemaShape.Column(AnnotationUtils.Kinds.KeyValues, SchemaShape.Column.VectorKind.Vector, 642new SchemaShape.Column(_options.ScoreColumnName, SchemaShape.Column.VectorKind.Vector, 644new SchemaShape.Column(_options.PredictedLabelColumnName, SchemaShape.Column.VectorKind.Scalar,