148 references to Features
Microsoft.ML.AutoML (14)
API\AutoCatalog.cs (3)
338string featureColumnName = DefaultColumnNames.Features, 436string featureColumnName = DefaultColumnNames.Features, 553string featureColumnName = DefaultColumnNames.Features,
Experiment\SuggestedPipelineBuilder.cs (2)
34var transform = NormalizingExtension.CreateSuggestedTransform(context, DefaultColumnNames.Features, DefaultColumnNames.Features);
Sweepers\SmacSweeper.cs (1)
122dvBuilder.AddColumn(DefaultColumnNames.Features, NumberDataViewType.Single, features);
TrainerExtensions\TrainerExtensionUtil.cs (2)
130return new PipelineNode(trainerName.ToString(), PipelineNodeType.Trainer, DefaultColumnNames.Features, 137return new PipelineNode(trainerName.ToString(), PipelineNodeType.Trainer, DefaultColumnNames.Features,
TransformInference\TransformInference.cs (3)
457concatColNames[0] == DefaultColumnNames.Features && 469return ColumnCopyingExtension.CreateSuggestedTransform(context, concatColNames.First(), DefaultColumnNames.Features); 472return ColumnConcatenatingExtension.CreateSuggestedTransform(context, concatColNames.Distinct().ToArray(), DefaultColumnNames.Features);
Tuner\SmacTuner.cs (1)
135dvBuilder.AddColumn(DefaultColumnNames.Features, NumberDataViewType.Single, features);
Utils\UserInputValidationUtil.cs (2)
83if (column.Name == DefaultColumnNames.Features && column.Type.GetItemType() != NumberDataViewType.Single) 85throw new ArgumentException($"{DefaultColumnNames.Features} column must be of data type {NumberDataViewType.Single}", nameof(trainData));
Microsoft.ML.AutoML.Tests (20)
ColumnInferenceTests.cs (2)
183Assert.Equal(DefaultColumnNames.Features, result.ColumnInformation.NumericColumnNames.First()); 196Assert.Equal(DefaultColumnNames.Features, result.ColumnInformation.NumericColumnNames.First());
ColumnInferenceValidationUtilTests.cs (1)
24schemaBuilder.AddColumn(DefaultColumnNames.Features, NumberDataViewType.Single);
PurposeInferenceTests.cs (2)
27schemaBuilder.AddColumn(DefaultColumnNames.Features, NumberDataViewType.Single); 33var normalizer = context.Transforms.NormalizeMinMax(DefaultColumnNames.Features);
TransformInferenceTests.cs (12)
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)), 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 (3)
203schemaBuilder.AddColumn(DefaultColumnNames.Features, NumberDataViewType.Double); 217schemaBuilder.AddColumn(DefaultColumnNames.Features, NumberDataViewType.Single); 375dataViewBuilder.AddColumn(DefaultColumnNames.Features, NumberDataViewType.Single, 0f);
Microsoft.ML.Data (25)
Commands\CrossValidationCommand.cs (2)
43public string FeatureColumn = DefaultColumnNames.Features; 272string features = TrainUtils.MatchNameOrDefaultOrNull(ch, schema, nameof(ImplOptions.FeatureColumn), ImplOptions.FeatureColumn, DefaultColumnNames.Features);
Commands\ScoreCommand.cs (2)
47public string FeatureColumn = DefaultColumnNames.Features; 117nameof(ImplOptions.FeatureColumn), ImplOptions.FeatureColumn, DefaultColumnNames.Features);
Commands\TestCommand.cs (2)
28public string FeatureColumn = DefaultColumnNames.Features; 104ImplOptions.FeatureColumn, DefaultColumnNames.Features);
Commands\TrainCommand.cs (2)
44public string FeatureColumn = DefaultColumnNames.Features; 153var feature = TrainUtils.MatchNameOrDefaultOrNull(ch, schema, nameof(Arguments.FeatureColumn), _featureColumn, DefaultColumnNames.Features);
Commands\TrainTestCommand.cs (2)
41public string FeatureColumn = DefaultColumnNames.Features; 138ImplOptions.FeatureColumn, DefaultColumnNames.Features);
Evaluators\ClusteringEvaluator.cs (2)
813string feat = EvaluateUtils.GetColName(_featureCol, schema.Feature, DefaultColumnNames.Features); 869input.FeatureColumn, DefaultColumnNames.Features);
Model\Pfa\SavePfaCommand.cs (1)
156DefaultColumnNames.Features, DefaultColumnNames.GroupId, DefaultColumnNames.Weight, DefaultColumnNames.Name, opt: true);
Training\TrainerInputBase.cs (1)
33public string FeatureColumnName = DefaultColumnNames.Features;
Training\TrainerUtils.cs (2)
429if (tschema.Feature?.Name is string fname && fname != DefaultColumnNames.Features) 430nameMap.Add((DefaultColumnNames.Features, fname));
Transforms\FeatureContributionCalculationTransformer.cs (3)
39public string FeatureColumn = DefaultColumnNames.Features; 86string featureColumnName = DefaultColumnNames.Features, 325string featureColumnName = DefaultColumnNames.Features,
Transforms\TrainAndScoreTransformer.cs (6)
30public string FeatureColumn = DefaultColumnNames.Features; 64string featureColumn = DefaultColumnNames.Features, 94nameof(args.FeatureColumn), args.FeatureColumn, DefaultColumnNames.Features); 113public string FeatureColumn = DefaultColumnNames.Features; 180string featureColumn = DefaultColumnNames.Features, 262DefaultColumnNames.Features);
Microsoft.ML.Ensemble (1)
OutputCombiners\BaseStacking.cs (1)
209bldr.AddColumn(DefaultColumnNames.Features, NumberDataViewType.Single, features);
Microsoft.ML.EntryPoints (3)
FeatureCombiner.cs (1)
75string nameFeat = DefaultColumnNames.Features;
ModelOperations.cs (1)
150input.FeatureColumnName, DefaultColumnNames.Features);
OneVersusAllMacro.cs (1)
126input.FeatureColumnName, DefaultColumnNames.Features);
Microsoft.ML.FastTree (17)
FastTreeClassification.cs (1)
158string featureColumnName = DefaultColumnNames.Features,
FastTreeRanking.cs (1)
98string featureColumnName = DefaultColumnNames.Features,
FastTreeRegression.cs (1)
88string featureColumnName = DefaultColumnNames.Features,
FastTreeTweedie.cs (1)
92string featureColumnName = DefaultColumnNames.Features,
GamClassification.cs (1)
103string featureColumnName = DefaultColumnNames.Features,
GamModelParameters.cs (1)
687var featureCol = _data.Schema.Schema[DefaultColumnNames.Features];
GamRegression.cs (1)
92string featureColumnName = DefaultColumnNames.Features,
RandomForestClassification.cs (1)
190string featureColumnName = DefaultColumnNames.Features,
RandomForestRegression.cs (1)
329string featureColumnName = DefaultColumnNames.Features,
TreeTrainersCatalog.cs (8)
38string featureColumnName = DefaultColumnNames.Features, 92string featureColumnName = DefaultColumnNames.Features, 147string featureColumnName = DefaultColumnNames.Features, 201string featureColumnName = DefaultColumnNames.Features, 251string featureColumnName = DefaultColumnNames.Features, 302string featureColumnName = DefaultColumnNames.Features, 355string featureColumnName = DefaultColumnNames.Features, 407string featureColumnName = DefaultColumnNames.Features,
Microsoft.ML.KMeansClustering (3)
KMeansCatalog.cs (1)
31string featureColumnName = DefaultColumnNames.Features,
KMeansPlusPlusTrainer.cs (2)
974arrDv.AddColumn(DefaultColumnNames.Features, NumberDataViewType.Single, clusters); 977new RoleMappedData(arrDv.GetDataView(), null, DefaultColumnNames.Features, weight: DefaultColumnNames.Weight), CursOpt.Weight | CursOpt.Features);
Microsoft.ML.LightGbm (16)
LightGbmBinaryTrainer.cs (2)
213string featureColumnName = DefaultColumnNames.Features, 241string featureColumnName = DefaultColumnNames.Features)
LightGbmCatalog.cs (8)
39string featureColumnName = DefaultColumnNames.Features, 79string featureColumnName = DefaultColumnNames.Features 107string featureColumnName = DefaultColumnNames.Features, 147string featureColumnName = DefaultColumnNames.Features 176string featureColumnName = DefaultColumnNames.Features, 218string featureColumnName = DefaultColumnNames.Features 246string featureColumnName = DefaultColumnNames.Features, 286string featureColumnName = DefaultColumnNames.Features
LightGbmMulticlassTrainer.cs (2)
154string featureColumnName = DefaultColumnNames.Features, 182string featureColumnName = DefaultColumnNames.Features)
LightGbmRankingTrainer.cs (2)
196string featureColumnName = DefaultColumnNames.Features, 227string featureColumnName = DefaultColumnNames.Features)
LightGbmRegressionTrainer.cs (2)
172string featureColumnName = DefaultColumnNames.Features, 204string featureColumnName = DefaultColumnNames.Features)
Microsoft.ML.Mkl.Components (2)
MklComponentsCatalog.cs (2)
35string featureColumnName = DefaultColumnNames.Features, 91string featureColumnName = DefaultColumnNames.Features,
Microsoft.ML.OnnxConverter (1)
SaveOnnxCommand.cs (1)
348DefaultColumnNames.Features, DefaultColumnNames.GroupId, DefaultColumnNames.Weight, DefaultColumnNames.Name, opt: true);
Microsoft.ML.PCA (1)
PCACatalog.cs (1)
68string featureColumnName = DefaultColumnNames.Features,
Microsoft.ML.StandardTrainers (33)
FactorizationMachine\FactorizationMachineCatalog.cs (1)
34string featureColumnName = DefaultColumnNames.Features,
Standard\LogisticRegression\LogisticRegression.cs (1)
134string featureColumn = DefaultColumnNames.Features,
Standard\LogisticRegression\MulticlassLogisticRegression.cs (1)
143string featureColumn = DefaultColumnNames.Features,
Standard\MulticlassClassification\MulticlassNaiveBayesTrainer.cs (1)
96string featureColumn = DefaultColumnNames.Features)
Standard\Online\AveragedPerceptron.cs (1)
173string featureColumnName = DefaultColumnNames.Features,
Standard\Online\LinearSvm.cs (1)
281string featureColumn = DefaultColumnNames.Features,
Standard\Online\OnlineGradientDescent.cs (1)
141string featureColumn = DefaultColumnNames.Features,
Standard\PoissonRegression\PoissonRegression.cs (1)
89string featureColumn = DefaultColumnNames.Features,
Standard\SdcaBinary.cs (6)
1495string featureColumnName = DefaultColumnNames.Features, 1599string featureColumnName = DefaultColumnNames.Features, 1704string featureColumnName = DefaultColumnNames.Features, 1968string featureColumn = DefaultColumnNames.Features, 2277string featureColumn = DefaultColumnNames.Features, 2368string featureColumn = DefaultColumnNames.Features,
Standard\SdcaMulticlass.cs (3)
128string featureColumn = DefaultColumnNames.Features, 533string featureColumn = DefaultColumnNames.Features, 629string featureColumn = DefaultColumnNames.Features,
Standard\SdcaRegression.cs (1)
113string featureColumn = DefaultColumnNames.Features,
StandardTrainersCatalog.cs (15)
43string featureColumnName = DefaultColumnNames.Features, 99string featureColumnName = DefaultColumnNames.Features, 154string featureColumnName = DefaultColumnNames.Features, 206string featureColumnName = DefaultColumnNames.Features, 259string featureColumnName = DefaultColumnNames.Features, 311string featureColumnName = DefaultColumnNames.Features, 362string featureColumnName = DefaultColumnNames.Features, 419string featureColumnName = DefaultColumnNames.Features, 489string featureColumnName = DefaultColumnNames.Features, 545string featureColumnName = DefaultColumnNames.Features, 599string featureColumnName = DefaultColumnNames.Features, 652string featureColumnName = DefaultColumnNames.Features, 701string featureColumnName = DefaultColumnNames.Features) 825string featureColumnName = DefaultColumnNames.Features, 911string featureColumnName = DefaultColumnNames.Features,
Microsoft.ML.Sweeper (2)
Algorithms\SmacSweeper.cs (2)
127dvBuilder.AddColumn(DefaultColumnNames.Features, NumberDataViewType.Single, features); 143FeatureColumnName = DefaultColumnNames.Features,
Microsoft.ML.Tests (4)
AnomalyDetectionTests.cs (1)
242new TextLoader.Column(DefaultColumnNames.Features, DataKind.Single, 1, 784)
FeatureContributionTests.cs (1)
431.Append(ML.Transforms.Concatenate(DefaultColumnNames.Features, vendorIdEncoded, rateCodeEncoded, paymentTypeEncoded,
OnnxConversionTest.cs (1)
156FeatureColumnName = DefaultColumnNames.Features,
TrainerEstimators\FAFMEstimator.cs (1)
25var pipeline = mlContext.Transforms.CopyColumns(DefaultColumnNames.Features, nameof(FfmExample.Field0))
Microsoft.ML.Transforms (4)
LearnerFeatureSelection.cs (2)
47public string FeatureColumn = DefaultColumnNames.Features; 282var feature = TrainUtils.MatchNameOrDefaultOrNull(ch, schema, nameof(options.FeatureColumn), options.FeatureColumn, DefaultColumnNames.Features);
SvmLight\SvmLightLoaderSaverCatalog.cs (1)
126string featureColumnName = DefaultColumnNames.Features,
SvmLight\SvmLightSaver.cs (1)
38public string FeatureColumnName = DefaultColumnNames.Features;
Microsoft.ML.Vision (2)
ImageClassificationTrainer.cs (1)
507string featureColumn = DefaultColumnNames.Features,
VisionCatalog.cs (1)
124string featureColumnName = DefaultColumnNames.Features,