Label

EntryPoints\PredictorModelImpl.cs (4)

125if (trainRms.Label != null) 127labelType = trainRms.Label.Value.Type; 128if (trainRms.Label.Value.HasKeyValues()) 131trainRms.Label.Value.GetKeyValues(ref keyValues);

Evaluators\AnomalyDetectionEvaluator.cs (7)

101Host.Check(schema.Label.HasValue, "Could not find the label column"); 102t = schema.Label.Value.Type; 104throw Host.ExceptSchemaMismatch(nameof(schema), "label", schema.Label.Value.Name, "Single or a Key with cardinality 2", t.ToString()); 505Host.Assert(schema.Label.HasValue); 509_labelGetter = RowCursorUtils.GetLabelGetter(row, schema.Label.Value.Index); 792Host.CheckParam(schema.Label.HasValue, nameof(schema), "Data must contain a label column"); 795yield return schema.Label.Value.Name;

Evaluators\BinaryClassifierEvaluator.cs (10)

133host.Check(schema.Label.HasValue, "Could not find the label column"); 134t = schema.Label.Value.Type; 136throw host.ExceptSchemaMismatch(nameof(schema), "label", schema.Label.Value.Name, "Single, Double, Boolean, or a Key with cardinality 2", t.ToString()); 176var labelCol = schema.Label.Value; 194Contracts.CheckParam(schema.Label != null, nameof(schema), "Could not find the label column"); 199return new BinaryPerInstanceEvaluator(Host, schema.Schema, scoreInfo.Name, probCol, schema.Label.Value.Name, _threshold, _useRaw); 622Host.Assert(schema.Label.HasValue); 627_labelGetter = RowCursorUtils.GetLabelGetter(row, schema.Label.Value.Index); 1475Host.CheckParam(schema.Label.HasValue, nameof(schema), "Schema must contain a label column"); 1478yield return schema.Label.Value.Name;

Evaluators\ClusteringEvaluator.cs (6)

99DataViewType type = schema.Label?.Type; 102throw Host.ExceptSchemaMismatch(nameof(schema), "label", schema.Label.Value.Name, 505if (schema.Label.HasValue) 506_labelGetter = RowCursorUtils.GetLabelGetter(row, schema.Label.Value.Index); 826if (schema.Label.HasValue) 827yield return schema.Label.Value.Name;

Evaluators\EvaluatorBase.cs (2)

61/// Access the label column with the <see cref="RoleMappedSchema.Label"/> property, and the score column with the 94int label = schema.Label?.Index ?? -1;

Evaluators\EvaluatorUtils.cs (1)

774var combined = AppendPerInstanceDataViews(env, perInstance[0].Schema.Label?.Name, foldDataViews, out variableSizeVectorColumnNames);

Evaluators\MamlEvaluator.cs (1)

142string label = EvaluateUtils.GetColName(LabelCol, schema.Label, DefaultColumnNames.Label);

Evaluators\MulticlassClassificationEvaluator.cs (10)

81Host.CheckParam(schema.Label.HasValue, nameof(schema), "Could not find the label column"); 82var labelType = schema.Label.Value.Type; 84throw Host.ExceptSchemaMismatch(nameof(schema), "label", schema.Label.Value.Name, "Single or Key", labelType.ToString()); 122Host.CheckParam(schema.Label.HasValue, nameof(schema), "Schema must contain a label column"); 125return new MulticlassPerInstanceEvaluator(Host, schema.Schema, scoreInfo, schema.Label.Value.Name); 415Host.Assert(schema.Label.HasValue); 419_labelGetter = RowCursorUtils.GetLabelGetter(row, schema.Label.Value.Index); 1039Host.CheckParam(schema.Label.HasValue, nameof(schema), "Schema must contain a label column"); 1042yield return schema.Label.Value.Name; 1056string labelName = schema.Label.Value.Name;

Evaluators\MultiOutputRegressionEvaluator.cs (10)

52Host.CheckParam(schema.Label.HasValue, nameof(schema), "Could not find the label column"); 55return new MultiOutputRegressionPerInstanceEvaluator(Host, schema.Schema, scoreCol.Name, schema.Label.Value.Name); 64Host.Check(schema.Label.HasValue, "Could not find the label column"); 65t = schema.Label.Value.Type as VectorDataViewType; 67throw Host.ExceptSchemaMismatch(nameof(schema), "label", schema.Label.Value.Name, "known-size vector of Single or Double", schema.Label.Value.Type.ToString()); 305Contracts.Assert(schema.Label.HasValue); 309_labelGetter = RowCursorUtils.GetVecGetterAs<float>(NumberDataViewType.Single, row, schema.Label.Value.Index); 643Host.CheckParam(schema.Label != null, nameof(schema), "Schema must contain a label column"); 648yield return schema.Label.Value.Name;

Evaluators\QuantileRegressionEvaluator.cs (7)

44Host.CheckParam(schema.Label.HasValue, nameof(schema), "Must contain a label column"); 53return new QuantileRegressionPerInstanceEvaluator(Host, schema.Schema, scoreInfo.Name, schema.Label.Value.Name, scoreSize, quantiles); 62Host.CheckParam(schema.Label.HasValue, nameof(schema), "Must contain a label column"); 63var labelType = schema.Label.Value.Type; 65throw Host.ExceptSchemaMismatch(nameof(schema), "label", schema.Label.Value.Name, "Single", t.ToString()); 542Host.CheckParam(schema.Label.HasValue, nameof(schema), "Must contain a label column"); 545yield return schema.Label.Value.Name;

Evaluators\RankingEvaluator.cs (8)

98var t = schema.Label.Value.Type; 102"label", schema.Label.Value.Name, "Single or a Key", t.ToString()); 137Host.CheckParam(data.Schema.Label.HasValue, nameof(data), "Schema must contain a label column"); 142data.Schema.Label.Value.Name, scoreInfo.Name, data.Schema.Group.Value.Name, _truncationLevel, _labelGains); 455Contracts.Assert(schema.Label.HasValue); 460_labelGetter = RowCursorUtils.GetLabelGetter(row, schema.Label.Value.Index); 943Host.CheckParam(schema.Label.HasValue, nameof(schema), "Data must contain a label column"); 948yield return schema.Label.Value.Name;

Evaluators\RegressionEvaluator.cs (7)

61Host.CheckParam(schema.Label.HasValue, nameof(schema), "Could not find the label column"); 62t = schema.Label.Value.Type; 64throw Host.ExceptSchemaMismatch(nameof(schema), "label", schema.Label.Value.Name, "Single", t.ToString()); 74Contracts.CheckParam(schema.Label.HasValue, nameof(schema), "Could not find the label column"); 77return new RegressionPerInstanceEvaluator(Host, schema.Schema, scoreInfo.Name, schema.Label.Value.Name); 364Host.CheckParam(schema.Label.HasValue, nameof(schema), "Schema must contain a label column"); 367yield return schema.Label.Value.Name;

Evaluators\RegressionEvaluatorBase.cs (2)

203Contracts.Assert(schema.Label.HasValue); 207_labelGetter = RowCursorUtils.GetLabelGetter(row, schema.Label.Value.Index);

Prediction\Calibrator.cs (4)

865if (schema.Label == null) 1020ch.CheckParam(data.Schema.Label.HasValue, nameof(data), "data must have a Label column"); 1024return TrainCalibrator(env, ch, caliTrainer, scored, data.Schema.Label.Value.Name, DefaultColumnNames.Score, data.Schema.Weight?.Name, maxRows); 2222if (data.Schema.Label == null && scp != null)

Scorers\BinaryClassifierScorer.cs (4)

65if (trainSchema?.Label == null) 67var keyType = trainSchema.Label.Value.Annotations.Schema.GetColumnOrNull(AnnotationUtils.Kinds.KeyValues)?.Type as VectorDataViewType; 111env.Assert(trainSchema.Label.HasValue); 112var labelColumn = trainSchema.Label.Value;

Scorers\MulticlassClassificationScorer.cs (4)

415if (trainSchema?.Label == null) 417var keyType = trainSchema.Label.Value.Annotations.Schema.GetColumnOrNull(AnnotationUtils.Kinds.KeyValues)?.Type as VectorDataViewType; 493var type = trainSchema.Label.Value.Annotations.Schema.GetColumnOrNull(AnnotationUtils.Kinds.KeyValues)?.Type; 501trainSchema.Label.Value.GetKeyValues(ref value);

Scorers\SchemaBindablePredictorWrapper.cs (3)

463Contracts.Assert(schema.Label.HasValue); 464var labelColumnName = schema.Label.Value.Name; 550yield return (InputRoleMappedSchema.Feature.HasValue) ? RoleMappedSchema.ColumnRole.Feature.Bind(InputRoleMappedSchema.Feature?.Name) : RoleMappedSchema.ColumnRole.Label.Bind(InputRoleMappedSchema.Label?.Name);

Training\TrainerUtils.cs (15)

86if (!data.Schema.Label.HasValue) 88var col = data.Schema.Label.Value; 121if (!data.Schema.Label.HasValue) 123var col = data.Schema.Label.Value; 141if (!data.Schema.Label.HasValue) 143var col = data.Schema.Label.Value; 189if (!data.Schema.Label.HasValue) 191var col = data.Schema.Label.Value; 233if ((opt & CursOpt.Label) != 0 && data.Schema.Label.HasValue) 234columns.Add(data.Schema.Label.Value); 290Contracts.CheckParam(schema.Label.HasValue, nameof(schema), "Missing label column"); 292return RowCursorUtils.GetLabelGetter(row, schema.Label.Value.Index); 431if (tschema.Label?.Name is string lname && lname != DefaultColumnNames.Label) 901if ((opt & CursOpt.Label) != 0 && data.Schema.Label != null) 973if ((opt & CursOpt.Label) != 0 && data.Schema.Label != null)