80 references to ScoreColumnKind
Microsoft.ML.Core.Tests (10)
UnitTests\ScoreSchemaTest.cs (4)
41AnnotationUtils.Const.ScoreColumnKind.SequenceClassification, keyNames); 82Assert.Equal(AnnotationUtils.Const.ScoreColumnKind.SequenceClassification, scoreColumnKindValue.ToString()); 98AnnotationUtils.Const.ScoreColumnKind.SequenceClassification, keyNames); 129Assert.Equal(AnnotationUtils.Const.ScoreColumnKind.SequenceClassification, scoreColumnKindValue.ToString());
UnitTests\TestEntryPoints.cs (6)
1637Assert.True(ReadOnlyMemoryUtils.EqualsStr(AnnotationUtils.Const.ScoreColumnKind.BinaryClassification, kind), 1638$"Binary ensemble scored data column type should be '{AnnotationUtils.Const.ScoreColumnKind.BinaryClassification}', but is instead '{kind}'"); 1645Assert.True(ReadOnlyMemoryUtils.EqualsStr(AnnotationUtils.Const.ScoreColumnKind.Regression, kind), 1646$"Regression ensemble scored data column type should be '{AnnotationUtils.Const.ScoreColumnKind.Regression}', but is instead '{kind}'"); 1653Assert.True(ReadOnlyMemoryUtils.EqualsStr(AnnotationUtils.Const.ScoreColumnKind.AnomalyDetection, kind), 1654$"Anomaly detection ensemble scored data column type should be '{AnnotationUtils.Const.ScoreColumnKind.AnomalyDetection}', but is instead '{kind}'");
Microsoft.ML.Data (44)
Evaluators\AnomalyDetectionEvaluator.cs (2)
652: base(args, env, AnnotationUtils.Const.ScoreColumnKind.AnomalyDetection, "AnomalyDetectionMamlEvaluator") 797AnnotationUtils.Const.ScoreColumnKind.AnomalyDetection);
Evaluators\BinaryClassifierEvaluator.cs (3)
1323: base(args, env, AnnotationUtils.Const.ScoreColumnKind.BinaryClassification, "BinaryClassifierMamlEvaluator") 1345AnnotationUtils.Const.ScoreColumnKind.BinaryClassification); 1480AnnotationUtils.Const.ScoreColumnKind.BinaryClassification);
Evaluators\ClusteringEvaluator.cs (1)
785: base(args, env, AnnotationUtils.Const.ScoreColumnKind.Clustering, "ClusteringMamlEvaluator")
Evaluators\EvaluatorUtils.cs (8)
41{ AnnotationUtils.Const.ScoreColumnKind.BinaryClassification, env => new BinaryClassifierMamlEvaluator(env, new BinaryClassifierMamlEvaluator.Arguments()) }, 42{ AnnotationUtils.Const.ScoreColumnKind.MulticlassClassification, env => new MulticlassClassificationMamlEvaluator(env, new MulticlassClassificationMamlEvaluator.Arguments()) }, 43{ AnnotationUtils.Const.ScoreColumnKind.Regression, env => new RegressionMamlEvaluator(env, new RegressionMamlEvaluator.Arguments()) }, 44{ AnnotationUtils.Const.ScoreColumnKind.MultiOutputRegression, env => new MultiOutputRegressionMamlEvaluator(env, new MultiOutputRegressionMamlEvaluator.Arguments()) }, 45{ AnnotationUtils.Const.ScoreColumnKind.QuantileRegression, env => new QuantileRegressionMamlEvaluator(env, new QuantileRegressionMamlEvaluator.Arguments()) }, 46{ AnnotationUtils.Const.ScoreColumnKind.Ranking, env => new RankingMamlEvaluator(env, new RankingMamlEvaluator.Arguments()) }, 47{ AnnotationUtils.Const.ScoreColumnKind.Clustering, env => new ClusteringMamlEvaluator(env, new ClusteringMamlEvaluator.Arguments()) }, 48{ AnnotationUtils.Const.ScoreColumnKind.AnomalyDetection, env => new AnomalyDetectionMamlEvaluator(env, new AnomalyDetectionMamlEvaluator.Arguments()) }
Evaluators\MulticlassClassificationEvaluator.cs (1)
898: base(args, env, AnnotationUtils.Const.ScoreColumnKind.MulticlassClassification, "MultiClassMamlEvaluator")
Evaluators\MultiOutputRegressionEvaluator.cs (3)
585dst = AnnotationUtils.Const.ScoreColumnKind.MultiOutputRegression.AsMemory(); 630: base(args, env, AnnotationUtils.Const.ScoreColumnKind.MultiOutputRegression, "RegressionMamlEvaluator") 651AnnotationUtils.Const.ScoreColumnKind.MultiOutputRegression);
Evaluators\QuantileRegressionEvaluator.cs (2)
478: base(args, env, AnnotationUtils.Const.ScoreColumnKind.QuantileRegression, "QuantilsRegressionMamlEvaluator") 547AnnotationUtils.Const.ScoreColumnKind.QuantileRegression);
Evaluators\RankingEvaluator.cs (2)
878: base(args, env, AnnotationUtils.Const.ScoreColumnKind.Ranking, "RankerMamlEvaluator") 950AnnotationUtils.Const.ScoreColumnKind.Ranking);
Evaluators\RegressionEvaluator.cs (2)
352: base(args, env, AnnotationUtils.Const.ScoreColumnKind.Regression, "RegressionMamlEvaluator") 369AnnotationUtils.Const.ScoreColumnKind.Regression);
Scorers\BinaryClassifierScorer.cs (2)
17"bin", AnnotationUtils.Const.ScoreColumnKind.BinaryClassification)] 127: base(args, env, data, WrapIfNeeded(env, mapper, trainSchema), trainSchema, RegistrationName, AnnotationUtils.Const.ScoreColumnKind.BinaryClassification,
Scorers\ClusteringScorer.cs (2)
15"Clustering Scorer", "ClusteringScorer", AnnotationUtils.Const.ScoreColumnKind.Clustering)] 46: base(args, env, data, mapper, trainSchema, RegistrationName, AnnotationUtils.Const.ScoreColumnKind.Clustering,
Scorers\FeatureContributionCalculation.cs (2)
20typeof(SignatureDataScorer), "Feature Contribution Scorer", "fcc", "fct", "FeatureContributionCalculationScorer", AnnotationUtils.Const.ScoreColumnKind.FeatureContribution)] 23typeof(SignatureBindableMapper), "Feature Contribution Mapper", "fcc", "fct", AnnotationUtils.Const.ScoreColumnKind.FeatureContribution)]
Scorers\MulticlassClassificationScorer.cs (2)
22"MultiClass", AnnotationUtils.Const.ScoreColumnKind.MulticlassClassification)] 513: base(args, env, data, WrapIfNeeded(env, mapper, trainSchema), trainSchema, RegistrationName, AnnotationUtils.Const.ScoreColumnKind.MulticlassClassification,
Scorers\QuantileRegressionScorer.cs (2)
14typeof(SignatureDataScorer), "Quantile Regression Scorer", "QuantileRegressionScorer", AnnotationUtils.Const.ScoreColumnKind.QuantileRegression)] 17typeof(SignatureBindableMapper), "Quantile Regression Mapper", "QuantileRegressionScorer", AnnotationUtils.Const.ScoreColumnKind.QuantileRegression)]
Scorers\SchemaBindablePredictorWrapper.cs (7)
365return AnnotationUtils.Const.ScoreColumnKind.BinaryClassification; 367return AnnotationUtils.Const.ScoreColumnKind.MulticlassClassification; 369return AnnotationUtils.Const.ScoreColumnKind.Regression; 371return AnnotationUtils.Const.ScoreColumnKind.MultiOutputRegression; 373return AnnotationUtils.Const.ScoreColumnKind.Ranking; 375return AnnotationUtils.Const.ScoreColumnKind.AnomalyDetection; 377return AnnotationUtils.Const.ScoreColumnKind.Clustering;
Scorers\ScoreSchemaFactory.cs (3)
54var partialSchema = Create(NumberDataViewType.Single, AnnotationUtils.Const.ScoreColumnKind.BinaryClassification, scoreColumnName); 64(ref ReadOnlyMemory<char> value) => { value = AnnotationUtils.Const.ScoreColumnKind.BinaryClassification.AsMemory(); }); 87var partialSchema = Create(new VectorDataViewType(scoreType as PrimitiveDataViewType, quantiles.Length), AnnotationUtils.Const.ScoreColumnKind.QuantileRegression);
Microsoft.ML.Ensemble (22)
EntryPoints\CreateEnsemble.cs (4)
221var ensemble = SchemaBindablePipelineEnsembleBase.Create(host, input.Models, combiner, AnnotationUtils.Const.ScoreColumnKind.BinaryClassification); 245var ensemble = SchemaBindablePipelineEnsembleBase.Create(host, input.Models, combiner, AnnotationUtils.Const.ScoreColumnKind.Regression); 272var ensemble = SchemaBindablePipelineEnsembleBase.Create(host, input.Models, combiner, AnnotationUtils.Const.ScoreColumnKind.MulticlassClassification); 296var ensemble = SchemaBindablePipelineEnsembleBase.Create(host, input.Models, combiner, AnnotationUtils.Const.ScoreColumnKind.AnomalyDetection);
PipelineEnsemble.cs (15)
240if (_scoreColumnKind == AnnotationUtils.Const.ScoreColumnKind.Regression) 242if (_scoreColumnKind == AnnotationUtils.Const.ScoreColumnKind.AnomalyDetection) 268if (_scoreColumnKind == AnnotationUtils.Const.ScoreColumnKind.MulticlassClassification) 277: base(env, predictors, combiner, LoaderSignature, AnnotationUtils.Const.ScoreColumnKind.MulticlassClassification) 299: base(env, predictors, combiner, LoaderSignature, AnnotationUtils.Const.ScoreColumnKind.BinaryClassification) 301Host.Assert(_scoreColumnKind == AnnotationUtils.Const.ScoreColumnKind.BinaryClassification); 308Host.Assert(_scoreColumnKind == AnnotationUtils.Const.ScoreColumnKind.BinaryClassification); 523case AnnotationUtils.Const.ScoreColumnKind.BinaryClassification: 528case AnnotationUtils.Const.ScoreColumnKind.Regression: 529case AnnotationUtils.Const.ScoreColumnKind.AnomalyDetection: 534case AnnotationUtils.Const.ScoreColumnKind.MulticlassClassification: 553case AnnotationUtils.Const.ScoreColumnKind.BinaryClassification: 555case AnnotationUtils.Const.ScoreColumnKind.Regression: 556case AnnotationUtils.Const.ScoreColumnKind.AnomalyDetection: 558case AnnotationUtils.Const.ScoreColumnKind.MulticlassClassification:
Selector\SubModelSelector\BaseSubModelSelector.cs (3)
110AnnotationUtils.Const.ScoreColumnKind.BinaryClassification); 121AnnotationUtils.Const.ScoreColumnKind.Regression); 127AnnotationUtils.Const.ScoreColumnKind.MulticlassClassification);
Microsoft.ML.Recommender (1)
MatrixFactorizationPredictor.cs (1)
317return new RowMapper(env, this, schema, ScoreSchemaFactory.Create(OutputType, AnnotationUtils.Const.ScoreColumnKind.Regression));
Microsoft.ML.TorchSharp (3)
AutoFormerV2\ObjectDetectionTrainer.cs (1)
759meta.Add(AnnotationUtils.Kinds.ScoreColumnKind, TextDataViewType.Instance, (ref ReadOnlyMemory<char> value) => { value = AnnotationUtils.Const.ScoreColumnKind.MulticlassClassification.AsMemory(); });
NasBert\NasBertTrainer.cs (1)
525meta.Add(AnnotationUtils.Kinds.ScoreColumnKind, TextDataViewType.Instance, (ref ReadOnlyMemory<char> value) => { value = AnnotationUtils.Const.ScoreColumnKind.MulticlassClassification.AsMemory(); });
Roberta\QATrainer.cs (1)
741meta.Add(AnnotationUtils.Kinds.ScoreColumnKind, TextDataViewType.Instance, (ref ReadOnlyMemory<char> value) => { value = AnnotationUtils.Const.ScoreColumnKind.MulticlassClassification.AsMemory(); });