208 references to Const
Microsoft.ML.Core.Tests (50)
UnitTests\ScoreSchemaTest.cs (8)
41
AnnotationUtils.
Const
.ScoreColumnKind.SequenceClassification, keyNames);
48
Assert.Equal(AnnotationUtils.
Const
.ScoreValueKind.PredictedLabel, scoreColumn.Name);
82
Assert.Equal(AnnotationUtils.
Const
.ScoreColumnKind.SequenceClassification, scoreColumnKindValue.ToString());
87
Assert.Equal(AnnotationUtils.
Const
.ScoreValueKind.PredictedLabel, scoreValueKindValue.ToString());
98
AnnotationUtils.
Const
.ScoreColumnKind.SequenceClassification, keyNames);
105
Assert.Equal(AnnotationUtils.
Const
.ScoreValueKind.PredictedLabel, scoreColumn.Name);
129
Assert.Equal(AnnotationUtils.
Const
.ScoreColumnKind.SequenceClassification, scoreColumnKindValue.ToString());
134
Assert.Equal(AnnotationUtils.
Const
.ScoreValueKind.PredictedLabel, scoreValueKindValue.ToString());
UnitTests\TestEntryPoints.cs (42)
438
(AnnotationUtils.
Const
.ScoreValueKind.Score + i).ToString(),
439
AnnotationUtils.
Const
.ScoreValueKind.Score)
442
individualScores[i] = new ColumnSelectingTransformer(Env, null, new[] { AnnotationUtils.
Const
.ScoreValueKind.Score }).Transform(individualScores[i]);
472
var scoreColumn = curs1.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
476
scoreColumn = curs2.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
480
scoreColumn = curs3.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
487
scoreColumn = curs4.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score + i);
1631
var scoreCol = binaryScored.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1637
Assert.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}'");
1640
scoreCol = regressionScored.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1645
Assert.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}'");
1648
scoreCol = anomalyScored.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1653
Assert.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}'");
1684
var scoreColumn = curs0.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1687
scoreColumn = curs1.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1690
scoreColumn = curs2.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1693
scoreColumn = curs3.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1696
scoreColumn = curs4.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1699
scoreColumn = cursReg.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1702
scoreColumn = cursBin.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1705
scoreColumn = cursBinCali.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1708
scoreColumn = cursSaved.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1711
scoreColumn = cursAnom.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1910
var scoreColumn = curs0.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1913
scoreColumn = curs1.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1916
scoreColumn = curs2.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1919
scoreColumn = curs3.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1922
scoreColumn = curs4.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1925
scoreColumn = cursReg.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1928
scoreColumn = cursBin.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1931
scoreColumn = cursBinCali.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
1934
scoreColumn = cursSaved.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
2068
var scoreColumn = curs0.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
2071
scoreColumn = curs1.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
2074
scoreColumn = curs2.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
2077
scoreColumn = curs3.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
2080
scoreColumn = curs4.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
2083
scoreColumn = curs.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
2086
scoreColumn = cursSaved.Schema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
Microsoft.ML.Data (121)
Evaluators\AnomalyDetectionEvaluator.cs (6)
97
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
507
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
598
RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.Score, score),
599
RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.PredictedLabel, predictedLabel));
652
: base(args, env, AnnotationUtils.
Const
.ScoreColumnKind.AnomalyDetection, "AnomalyDetectionMamlEvaluator")
797
AnnotationUtils.
Const
.ScoreColumnKind.AnomalyDetection);
Evaluators\BinaryClassifierEvaluator.cs (23)
128
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
141
var prob = schema.GetColumns(AnnotationUtils.
Const
.ScoreValueKind.Probability);
161
var prob = schema.GetColumns(AnnotationUtils.
Const
.ScoreValueKind.Probability);
195
var scoreInfo = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
197
var probInfos = schema.GetColumns(AnnotationUtils.
Const
.ScoreValueKind.Probability);
625
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
632
var prob = schema.GetColumns(new RoleMappedSchema.ColumnRole(AnnotationUtils.
Const
.ScoreValueKind.Probability));
820
RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.Score, score),
821
RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.Probability, probability),
822
RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.PredictedLabel, predictedLabel));
868
RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.Score, score),
869
RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.Probability, probability),
870
RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.PredictedLabel, predictedLabel));
948
RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.Score, score),
949
RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.PredictedLabel, predictedLabel));
994
RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.Score, score),
995
RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.PredictedLabel, predictedLabel));
1323
: base(args, env, AnnotationUtils.
Const
.ScoreColumnKind.BinaryClassification, "BinaryClassifierMamlEvaluator")
1345
AnnotationUtils.
Const
.ScoreColumnKind.BinaryClassification);
1349
scoreCol.Index, AnnotationUtils.
Const
.ScoreValueKind.Probability, NumberDataViewType.Single.Equals);
1351
cols = AnnotationUtils.Prepend(cols, RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.Probability, probCol.Value.Name));
1480
AnnotationUtils.
Const
.ScoreColumnKind.BinaryClassification);
1483
scoreCol.Index, AnnotationUtils.
Const
.ScoreValueKind.Probability, NumberDataViewType.Single.Equals);
Evaluators\ClusteringEvaluator.cs (6)
71
roles.Add(RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.Score, score));
106
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
138
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
147
var scoreInfo = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
499
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
785
: base(args, env, AnnotationUtils.
Const
.ScoreColumnKind.Clustering, "ClusteringMamlEvaluator")
Evaluators\EvaluatorBase.cs (1)
93
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
Evaluators\EvaluatorUtils.cs (9)
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()) }
109
string valueKind = AnnotationUtils.
Const
.ScoreValueKind.Score, string defName = null)
Evaluators\MamlEvaluator.cs (1)
139
yield return RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.Score, scoreCol.Name);
Evaluators\MulticlassClassificationEvaluator.cs (9)
77
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
89
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
100
var scoreInfo = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
111
var score = schema.GetColumns(AnnotationUtils.
Const
.ScoreValueKind.Score);
123
var scoreInfo = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
417
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
559
RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.Score, score),
560
RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.PredictedLabel, predictedLabel));
898
: base(args, env, AnnotationUtils.
Const
.ScoreColumnKind.MulticlassClassification, "MultiClassMamlEvaluator")
Evaluators\MultiOutputRegressionEvaluator.cs (8)
53
var scoreCol = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
60
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
72
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
307
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
585
dst = AnnotationUtils.
Const
.ScoreColumnKind.MultiOutputRegression.AsMemory();
590
dst = AnnotationUtils.
Const
.ScoreValueKind.Score.AsMemory();
630
: base(args, env, AnnotationUtils.
Const
.ScoreColumnKind.MultiOutputRegression, "RegressionMamlEvaluator")
651
AnnotationUtils.
Const
.ScoreColumnKind.MultiOutputRegression);
Evaluators\QuantileRegressionEvaluator.cs (5)
45
var scoreInfo = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
58
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
70
var scoreInfo = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
478
: base(args, env, AnnotationUtils.
Const
.ScoreColumnKind.QuantileRegression, "QuantilsRegressionMamlEvaluator")
547
AnnotationUtils.
Const
.ScoreColumnKind.QuantileRegression);
Evaluators\RankingEvaluator.cs (6)
104
var scoreCol = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
138
var scoreInfo = data.Schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
262
RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.Score, score));
458
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
878
: base(args, env, AnnotationUtils.
Const
.ScoreColumnKind.Ranking, "RankerMamlEvaluator")
950
AnnotationUtils.
Const
.ScoreColumnKind.Ranking);
Evaluators\RegressionEvaluator.cs (5)
57
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
75
var scoreInfo = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
181
RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.Score, score));
352
: base(args, env, AnnotationUtils.
Const
.ScoreColumnKind.Regression, "RegressionMamlEvaluator")
369
AnnotationUtils.
Const
.ScoreColumnKind.Regression);
Evaluators\RegressionEvaluatorBase.cs (1)
205
var score = schema.GetUniqueColumn(AnnotationUtils.
Const
.ScoreValueKind.Score);
Prediction\Calibrator.cs (2)
666
if (!_predictor.OutputSchema.TryGetColumnIndex(AnnotationUtils.
Const
.ScoreValueKind.Score, out _scoreCol))
881
if (!outputSchema.TryGetColumnIndex(AnnotationUtils.
Const
.ScoreValueKind.Score, out scoreCol))
Scorers\BinaryClassifierScorer.cs (3)
17
"bin", AnnotationUtils.
Const
.ScoreColumnKind.BinaryClassification)]
97
if (!mapper.OutputSchema.TryGetColumnIndex(AnnotationUtils.
Const
.ScoreValueKind.Score, out scoreIdx))
127
: base(args, env, data, WrapIfNeeded(env, mapper, trainSchema), trainSchema, RegistrationName, AnnotationUtils.
Const
.ScoreColumnKind.BinaryClassification,
Scorers\ClusteringScorer.cs (3)
15
"Clustering Scorer", "ClusteringScorer", AnnotationUtils.
Const
.ScoreColumnKind.Clustering)]
46
: base(args, env, data, mapper, trainSchema, RegistrationName, AnnotationUtils.
Const
.ScoreColumnKind.Clustering,
47
AnnotationUtils.
Const
.ScoreValueKind.Score, OutputTypeMatches, GetPredColType)
Scorers\FeatureContributionCalculation.cs (2)
20
typeof(SignatureDataScorer), "Feature Contribution Scorer", "fcc", "fct", "FeatureContributionCalculationScorer", AnnotationUtils.
Const
.ScoreColumnKind.FeatureContribution)]
23
typeof(SignatureBindableMapper), "Feature Contribution Mapper", "fcc", "fct", AnnotationUtils.
Const
.ScoreColumnKind.FeatureContribution)]
Scorers\MulticlassClassificationScorer.cs (7)
22
"MultiClass", AnnotationUtils.
Const
.ScoreColumnKind.MulticlassClassification)]
39
public string ScoreColumnName = AnnotationUtils.
Const
.ScoreValueKind.Score;
296
bool result = mapper.OutputSchema.TryGetColumnIndex(AnnotationUtils.
Const
.ScoreValueKind.Score, out scoreIdx);
298
throw env.ExceptParam(nameof(mapper), "Mapper did not have a '{0}' column", AnnotationUtils.
Const
.ScoreValueKind.Score);
456
var scoreCol = outSchema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
457
if (!outSchema.TryGetColumnIndex(AnnotationUtils.
Const
.ScoreValueKind.Score, out scoreIdx))
513
: base(args, env, data, WrapIfNeeded(env, mapper, trainSchema), trainSchema, RegistrationName, AnnotationUtils.
Const
.ScoreColumnKind.MulticlassClassification,
Scorers\PredictedLabelScorerBase.cs (2)
28
public string ThresholdColumn = AnnotationUtils.
Const
.ScoreValueKind.Score;
256
dst = AnnotationUtils.
Const
.ScoreValueKind.PredictedLabel.AsMemory();
Scorers\PredictionTransformer.cs (2)
485
string scoreColumn = AnnotationUtils.
Const
.ScoreValueKind.Score, string predictedLabel = DefaultColumnNames.PredictedLabel) :
523
scoreColumn = AnnotationUtils.
Const
.ScoreValueKind.Score;
Scorers\QuantileRegressionScorer.cs (2)
14
typeof(SignatureDataScorer), "Quantile Regression Scorer", "QuantileRegressionScorer", AnnotationUtils.
Const
.ScoreColumnKind.QuantileRegression)]
17
typeof(SignatureBindableMapper), "Quantile Regression Mapper", "QuantileRegressionScorer", AnnotationUtils.
Const
.ScoreColumnKind.QuantileRegression)]
Scorers\SchemaBindablePredictorWrapper.cs (7)
365
return AnnotationUtils.
Const
.ScoreColumnKind.BinaryClassification;
367
return AnnotationUtils.
Const
.ScoreColumnKind.MulticlassClassification;
369
return AnnotationUtils.
Const
.ScoreColumnKind.Regression;
371
return AnnotationUtils.
Const
.ScoreColumnKind.MultiOutputRegression;
373
return AnnotationUtils.
Const
.ScoreColumnKind.Ranking;
375
return AnnotationUtils.
Const
.ScoreColumnKind.AnomalyDetection;
377
return AnnotationUtils.
Const
.ScoreColumnKind.Clustering;
Scorers\ScoreSchemaFactory.cs (11)
23
public static DataViewSchema Create(DataViewType scoreType, string scoreColumnKindValue, string scoreColumnName = AnnotationUtils.
Const
.ScoreValueKind.Score)
33
(ref ReadOnlyMemory<char> value) => { value = AnnotationUtils.
Const
.ScoreValueKind.Score.AsMemory(); });
50
public static DataViewSchema CreateBinaryClassificationSchema(string scoreColumnName = AnnotationUtils.
Const
.ScoreValueKind.Score,
51
string probabilityColumnName = AnnotationUtils.
Const
.ScoreValueKind.Probability)
54
var partialSchema = Create(NumberDataViewType.Single, AnnotationUtils.
Const
.ScoreColumnKind.BinaryClassification, scoreColumnName);
64
(ref ReadOnlyMemory<char> value) => { value = AnnotationUtils.
Const
.ScoreColumnKind.BinaryClassification.AsMemory(); });
66
(ref ReadOnlyMemory<char> value) => { value = AnnotationUtils.
Const
.ScoreValueKind.Probability.AsMemory(); });
87
var partialSchema = Create(new VectorDataViewType(scoreType as PrimitiveDataViewType, quantiles.Length), AnnotationUtils.
Const
.ScoreColumnKind.QuantileRegression);
109
/// This function returns a schema for sequence predictor's output. Its output column is always called <see cref="AnnotationUtils.
Const
.ScoreValueKind.PredictedLabel"/>.
130
(ref ReadOnlyMemory<char> value) => value = AnnotationUtils.
Const
.ScoreValueKind.PredictedLabel.AsMemory());
134
schemaBuilder.AddColumn(AnnotationUtils.
Const
.ScoreValueKind.PredictedLabel, scoreType, metadataBuilder.ToAnnotations());
Microsoft.ML.Ensemble (28)
EntryPoints\CreateEnsemble.cs (4)
221
var ensemble = SchemaBindablePipelineEnsembleBase.Create(host, input.Models, combiner, AnnotationUtils.
Const
.ScoreColumnKind.BinaryClassification);
245
var ensemble = SchemaBindablePipelineEnsembleBase.Create(host, input.Models, combiner, AnnotationUtils.
Const
.ScoreColumnKind.Regression);
272
var ensemble = SchemaBindablePipelineEnsembleBase.Create(host, input.Models, combiner, AnnotationUtils.
Const
.ScoreColumnKind.MulticlassClassification);
296
var ensemble = SchemaBindablePipelineEnsembleBase.Create(host, input.Models, combiner, AnnotationUtils.
Const
.ScoreColumnKind.AnomalyDetection);
PipelineEnsemble.cs (16)
77
var scoreCol = Mappers[i].OutputSchema.GetColumnOrNull(AnnotationUtils.
Const
.ScoreValueKind.Score);
240
if (_scoreColumnKind == AnnotationUtils.
Const
.ScoreColumnKind.Regression)
242
if (_scoreColumnKind == AnnotationUtils.
Const
.ScoreColumnKind.AnomalyDetection)
268
if (_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)
301
Host.Assert(_scoreColumnKind == AnnotationUtils.
Const
.ScoreColumnKind.BinaryClassification);
308
Host.Assert(_scoreColumnKind == AnnotationUtils.
Const
.ScoreColumnKind.BinaryClassification);
523
case AnnotationUtils.
Const
.ScoreColumnKind.BinaryClassification:
528
case AnnotationUtils.
Const
.ScoreColumnKind.Regression:
529
case AnnotationUtils.
Const
.ScoreColumnKind.AnomalyDetection:
534
case AnnotationUtils.
Const
.ScoreColumnKind.MulticlassClassification:
553
case AnnotationUtils.
Const
.ScoreColumnKind.BinaryClassification:
555
case AnnotationUtils.
Const
.ScoreColumnKind.Regression:
556
case AnnotationUtils.
Const
.ScoreColumnKind.AnomalyDetection:
558
case AnnotationUtils.
Const
.ScoreColumnKind.MulticlassClassification:
Selector\SubModelSelector\BaseSubModelSelector.cs (8)
110
AnnotationUtils.
Const
.ScoreColumnKind.BinaryClassification);
111
yield return RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.Score, scoreCol.Name);
114
scoreCol.Index, AnnotationUtils.
Const
.ScoreValueKind.Probability, NumberDataViewType.Single.Equals);
116
yield return RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.Probability, probCol.Value.Name);
121
AnnotationUtils.
Const
.ScoreColumnKind.Regression);
122
yield return RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.Score, scoreCol.Name);
127
AnnotationUtils.
Const
.ScoreColumnKind.MulticlassClassification);
128
yield return RoleMappedSchema.CreatePair(AnnotationUtils.
Const
.ScoreValueKind.Score, scoreCol.Name);
Microsoft.ML.EntryPoints (1)
ScoreColumnSelector.cs (1)
95
&& ReadOnlyMemoryUtils.EqualsStr(AnnotationUtils.
Const
.ScoreValueKind.PredictedLabel, tmp))
Microsoft.ML.FastTree (1)
GamModelParameters.cs (1)
684
new RoleMappedSchema.ColumnRole(AnnotationUtils.
Const
.ScoreValueKind.Score).Bind(DefaultColumnNames.Score));
Microsoft.ML.Recommender (1)
MatrixFactorizationPredictor.cs (1)
317
return new RowMapper(env, this, schema, ScoreSchemaFactory.Create(OutputType, AnnotationUtils.
Const
.ScoreColumnKind.Regression));
Microsoft.ML.TorchSharp (6)
AutoFormerV2\ObjectDetectionTrainer.cs (2)
759
meta.Add(AnnotationUtils.Kinds.ScoreColumnKind, TextDataViewType.Instance, (ref ReadOnlyMemory<char> value) => { value = AnnotationUtils.
Const
.ScoreColumnKind.MulticlassClassification.AsMemory(); });
761
meta.Add(AnnotationUtils.Kinds.ScoreValueKind, TextDataViewType.Instance, (ref ReadOnlyMemory<char> value) => { value = AnnotationUtils.
Const
.ScoreValueKind.Score.AsMemory(); });
NasBert\NasBertTrainer.cs (2)
525
meta.Add(AnnotationUtils.Kinds.ScoreColumnKind, TextDataViewType.Instance, (ref ReadOnlyMemory<char> value) => { value = AnnotationUtils.
Const
.ScoreColumnKind.MulticlassClassification.AsMemory(); });
527
meta.Add(AnnotationUtils.Kinds.ScoreValueKind, TextDataViewType.Instance, (ref ReadOnlyMemory<char> value) => { value = AnnotationUtils.
Const
.ScoreValueKind.Score.AsMemory(); });
Roberta\QATrainer.cs (2)
741
meta.Add(AnnotationUtils.Kinds.ScoreColumnKind, TextDataViewType.Instance, (ref ReadOnlyMemory<char> value) => { value = AnnotationUtils.
Const
.ScoreColumnKind.MulticlassClassification.AsMemory(); });
743
meta.Add(AnnotationUtils.Kinds.ScoreValueKind, TextDataViewType.Instance, (ref ReadOnlyMemory<char> value) => { value = AnnotationUtils.
Const
.ScoreValueKind.Score.AsMemory(); });