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